02_whole - Massey Research Online
Transcription
02_whole - Massey Research Online
Copyright is owned by the Author of the thesis. Permission is given for a copy to be downloaded by an individual for the purpose of research and private study only. The thesis may not be reproduced elsewhere without the permission of the Author. GENOTYPE-ENVIRONMENT INTERACTIONS AND GENETIC PARAMETERS IN NEW ZEALAND ROMNEY SHEEP A t he s i s submi t t ed f o r the d e g r ee o f Doc t o r o f P h i l o so phy at Ma s s ey Un iv e r s i t y New Z e a l and SUBHASH CHANDER CHOPRA 1 978 ii . ABSTRACT P e r forman c e r e cords o f 1 , 1 1 3 New Zealand Romney ewe hogge t s f rom two sub f locks ma i n t a ined on con t ro l (CSR) and i n t ens ive (HSR) s t o ck in g r a t e s were ana lysed . The d a t a r e p r e s e n t e d the progeny o f 34 s i r e s and we r e co l l e c t e d b e tween 1 9 6 7 and 1 9 74 inclus ive wh ich cove r ed four cons e c u t ive two-year s i re p e r iods . The t r a i t s inve s t i ga t ed were hogge t l ive-we i gh t ( HLW ) , greasy f le e c e we igh t ( GFW) , c l ean wo o l we ight per un i t a rea (WA) , c l ean s c oured y i e ld (Y) , s t a p l e length ( SL ) , me an f i b re d i ame t e r (MFD ) , s t andard d e v i a t ion of the f ibre d i ame t e r ( S FD ) , qua l i t y numb e r (QN ) , c r imp s p e r c e n t ime ter ( CP C ) , t o t a l cr imp numb e r (TCN ) , char a c t e r ( CHG ) , t i p p in e s s ( T G ) , hand l e ( HG ) , lus t r e (LG ) , greasy co lour (GCG) , s c oured c o l o ur ( S C G ) , d i s c o l oured area ( DAG ) , cot t i ng (CG) , co t t ed area ( CAG ) and s oundn e s s ( SG ) . S tocking r a t e had s i g n i f icant e f f e c t on a l l the t ra i t s exc e p t ing MFD , SFD , TCN and HG . H S R depre s s ed the t r a i t s inve s t iga t e d excep t i ng Y , S FD , QN , CPC , HG , GCG , S CG , CG and CAG . w e r e an imp o r t a n t source o f va r i a t ion . e x c e p t on l�W, SFD , CHG and HG was sma l l . Year e f f e c t s exc e p t in DAG The inf luence o f b i r t h- r ank S t ocking r a t e x year i n t e ract ions except in CPC , TCN , CHG , TG , HG , GCG and CAG we re imp o r t an t . S i r e x s t o c k i n g r a t e in t e rac t ions we re s i gn i f i c an t in HLW , MFD , SFD , TCN and GCG only , whe r e a s s i r e x y ear i n t e r a c t ions we re s i gn i f icant in HLW , GFW , HG and SCG . S ire x s t ocking r a t e and s i r e x year i n t e r a c t ions we re i n c l uded in d i f f e rent way s in some f o rmu lae for c a l c u l a t ion of he r i t ab i l i t y e s t ima t e s . The s e e s t ima t e s we re c a l cu l a t ed f rom p a t e rn a l h a l f - s i b analy s e s in C S R , iii . The various e s t ima t e s f o r t h e d i f fe rent t ra i t s HSR and comb ined d a t a . we r e i n the f o l l owing ranges : H LW 0 . 2 1 - 0 . 7 2 , y GFW 0 . 3 8 - 0 . 6 1 , WA 0 . 3 1 - 0 . 4 9 , 0 . 87 , 0 . 53 , SL 0 . 54 - 0 . 6 3 , MFD 0 . 3 4 S FD 0 . 3 5 - 0 . 6 6 , QN 0 . 4 6 - 0 . 7 2 , CPC 0 . 4 8 - 0 . 8 8 , TCN 0 . 6 5 - 1 . 0 9 , CHG 0 . 2 4 - 0 . 3 4 , TG 0 . 1 3 - 0 . 2 7 , HG 0 . 2 3 - 0 . 6 6 , LG 0 . 3 2 - 0 . 4 2 , GCG 0 . 2 2 - 0 . 4 4 , 0 . 19 SCG 0 . 1 0 - --' 0 . 39 , DAG 0 . 04 0. 21 , CG 0 . 1 2 - 0 . 67 , S G 0 . 00 - 0 . 2 2 . CAG 0 . 1 8 - 0 . 53 , No s i gn i f i cant d i f f e renc e s b e t tve en the e s t ima t e s in the two s t o cking r a t e s exc e p t in CG and SG were ob s erved . t h e s e comp a r i sons iS The r e l evance o f d i s cu s s e d i n t e rms o f s i re x s t ocking r a t e and s ir e x year int erac t ion s . In t ra- t r a i t gene t i c c o r r e l a t i ons be tween t h e two s t oc king r a t e s w e r e c l o s e t o un ity exc e p t in HLW ( P < 0 . 0 5) ; Y , SFD , GCG , SCG ( 0 . 0 5< P < 0 . 1 ) . Gene t i c c o r r e l a t ions b e twe en t r a i t s we re cal c u l a t e d by the p a t e rnal h a l f - s ib me thod . The c o r r e lat ion coe f f i c i e n t s sugge s t t h a t t h e HLW s e le c t ion r e s u l t s in h i gh e r f l e e c e we igh t , longer s t ap l e s , b e t t e r f l e e ce charac t e r , inc r e a s e d va r i a t ion i n f ib r e d i ame t e r , h i ghe r q ua l i ty S e l e c t ion f o r f l e e c e we igh t would numb er and c r imp ing and mo r e lus t re . r e s u l t in longer s t ap l e s , less cot t ing and less s u s c e p t Jb i l i t y to b r e ak and increased mean f ib r e d i ame t e r . Co r r e l a ted re s p on s e s exp e c t ed w i t h s e l e c t ion f o r f ineness a r e reduced s t ap l e leng t h , more c o t t ing an d l e s s s ound wo o l . S e l e c t ion ·fo r TCN resul t s in f avourab le changes in H LW , GFW , TG , co t t ing , co lour and soundn e s s . Favourab l e changes in y ie l d , c r imp ing , d i s c o loured area are exp e c t ed f o l l owing s e l e c t ion f o r whi t ene s s o f a mid s ide samp l e , whe r e a s GFW could d e c l ine . iv . App l i c a t ion s o f the r e s u l t s are d i s c u s s ed w i t h par t i cu l a r re f erence t o the role p l ayed by s i re x s t o cking r a t e and s i re x year i n t e ra c t ions in the gene t i c imp roveme n t of cha r a c t e r s of economic imp o r t an c e in New Zea l and Romney sheep . v. AC KNOWLEDGEMENTS I t is with s p ec i a l gra t i t ud e that I acknow l ed ge my s up e rvi s o r s , Pro f e s s o r A.L . Rae and Dr G . A . Wi c k h am f o r t h e i r immense h e l p , cons t an t encouragement , c on s t ruc t ive c r i t i c i sm and able coun s e l t hroughout t h e course o f this s t udy and t he p r eparat i o n o f t h i s t h e s i s . G ra t e f ul a cknowled gement i s made t o t h e s t a f f o f Sheep Husb and ry Dep a r t men t and No . l Sheep Farm , Mas sey Un ive r s i t y who were invo lved wi t h t h e c o l l e ct ion o f t he d a t a u s e d . Thanks are due t o Mr R . P . Lewe r , Mr A . B . P l easan t s and Mr C . J . Dodd f o r the i r as s i s t ance dur i n g t he p e r i o d of comp u t er f ami l i a r i z a tion . They and o t he r c o l l e agu e s and fe l l ow s t uden t s h ave p rovided a sou r c e o f s t imu l a t ing d i s cuss ion o n many o c c a s i ons . S incere t hanks are due t o Mr s A . F . Barton for ski l l f u l ly typ i n g t h e manus c r ip t . I wish t o exp r e s s my utmo s t app r e c i a t ion and s p e c ia l t hanks to my w i f e , Re e t a f o r provid i ng t h e i n s p i r at ion . Wi thout her r e s o l u t e s up p o r t and encouragement t he t a sk may neve r have b e en comp le t ed . The a f f e c t ion r e c e ived f rom t he Chopra and Varma f ami l i e s encouraged me in the a c c omp l i shmen t of t h i s t a s k . Th i s the s i s wa s made p o s s ib l e t h rough the awar d o f a C ommonwe a l t h S ch o larship . The grant o f s t udy leave by the Ind i an Coun c i l o f Agr i cu l t u r a l Re search i s g r a t e fu l ly acknowl edged . v i. T ABLE O F CONTENT S Chap t e r ii AB STRACT AC KNOHLEDGEMENTS V L I ST OF T ABL ES X L I S T OF F I GURES xii ONE INTRODUCTION 1 TWO REVIEW CF 4 LITERATURE CLAS S I F I C AT IONS OF GENOTY P E- EN V I RONMENT INTERACTIONS FALCONER ' S CONC EPT OF GENET I C CORRELAT I ONS BETWEEN P ERFORMAN C E IN DIFFERENT ENV I RONMENTS Exp e r ime n t a l ev i d e n c e f o r Fal coner ' s c o n c e p t GENOTYPE- ENVIRONMENT INTERAC T I ON S IN SHEEP 12 13 20 Growth charac t e r is t i cs 21 C ar c as s ch a r a c ter i s t ics 29 F l e e ce chara c ter i s t i c s 32 Re p roduc t ive t r a i t s i n O t hers GENET I C PARAMET ERS THREE 4 ewes 41 45 46 He r itab i l it y 4 fi Gene t i c c o r r e latio n s 60 GEN ERA L CONCLUSIONS 78 SOURCE OF DATA 79 THE D AT A 81 v i i. TAB LE OF CONTENTS (continued) Chap t e r FOUR STATI STICAL HETHODS 86 PRESENCE OF INTERACT I ON 86 ANALY S I S OF VA RIAN C E 88 Le ast s q u a r e s and computing methods 88 F i t t i ng models t o the data 90 Es t imat i on o f mean s quare s , variance and covarian c e components 96 LEAS T SQUARES E S T IMATES 98 POOL ING OF TH E S I RE GRO UP P E RIODS ANALY SES 98 PART I T I ONING THE VARIAT ION 99 VARIANCE CO NPONEN T ESTH1ATES 99 GENET IC P A RANETERS FIVE 101 H e r i t ab i l it y 10 1 Gene t i c c o r r e l a t io n s 103 RESULTS AND DISCUS SION E S T I NATES OF NON- GENET I C FACTORS , I NTERACT I ON S AND VARIANCE C ONPONENTS 1 05 105 Ho gge t l i ve -we i gh t 1 10 Greasy f l e e c e w e i g h t 115 Clean w o o l we i g h t p e r un i t a r ea 1 18 Clean s c o u r e d y i e l d 1 20 S t ap l e l e n g t h 12 1 Me an f ib r e diame t e r 124 S t anda r d d e via t i on o f t h e f i b r e d i ame t e r 125 Qua l i ty number 127 C r imp s per c e n t ime t e r 128 To t al c r imp numb e r 1 30 vi i i . TABL E O F CONTENTS ( c on t inued ) Chap t e r Charac t e r grade 131 T i p p i ne s s grade 1 34 Hand l e grade 135 Lus t re grade 1 37 Greasy c o lour grade 138 Scoured colour gr ade 140 D i s c o l o ured area g r ade 14 1 Co t t in g grade 143 Co t t e d a rea grade 144 Soundne s s grade 146 HER ITAB I L I TY ESTIMATE S , INTRA-TRAIT GENETI C CORRELAT IONS AND INTERAC TION VARIANC E COMPONENTS 148 Ho g ge t l ive-we i gh t 152 Greasy f l eece we i gh t 155 C l e an woo l we i gh t p e r u n i t area 1 56 C l e an s c oured y i e l d 15 7 S t a p l e l en g t h 158 Me an f i bre d i ame t e r 159 S t andard dev i at ion o f the f i bre d i ame t e r 161 Qual i t y number 162 C r imp s p e r ce nt ime t e r 163 To t a l c r imp numb e r 1 64 Chara c t e r grade 165 T i p p i ne s s grade 1 67 Han d l e grade 168 Lus t r e grade 169 Greasy c o lour grade 1 70 S c o u red c o lo u r g r ad e 171 D i s c o l o u red area grade 172 Cot t ing grade 173 Co t t ed area grade 1 74 S o undne s s grade 1 76 INTER-T RA I T GENET I C C ORRELATION S 177 ix. TABLE (continued) Cha p t e r SIX OF CONTENTS CONCLUDING DISCUSSION ON PRACTICAL U1PLICATIONS BIBL10GRAPHY 185 1 94 x. LIST OF TABLES Table 1 2 3 4 5 Some published estimates of heritability of live-weight, wool quantity and quality traits in s heep 48 Some published estimates of genetic correlations between various characteristics for live-weight, wool quantity and quality in sheep 64 Combined stocking rate analysis. Calculation of reductions in sums of squares and expectations of mean squares 94 Within s tocking rate analysis. Calculation of reductions in sums of squares and expectations of mean squares 95 Percentage of total variance attributable to each factor for each variable from the combined stocking rate analysis pooled from the different Sire group periods 106 6 Least squares estimates and standard errors of environmental effects for HLW and GFW 111 7 Least squares estimates and standard errors of environmental effects for WA and Y 119 8 Least squares estimates and standard errors of environmental effects for SL and MFD 1 22 Least squares estimates and standard errors of environmental effects for SFD and QN 126 Least squares estimates and standard errors of environmental effects for CPC and TCN 1 29 Least squares estimates and standard errors of environmental effects for CHG and TG 132 Least squares estimates and standard errors of environmental effects for HG and LG 1 36 Least squares estimates and standard errors of environmental effects for GCG and SCG 139 Least squares estimates and standard errors of environmental effects for DAG and CG 142 Least squares estimates and standard errors of environmental effects for CAG and SG 145 9 10 11 12 13 14 15 xi. OF TABLES ( continued ) LIST Table 16 Heritability estima t es o f v a r ious tra it s analyses by diffe ren t 17 Intr a-trait gene t ic erro r s o f t r ait s 18 t raits me t h o d s 14 9 co r rela t ions a n d s t anda rd in two s t o cking rates Gene t ic c o r relatio n s various and standard er ro r s o b t a ined f r o m t he p o oled and s t anda rd e r r o r s from the pooled analysis v a r iance and covariance 151 among of 178 xii. LIST OF FIGURES T i t le Fig. 1 2 (A, B) x enviro nmen t (X, Y ) int er ac t ions as sugge s t ed by Haldane ( 19 4 6) (af t e r McBride, 1 9 5 8 ) Illu s t ra t io n of geno t yp e Typ e s of heredit y x environment int erac t io n (af t er Dunlop, 3 5 9 19 62) A cla s s ific a t io n of geno t yp e x environment int e r a c t io n s s pec ially de signed for animals, s t udies (af t e r Pani, 19 71) use in farm 11 1. CHAPTER ONE INTRODUCT I ON Geno ty pe-envi ronme n t i n t e r a c t ion ( GE l ) o c curs wheneve r a chan ge f rom one envi ronme n t to ano ther resul t s in d i f f e r en t e f f e c t s on the geno t y p e s i n the popula t ion . Thus if changing f rom environment 1 to environment 2 add s 10 un i t s t o one geno type and 15 un i t s t o ano the r , GEl w i l l be presen t . GEl imp l i e s that genotypic and envi ronme n t a l e f f e c t s a r e no t ad d i t ive , i . e . , i n s t ead o f being able to a s s ume that a t r a i t x i s t he sum o f a geno t y p i c component and an environmen t a l compon e n t , i t i s ne c e s s a ry to ad d an e f f e c t due to the j o int i n t e ra c t i o n The p r esence o f GEl could r e s u l t in a o f gen o t yp e and envi ronmen t . change o f ranking o f the anima l s or at le a s t in the ma gni tude o f t h e i r d i f fe r en c e s . The l a t t e r t ype w i l l bri ng a chan ge o f he r i t abi l i t y and so w i l l i n f luence e f f e c t ivene s s o f s e l e c t i o n . Th i s leaves no doubt that p l anning o f a b reeding p rogramme depe n d s o n the magn i t ude of GEl as we l l as the e s t ima ted val ues o f o t he r gen e t i c p arame t e r s . A maj o r p rob lem o f p rac t i c a l imp o r t ance posed by the p o s s i b l e p re s en c e o f GEl is the cho i ce o f envi ronme n t a l c ond i t ions un d e r wh i ch t o p r a c t i c e s e le c t ive b r e e d in g . b reeder has t o de c ide In p l an n ing a s e le c t io n p r o gramme , a the envi ronmental c i r cums t an c e s und e r wh ich the p ro gramme is conduc t e d . Th i s is a very imp o r t an t d e c i s ion wh ich b e c ome s mo r e c r i t ical as the range o f envi ronments in wh ich the imp roved s to c k are used comme r c ial ly , in c r e a s e s . Should t h e breeder subj e c t t h e an imals among wh i ch s e le c t i on i s t o b e made t o a ' good ' environme n t wh i ch give s maximal exp r e s s i o n t o t h e d e s i red cha r a c t e r o r shou l d he rat h e r sub j e c t them t o c o nd i t ions , whe ther 2. ' go o d ' o r ' b ad ' und e r wh ich the imp roved g enotype i s des t ined sub s e q uen t l y t o l ive and p e r f o rm? Fa l c on e r ( 1 9 5 2 ) and F a l c oner and Lat y s z ewski ( 1 9 5 2 ) have d i scussed s ome a s p e c t s o f the gene r a l p rob l em o f env i r onmen t and s e l e c t ion . In p a r t i c u l a r they have c r i t i c i z e d views , e xp r e s s e d by Hammond ( 1 9 4 7 ) , that env i ronmen t a l condi t ions i f un f avourab l e , w i l l p r ove t o b e a fac t o r l imi t in g the r e s ponse t o se l e c t io n . In t he New Ze aland Romney b r e e d , i t is common for r am- b r e e d ing f l o cks t o b e l o c a t ed in areas of favourable env i ronme n t a l cond i t ions whe re rams are s e l e c t ed and bred und e r adequate leve l s of nu t r i t ion and in above-ave r a ge husbandry and manageme n t t o a l l ow h i gh individual· pe r fo rmanc e t o b e achieved ( S t evens , 1946; Rae , 1 9 6 4 ) . The p ro geny of t he r ams b re d in t he s e f l ocks , however , are exp e c t e d to p roduce s a t i s f a c t o r i l y over a wide range of environme n t al cond i t io n s , usually much l e s s f avourab l e than t ho s e o f t h e ram-breeding f locks . In a farming sys t em wh ich r e l i e s on pas ture f e e d i n g , chan g ing the s t o cking r a t e is the maj o r me thod b y wh ich the lev e l of n u t r i t ion supp l ied to the sheep can be var ied . The r e fo r e , as long as the c u rrent sys t em o f s e l e c t ion o f b reed ing r ams rema ins in p r a c t i c e , t here i s an obvious n e e d t o inve s t i ga t e the imp a c t o f geno t y p e o f s i r e s x s t o cking r a t e and o th e r imp o r t an t i n t e r a c t ions on the e f f e c t ivene s s o f selec t ion . C le a r l y , i f n ut r i t iona l l eve l s f lu c t ua t e v i o lent ly , as t h e y do , f rom low s to cking r a t e s t o h i gh s t ocking r a t e s and i f t he r e are imp o r t an t geno type o f s i r e s x s to cking r a t e i n t e r a c t ions , the e f f e c t ivene s s o f s e l e c t ion may be s eve r e l y p re j u d i ce d . L i t t l e c r i t i c a l in f o rmat ion is ava i l ab l e on the impo r t ance o f t he s e in t e r a c t ions in sheep and on woo l t r a i t s . The p urpo s e o f t h i s s t ud y was to inves t ig a t e t he p o s s ib le in t e r a c t ions b e twe en the geno t y pe s o f s i res w i t h in t he New Zeal and Romney b re e d o f sheep and d i f f e re n t levels o f s tocking r a t e . Thus, the wo rk 3. was p rimarily c o ncerned with detecting and evaluating the r o le played by the sire x stoc king rate inter a c tions with regard to the str u c tu r e of h er itability estimates i n hogget live-weight, clean wo o l weight per unit a rea, mean fibre diameter, number, c r imps per h andle, lustre, greasy fleece weight, clean s c o u r ed yield, staple length, standa rd deviation o f the fibre diameter, c entimeter, greasy c o lour, total c rimp number, sco ured c olour, c otted area and so undness o f wo o l. c h a r a c ter, quality tippiness, discolo ured a rea, c o tting, S ir e x year inter actio ns were also c o nsidered. In o rder to o btain information and assess the p r a c ti c a l implications of the observed inter a c tions under investigation, the estimation of th e genetic p ar ameters and some environmental effects was co nsidered to be necessary. As an outline of the sc o p e of the thesis, th ree major top ics may be mentioned. 1. Estimation of no n-genetic f a c to rs and inte r a c tion effects on e a c h char a c ter so th a t th e a p p r o p riate adjustment of the data fo r the differences in the known environmental fa c to r s a n d inter a c tions c a n be made p rio r t o the genetic studies of v a riation and cova riation. 2. Estimation o f herita bility estimates in different sto cking r a tes and of intratrait genetic c o r relations to p r ovide statistical evidenc e of sire x stoc king r a te inter a c tions in the flo c k under study. 3. Estimation of inter-trait genetic c o r relations to describe what other c h a r a cters a r e likely to change in futu r e gener ations i f o ne p a rtic ula r c h a r a cter i s under selection. 4. CHAPTER TWO REV I E\.J OF LITERATURE CLAS S IF ICAT IONS OF GENOTYPE- ENVIRONMENT INTERACTION S C l a s s i f i c a t ions o f GEl have b e en made b y Ha ldane ( 1 9 4 6 ) , Ma t h e r and Jones ( 1 9 5 8 ) , Mc B r ide ( 1 9 5 8 ) . Dun l o p ( 1 9 6 2 ) , Pan i ( 1 9 7 1 ) a n d o t hers . A t t e mp t s have been made by s eve ra l wo rke r s t o t ake into a c c oun t the e x t e n t of the change s i n rank ing o f the s a me genotypes in d i f f e r en t env i ro nmen t s and t h e s i ze o f the d i f f e r en c e s between the envi r onment s and b e tween the ge ne t i c e f f e c t s . Hald ane ( 1 9 4 6 ) c l as s i fied the GEl wh i ch may o c c u r when gen o t y p e s d i f f e r ing a t a s in g le locus are exposed t o c o n t r a s t i n g environmen t s . Con s i de r ing two geno t yp e s (A , B) a nd two envi ronme n t s ( X , Y ) a s an examp l e , he tabu l a t e d s ix d i f f e r e n t t y p e s of inte r a c t ions w i th the c r i t e r ion that gen o t y p e rank . A in a n envi ronment X has a lway s the h i ghes t He gave no a t t e n t ion t c the types o f d i f f erences b e tween the envi ronments and b e tween geno types . are p r e s e n ted graph i c a l ly in Fig . The s i x types o f in t e ra c t i o n s 1. _Ma t he r and Jon e s ( 1 9 5 8 ) de s c r ibed t h e d i f ferenc e s a mo n g t h e f o u r phen o types g iven b y two genotypes i n each o f the two env i ronme n t s i n t e r ms o f t h r e e p a r ame t e r s , d a me a s u r ing the a ver age e f f e c t o f gen i c d i f f e rence s , e 1 me a s u r ing the ave r age e f f e c t o f d i f ferences in env i ro nmen t and g l me asuring the GEl . The q uantity g 1 , the s t a t i s t i ca l int e r a c t ion o f d a and e 1 i s e s t i ma t ed by (A : X + B : Y ) - (A : Y + B : X) wi th s ign ignored , i . e . , taken a s the a mount added by the i n t e r a c t i o n to the pheno types of A i n env i ronment X and B in envi ronmen t Y , a nd dedu c t ed from the pheno typ e s of A in Y and B in X. 5. 1 (b) 1 (a) Ax 1 Ax ~ 2 A 3 X 4 � By By 2 3 Ax 1 Ax Ay 2 Bx � z � 3 4 Ay / By By 4 (a) 4 (b ) Ax 1 Ax By 2 3 Ay 4 X A Fig . Bx 1: B Ay A B I l l us t r a t ion o f geno type (A , B ) X environment (X, Y ) i n t e r a c t ions as sugge s t ed by Haldane 0. 9 4 6) ( a f t e r McBride, 1958 ) . \ 6. McBride ( 1 9 5 8 ) p ropos ed t o c l as s i fy GE l on the f o l l owin g b as i s : 1. Gene t i c d i f f e r ences a s int ra-popul a t ion geno types and i n t e r-popu l a t ion ge no t ype s . 2. Env ironme n t a l d i f f e rences as micro-environme n t s and ma c ro-envir o nmen t s . Type A ( in t ra-popul a t ion , mi cro-envi ronmen t a l ) : Th i s wou ld i nvo lve i n t e rac t ions be tween those envi ronmen t al f a c t o r s wh ich o c c ur whe n a l l an imals appear t o b e t r eated a l ike ( i . e . , are i n a s in g l e gene r a l e nvi ronmen t ) and are f rom a s ingle popul a t io n gene t i c a l ly s u c h a s a s ingle h e r d o r f lock . Type B ( in t ra-pop u l a t ion , ma c ro-environme n t a l ) : Th e s e are in t e rac t i on s wh ich migh t o c cur i f the gene t i c d i f f e rence s o f anima l s f rom a r e l a t ive ly homo genous gene t i c group we re e xposed t o large environmen t a l d i f ference s . The pre s ence o f type B i n terac t i ons is o f imp o r t ance t o p l ant and animal b re e d e r s concerned w i t h s e l e c t ion wi t h i n b r e e d s or s t rains . o f type B in t e ra c t ion s has f o l l owed two l ine s ; Th e s t u dy the s t a t i c and dynami c . The s t a t i c approach c o n cerns the behavi our o f d i f f e r e n t fami l ie s w i t h in the normal r ange o f geno types c omp ared in two o r mo r e c on t ras t i n g environme n t s . Wh ile t h e i nve s t iga t i ons o f t y p e B i n t e ra c t ions in s t a t i c popula t i ons may g ive s ome ind i c a t ion as t o wh e ther the enviro nmen t i s impor t a n t i n s e le c t ion p rob lems , the s e que s t i o n s can b e answe red conclus ive ly by sel e c t ing und e r d i f fe ren t envi ronmen t a l cond i t i on s ; i . e . , by the dynamic appro ach to the prob l em . Fal c o ner ( 1 9 5 2 ) , Falconer and La t y s z ewski ( 1 9 5 2 ) , Fa l c oner ( 1 9 6 0) , Korkman ( 1 9 6 1 ) , Fowler and Ensminger ( 1 9 6 0) , Da l t o n ( 1 9 6 7 ) and o t h e r s cond u c t e d s tud ies of t h i s type . 7. Typ e C ( int e r-popu l a t ion, mi c ro-environmen t al ) : Such interac t ions c o u l d b e illus t r a t e d by an inte r a c t ion o f se veral l i n e s , s t ra in s , bree d s o r c r o s s e s wi th env ironme n t al variab i l i t y wi t h i n f l o cks . The ideas on h e t e ro s is put f o rwa rd by Rob e r t s on and Reeve ( 1 9 5 2 ) sugge s t tha t the h e t erozygous geno types are comp e t ent t o h and le a wider r ange o f micro envi ronmen t s than the h omozygous geno t ypes and a r e thus l e s s subj e c t to environme n t a l var iat ion . In t e rp re t i ng the re s u l t s in v i ew o f t h e above sugge s t s that the mi c ro- envi ronmen tal f l uc tuat ions c ause some popula t i ons ( the pureb r e d s ) to vary , y e t they produ ce no e f f e c t on o ther popula t i o n s ( the h yb r i d s ) . in t e r a c t ions . He t e ro s i s , in t h i s sense , is an examp le o f type C However, type C intera c t ions are no t generally th ough t t o b e impo r t ant i n the f i e l d o f a p p l ied gen e t i c s . Typ e D ( int e r-popu l a t i on. ma c ro-environmen t a l ) : Ty p e D in t e ra c t i o n s are f o und in gene t i c gro ups t h a t show large va r i ed responses t o the dif f e r e nt e nv i r onmen t s . The p re s en ce o f type D i n t e r a c t ions wou l d i n f l u e n c e i mpor t an t d e cis ions i n a nimal and plant breed ing . Before the animal b r eeder can locate the b re e d o r s t rain t h a t wi l l p e r f o rm b e s t in h i s environme n t , h e mus t t e s t for the pr e s ence o f type D i n t e rac t i ons . Having f o und the b e s t s t r a in for h i s p a r t i c u l a r cond i t ions , he mu s t t hen d e c id e whe ther the c ond i t ions und e r wh ich h i s se l ec t i on is to b e c a r r i e d o u t a re i mp o r t ant ; i . e . , whe t h e r any type B i n t e ra c t ions are p r e s en t . Ha ldane ( 1 9 4 6 ) c l a s s i f i ed the GEl wh i c h may occur wh en gen o typ e s d i f fe r in g a t a single locus a r e exposed t o c o n t r a s t ing envi ronmen t s , and Dunlop ( 1 9 6 2 ) extended Hal dane ' s c l a s s i f i c a t ion t o c over the t y p e s o f in teract i on wh ich may o c cur wi t h groups o f anima l s d i f f e r ing at many l o c i . A simi lar approach was adop t ed by McBride ( 1 9 5 8 ) . Dun lop ident i f i e d f o ur types o f intera c t ion a c c o r d ing t o magn i t ud e o f d i f f erenc e s in 8. geno t y p e and envi ronment . He arbi t r ar i ly c lass i f ie d gene t i c d i f f e r e n c e s as e i t her large o r s ma l l , d e f in ing s ma l l gene t i c d i f ferenc e s a s tho s e occurring among in d iv iduals o f a s ingle pop u l a t ion s u ch as s i n g l e f l ock or the related f l ocks of a breed or s t r a i n and large gene t i c d i f f e r e n c e s as those be tween s t r a ins , b reed s , s p e c i e s o r even wider gene t i c d iv i s ion . S i mi la r l y , h e de f i ned s ma l l env i r onmen t a l d i f fe rence s as th o s e o c curring f r om ind ividual to individual in a s in g l e general env i ro nment whe re d i f ference s due to such d e f i nab le e l e me n t s in the envi ronme n t as f i e l d , age , sex, e t c . are ei ther non- e x i s t en t o r have been c o r r e c ted f o r , and large environme n t a l d i f f e ren c e s as tho se b e tween d i f fe re n t d i s t r i c t s or regions or widely hu s b andry or nut r i t ional regime s . His me thod of c l a s s i f icat ion is i l lus t ra t e d in F i g . 2 . In t e r a c t i on o f type l: s ma l l x small - Th i s may o c cur in the us u a l mod e l o f sources o f va r i a t ion in a pop u l a t i on where g e n o t y p e s and envi ronme n t s are uncorre l a t ed . e s t ima t e ; The s e interact ions are d i f f i cu l t to i f p r e s en t , a so u r c e o f va r i a t ion o f unknown s i z e co u l d l ead to a f a l l in the h e r i t ab i l i ty and hen ce hind er p rogre s s by s e l e c t ion . Th i s t y p e o f inte rac ti on c o r r e s pond s to type A o f Mc B r i d e ' s ( 1 9 5 8 ) c l a s s i f i c at ion . In t e ra c t i on o f type 2 : la rge x sma l l - The s e may o c c u r when there are large d i f fe rence s b e tween geno types and sma l l d i f f e r en c e s b e tween env i r onme n t s , s u ch as several b r e eds in one are a . The s e i n t e rac t ions are s e l d o m imp o r t ant and are d i f f i c u l t t o e s t imat e . In t e r ac t ion o f type 3 : s mal l x large - Th is c l as s o f i n t e r a c t i on co r r e s ponds t o t ype B of McBr id e ' s c l a s s i f i c a t ion . Large int e r a c t ions o f th i s t ype are a h indran ce t o sele c t ion as the sma l l gene t i c 9. TYPE OF I NTERACT I ON ENV I RONMENTAL D I FFERENCES Fig . 2 : 1 G ENET I C DIFFERENCE S Typ e s o f Hered i t y x Env ironmen t In t er a c t ion ( a f t er Dun lop , 1 9 6 2 ) 10. d i f f e rences are s e p a r a t e d by large env i ronme n t a l d i f ferences . In many coun t r ie s , s ir e s a re produced in s t ud f l o c k s wh ich are usua l ly s i t u a t e d in good areas , t h e an imals b e ing t r ea t e d t o above- ave rage husbandry p ra c t i ce s ; mal e s a r e then d i s t r ib u t e d fo r use over a wide r ange o f envi ronmen t s . Inve s t i gat ion of the magn i t udes o f type 3 intera c t ion i s If a common founda t i on s t o ck we re the re fore o f cons i d e r able imp o r t an ce . randomly d iv id e d i n t o two d i s t r i c t env i ronme n t s and then s e l e c t e d und e r the s e enviro nmen t s , t he d i f f e r ences in the geno types deve l oped und e r t he s e re g ime s wou l d s t em o r i gina l l y f rom t h i s type o f i n t e ra c t ion , b ut i t may we l l deve l o p into type 4 in t e ra c t ion by the end o f the exp e r imen t ; i . e . , gene t i c group s showing large d i f ferent ial response t o the d i f f e rent environmen t s . Th i s has been reco rded by Fa l coner and La t y s z ewsk i ( 1 9 5 2 ) i n s e l e c t i on fo r b ody we igh t i n mice . In t e ra c t ions o f type 4 : large x la rge - i n t e r a c t ions o f grea t e s t ma gni tude . Mo s t l i kely to f i n d Int e r a c t ions o f th i s type are o f imp o r t ance in choo s i n g the c l a s s o f o r gan i sm suited t o a p a r t i c u l a r envi ronmen t . Type 4 can b e desc r i bed a s s t rain x envi ronme n t . the s t ra in b e in g ex i s t in g or sp e c i f i ca l ly deve loped . Re cen t ly , Pan i ( c i te d by Pan i and La s l e y , 1 9 7 2 ) a t temp t e d t o c las s i fy t h e inte r a c t ion in the context o f b r e eding o f anima l s f o r d i f f e rent env ironme n t s . He b a s e d the c l a s s i f i c at ion on whe the r the rank of genotypes und e r c on s iderat ion change f rom one env i ronme n t to the o t he r and also i f the intera c t ion e f f ec t s a r e s t a t i s t i c a l ly s i gn i f i c an t . His c la s s i f i c a t ions ( t ype 1 - 4 ) are p r e s e nt ed in Fi g . 3 . Type 3 in this case r e f l e c t s t he kind of in t e r a c t ion whe re a d i f fe rence in h e r i t ab i l i ty ( d i f f e r ence in the ma gn i t u d e of genet i c width ) b u t no change in rank was n o t ed . In type 4 , the e s t ima t e o f he r i t ab i l i ty ma y o r may no t a ccompany the change in ranks . 11. Ay By Ax Bx Ax Bx No Type 1 change in ranks s i gn i f ic ant interaction No No Type 2 Ch ange i n ranks sign i f i c a n t in t e r a c t i on Ax ------ By Ay A:v:. Bx Bx Type 3 change in ranks S i gn i f i cant in t e r a c t ion No Type 4 Ch ange in ranks Si gn i f i c ant in t e r a c t ion ENVIRONMENTS Fig . 3: Ay (X, Y) A c l a s s i f i c a t i on o f geno t yp e x environment i n t e ra c t ions spec i a l ly d e s i gned f o r use in f a rm an imal s t u d i e s ( a f t e r Pan i , 1 9 7 1 ) 12 . FALCONER ' S CONCEPT OF GENETIC CORRELATIONS BETWEEN PERFORMANCE IN DIFFERENT ENVIRONHENTS Gene t i cis t s and b reeders a re p r ima r i l y in t e r es t e d in the t r a nsmi t t i ng ab i l i t y of an ima l s and p l an t s . Th i s i n t e r e s t is n o t confine d to j us t o ne t r a i t but to seve r a l t ra i t s wh ich t o g e t h e r make up t o t a l p roduc t ion and not j u st fo r the expres s i on o f t h e s e t ra i t s in one environment but in a range of environmen t s . Fa l c oner ( 1 9 5 2 ) made a con s i de rab l e con c e p t u a l �d vance i n h a nd l i n g o f th i s s ubj e c t when h e con s i d e red t h e p rob lem o f p e r f o rman c e un d e r two envi ronme n t s as a case o f two d i f f e rent cor r e la t e d char a c t e r s , thus extending the conc e p t o f gene t i c c o rre l a t ion (Ha ze l , s i tu a t ion . 1 9 4 3 ) to t h i s Th i s con cept a l l ows one t o e s t ima te the r e l a t ive progre s s th a t can b e mad e f rom d i r e c t s e l e ct i o n fo r p e r fo rman c e i n a g i ve n enviro nment or from ind ire c t s e l e ct i o n p r a ct iced i n a d i f f e r e n t e nvi ronmen t . He a r gued tha t s in re p e r f o rma n c e i n a f avou rab l e envi ronme nt h as a dif ferent genetic bas i s f r om p e r f o rma nce i n an unfavourab le envi ronmen t , a supe r i o r genotype in one envi ronment c o u l d no t b e expe c t e d t o b e a su p e r io r i n a dif ferent envi ronment . Th e ma gn i t ud e of the c o r re l a t ion c o e ffi c i e n t ( r G) i s a me a s ure o f t h e prop o r t ion o f t h e genes wh i ch are common t o bo th cha r a ct e r s . t he n a l l o f the genes are c ommon t o b o t h and two ch a r a c t e r s c an b e regarded as one and n o GEl o c c u r r ing . Fa lconer ( 1 9 5 2 ) de sc rib e d t h e ab ove conc e p t by an a p p li c a t ion o f t h e r u l e s o f path c oe f fi c i e n t s a s f o l l ows : Let cha r a ct e r s l and 2 s t a nd f o r p e r f o rman ce ( e xp r e s s ed i n s t and a r d devi a t i o n s ) of s ome t r a i t un de r two envi ronmen ts. D i re c t s e l e c t i on f or J will p roduce gain p rop o r t ional t o h f ( s ince �G 1 = ih 1 0 1 ) . S e l e c t i o n for l on t h e b a si s 13. o f 2 w i l l be ( al l e l s e b e ing e q ua l ) p r o p o r t ional to h 2 r 1 when 6G 2 gen e t i c change , h deviat ion uni t s , 2 a he r i t ab i l i t y , i = = s e l e c t ion d i f f e r en t i a l in s t andard gene t ic s t andard d eviat ion , r = gene t i c c o r r e l a t ion . When t he quan t i ty h 2 r 1 2 excee d s h 1 i n d i r e c t s e l e c t io n i s mo r e e f f i c i ent t han d irect s e l e c t ion . However , GEI reduces r 1 2 and may mak e s e l e c t ion in o ne env i ronmen t for p e rforman ce in ano t her ine f f i c i en t . Jame s ( 1 9 6 1 ) d eveloped the s t a t i s t ical a s p e ct o f the p rob l em by ext ending Falconer ' s ( 1 9 5 2 ) t reatmen t t o the case wh ere gene t i c gain in b o t h env i ro nmen t s is d e s ired , t hough the two environme n t s may d i f f e r . Fal coner ( 1 9 5 2 ) p o in t ed out tha t i f con t ro l of the env ironment invo lved on ly a reduct ion in envi ronme n t al variance , the g ene t i c co rre l a t ion wou l d be un i t y . I f h 21 and h 2 a !e r e s p e c t ive l y t h e 2 he r i t ab i l i t ie s o f p e r f o rmance in cont r o l l e d and uncon t ro l l e d e c onomi c environment and r G is the gene t i c c o r r e l a t ion b e tween t hem , then i f h 1 r G i s gre a t e r than h 2 , s e l e c t ion shou l d b e c a r r i ed o u t und e r the cont r o l led env i ronment . Exp e r imental ev idence for Fa l c oner ' s con c e p t T h e s t udy o f GEI based o n the t heory p r epo unded by Fal coner ( 1 952 ) and further d eve loped by D i ckerson ( 1 9 6 2 ) in gene ral , has f o l l owed two l in e s - t he dynam i c and the s t a t i c . In the dynamic app roach to GEI , the p o s s ib l e accumu l a t ions o f d i f f e rent ial r e s ponses are me asured when s e l e c t ion i s p r a c t i s e d in d i f f e rent environmen t s . I t i s po s s ib le t o con t ras t t h e d i f f e r e n t b ehaviour o f t h e geno t yp e s in d i f f e r e n t envi ronments when t hey a r e 0 s e l e c t e d not only in their environment o f s e l e c t ion b u t a l s o in o t he r env ironmen t s . The p ub l ished exp e r imen t s in mammal s are r e s t r i c t e d 14 . a lmo s t exclus ively t o growth r a t e on ad libitum and res t r i c ted f e e d i n g r e gi mens f o r ra t s and mice . Es t ima t i on o f GEl , as und e r t aken by Fal coner and Latys zewski ( 1 9 5 2 ) i s imprac t i cable in l ive s t o ck b e c a u s e o f the number o f genera t ions required and the n e ce s s i t y for avo id ing t e mpo ral var i a t ions in envi ronme n t . S ince the e s t ima t ion of the pa rame t e r s w i t h t h e requi red pre c i s ion ne c e s s i t a t e s t he me a s u r e ment o f a large numb e r o f ind ividua l s i n each o f t h e alt ernat ive envi ronmen t s , t h e cos t appe a r s t o b e prohib i t ive in farm an i mal s . One such s t udy r epo r t ed so f a r by Fo,v l er and Ensminger ( 1 9 6 0 ) in p i gs des erves men t ion . An a l t ernat ive to the dynamic approach is the s t a t i c approach in wh i ch the relat ive pe r f o r mances o f d i f f e r e n t geno t ypes are me asured unde r d i f f e r en t environmen t s in fac t or i a lly d e s i gned expe r i me n t s and t h e in t e r a c t ion var iance e s t i mat ed . Ideal ly , one would wish t o c o mpare the p e r f o r man ce o f the s ame geno t ype ove r d i f f e re n t environmen t s . is usually not p o s s ib l e w i t h dome s t i c an i ma l s . Th is Hence groups o f r e la t e d i n d i v idual s , i . e . , p a t e rnal ha l f - s ibs , b reeds , s t rains are c o mmonly cho sen f o r s t udy . Con s id e rab ly less r e s ou r c e s are requi red f o r t h e s t a t i c approach and a numb e r o f worke rs have appl ied i t t o the farm a n i mals . Wh i l e the i nve s t i g a t ions of GEl in s t a t i c p opula t ions may give ind i c a t ions as t o whe th er t he envi ronmen t i s i mp o r t an t in s e l e c t ion p rob lems , t he s e q ues t ions c an , in f a c t , only be answe red conclus ive ly b y s e le c t ing unde r d i f f e r e n t envi ronme n t al cond i t ions . Falcon e r and Lat ys z ewski ( 1 9 5 2 ) repo r t e d the r e s u l t o f a s e l e c t i on e x p e r i me n t in support of Fal cone r ' s ( 1 9 5 2 ) con t e n t ion . The e f f e c t o f t h e p lane o f nut r i t ion on improvemen t in body we ight a ch ieved b y s e le c t ion w a s s t ud ied in mic e . Two s t ra in s d e r ived f rom a s ingle 15. fo unda t ion populat ion were s e l e c t e d in exac t ly t he s ame manner for we i gh t at 6 weeks o f age: one s t rain was fed ad lib . and the o th e r was r e s t r ic t ed to ab out 75% of the no rma l food i n t ake b e tween t h e ages o f The wea n i n g and we i gh ing - t h a t i s , b e tween t h e ages o f 3 t o 6 we eks . r e s ul t o f s e l e c t ion was however, d ifferent in each env i ronme n t . inc r e a s ed und e r s e l e c t ion i n b o th s t ra ins; We i g h t t h e ave rage increase per gene r a t ion in t he full d i e t s t rain was 1 . 5 % o f the un s e l e c t e d we i gh t , and 1 . 3 % in t he,r es t r i c t e d s t rain . The h e r i t ab i l i t y was h i gh e r in t h e re s t r i c ted d i e t s t rain b e in g 0 . 2 9 o n res t r i c t ed d i e t a n d 0 . 2 0 on fu l l . Exchan g e s o f n u t r i t ional leve l we re made be tween the s t rains a f t e r 5 , 7 and 8 gene r a t ions o f s e l e c t ion . When reared on the r e s t r i c t e d d i e t , t he re s t r i c t ed d ie t s t ra i n was sup e r i o r in 6 week we i gh t , t h e fu l l d i e t s t ra in showing n o improveme n t over t h e uns e l e c t e d leve l . When reared on f u l l die t , the full d ie t s t rain was supe r i o r but the r e s t r i c t e d d i e t s t r a in d id no t f a l l far s ho r t o f i t and showed a ma rked imp roveme n t over t he uns e l e c ted leve l f o r full d i e t . It i s concluded t h a t t h e r e s u l t s do no t support H arnrnond ' s t h e s i s . Ano t he r e xp e r iment w i t h m i c e se l e c t e d on op t i mal a n d subo p t i ma l d ie t s wa s rep o r t e d b y Falconer ( 1 9 6 0 ) . Two -way s e l e c t i on was app l i e d t o one p a i r o f l in e s for grow t h rate when ind ividuals were r e ared o n a h i gh p l ane o f nu t r i t ion and t o ano ther pair o f l ines when ind ivi d u a l s we r e r e ared on a l ow p l ane o f nu t r i t ion . The s e l e c t e d t r a i t s were high and l ow b ody wei gh t gain from 2 1 t o 42 d ays of age . n o rmal and h i gh f ibre . o f age by 2 0 % . The d i e t s were Th e l a t t e r reduced grow t h f rom 2 1 t o 4 2 days Re s ul t s o f t h i s exp e r ime n t showed t h a t 2 1 t o 4 2 days body we i gh t whe n me asured on the op t imal d i e t , was increased almo s t as muc h b y s elec t ion on the s ub o p t i mal as on t h e op t imal d i e t b u t g rowth on the s ub o p t ima l d i e t wa s n o t incre a s ed at all by s e l e c t i on on t h e 16. In op t imal d i e t . this and t h e p rev ious exp e r ime n t by Falconer and La t y s z ewski ( 1 9 5 2 ) s e l e c t ion on op t ima l d i e t s imp roved only growth on th e o p t imal d i e t s but s e l e c t ion on s ubo p t imal die t s imp roved growth on bo th d ie t s . Re s u l t s o f t he two exp e r ime n t s ind i c a t e that i t may b e be t t e r t o s e l e c t under t h e wo r s t cond i t i ons rather than the b e s t cond i t ions i f the s e l e c t ed p o pula t i on is e xp e c t ed to p e r form over a range o f envi ronmen t s . It i s al so o f i n t e r e s t that the mice s e l e c t e d f o r in creased grDwth o n the s ubopt ima l die t were less f a t a n d we re be t t e r mo thers than tho se s e l e cted on the o p t imal d ie t s . Falcon e r s t a t ed tha t t h e resul ts i n h i s exper iment wh i ch r e f e r t o t h e final out c ome of th i r t e en gener a t i o n s o f s e l e c t i on , d o not a c cord we ll with the t h e ory o f s e l e c t ion f o r c o r r e l a t e d charac t e r s . Over the f i r s t f ew gene r a t ions the resul t s we r e in reasonably good agre ement wi th the theo ry . The d is c repan c i e s p r obably arose from chan g e s o f the gene tic p ar ame t e rs wh i ch took p l a c e duri ng the course of s e le c t io n . Th e re are o th e r s tudies o f GEl on mi c e , Drosophi la and Tribolium, s imilar to th a t o f F a l c oner and Latys zews ki ( 1 9 5 2 ) an d Fa l c one r ( 1 9 6 0 ) . Mo s t o f the work on m i c e i s based on s e l e c t ion w i t h in d i f f e ren t d i e t s and on s i r e pro geny g r o u p s s t udied in re l a t ion t o the d i f f e re n c e s i n q u a l i t y and quan t i ty o f f e e d ( Youn g , 1 95 3 ; al. 1966 ; 1972 ) . Da l t on , 1 9 6 7 ; Ko rkman , 1 9 6 1 ; B a t ernan 1 9 7 1 and 1 9 7 4; Park e t Kownacki and Geb l e r , Young ( 1 95 3 ) exam in e d the s t r a in x d i e t i n t e r a c t ions and o b s e rved the s l ower growth o f C5 7 s t ra in o f mice on c rushed o a t s than the CBA s t rain . The her i t ab i l i ty e s t imat e s o f body weigh t was l owe r ( 0 . 0 6 6 ) in a s e l e c t ion on a l ow p lane and h i gher ( 0 . 2 1 8 ) in a s e l e c t i on on a h igher p l ane o f nut r i t i o n ( Korkrnan , 1 9 6 1 ) . 17. Park et a l . ( 1 9 6 6 ) inve s t i g a t e d the inf luenc e o f f e e d i n g r e g ime on t he e f f e c t s of s e l e c t ion for p o s t -wean ing gain in the rat and p o in t ed to the d e s irab i l i t y of s e l e c t ing under the c o nd i t ions in wh i ch it i s e xp e c t ed the d e s cendan t s are t o be kep t . When compared in e a c h r e g ime , t h e s e le c t ion l ine devel op e d i n t hat r e g ime t ended t o give a l a r g e r r e s p o n s e than t h o s e devel oped i n o t her r e g ime s . Dal t on ( 1 9 6 7 ) o b s e rved that t h e i nd i r e c t responses o n e i t her p l ane ( fu l l d i e t and d i lu t ed d i e t ) were equal to the d ir e c t r e spon s e s on the s ame p l an e . Howeve r , Dalton ' s f ind ings do not so much contradict Falconer ' s recommendat ions as remove the i r l imi t a t ions . Other s t ud i e s c i t ed by B a t eman ( 1 9 7 1 , 1 9 7 4 ) and Kownacki and Gebler ( 1 9 7 2 ) a l s o s up p o r t Falconer ' s gener al thes i s . W i l s on et a l . ( 1 9 7 2 ) ob s erved that there wa s n o ind i cat i o n that s e le c t ion could b e increased b y subj e c t i n g m i c e t o t emperature s t re s s dur ing the s e l e c t ive p r o c e s s . Ext ens i ve s t ud ies r e l a t in g t o the p ro b lem o f GE l have b e e n mad e w i t h the lab . i n se c t s . In a s e r i e s o f s t ud i e s on the e c o l o g i c al g e ne t i c s o f Drosop hi la Rob e r t s o n ( 1 9 59 , 1 9 63 ) reveal ed t h e i n t e r dep endancy o f gene t i c and env i ronme n t a l f a c t o r s in d e t ermining t h e n a t u r e o f q uan t i t a t ive variat ion . Lines s e l e c t e d f o r large and sma l l b o dy s i z e i n Drosophi la showed r e l a t ive l y lar ger we ight reduc t i o n when g rown on subop t imal d ie t s than d i d ind ividuals f rom the uns e�e c t ed populat ion . Druger ( 1 9 6 2 ) found the magn i tude o f corre l a t ed r e s ponse for wing- length unde r the t emp e r a t u r e o th e r than that of s e l e c t i o n was i n f luenced b y b o th d i re c t i on of s e l e c t i o n and cul turing t empe r a t u r e . However , the he r i t ab i l i t y e s t ima t e s ob t a ined under two d ivergent cond i t ions ( l arval den s i t y ) were very c l o s e in an exp e r ime n t b y Frahm and Koj ima ( 1 9 6 6 ) . Th e ' corr e l a t ed ' r e s ponse o f a l in e was u s u a l l y a s l arge as t h e l in e ' s p r imary r e sp ons e . 18 . In s t ud i e s o f growth o f Tribo lium cul t ured in d i f ferent humid i t i e s , McNary and Be l l ( 1 9 6 2 ) and Bray et a l. ( 1 9 6 2 ) f o und G E l s i gn i f i c an t ly i n f l uen c ing the responses t o s e l ect ion . B e l l and McNary ( 1 9 6 3 ) however , found that sele c t ion for growth in t he subop t imal environment gave a c o rr e l a t ed response in the o p t imum e qual in b o t h the r ep l i c a t ions t o t h e d i r e c t r e sponse o f s e l e c t i o n under o p t imum cond i t ion s . Hard i n and B e l l ( 1 9 6 7 ) r eported t h a t the max imum p e r f o rmance in a c e r t a in env i r onmen t r e s u l t e d from s e l e c t ion in t h a t envi ronmen t and the max imum average p er f o rmances resul t e d from s e l e c t ion in the poor envi ronmen t . Yamada and Be l l (1 9 6 9 ) ob s e rved in a s e l ect ion expe r imen t t h a t the d ir e c t s e le c t io n respon s e s exceeded c o r re l a t e d responses und e r b o t h leve l s o f nu t r i t i o n (Good and Poor ) and average p e r f o rmanc e o f l in e s s e l e c t e d f o r large l a rval s i z e und er ' Po o r ' e xceed ed ave rage p e r f o rman c e o f lines se l e c t e d for large size und e r ' Good ' . An e xp e r iment comparab l e t o those o f Falcon e r on mice was cond u c t e d by Fowl er and En smi n g e r (1 9 6 0 ) wi t h swine and de serves men t i on . two l ine s . They r andomly d iv i d e d a cros sbred populat i o n o f swine in t o One was selec t e d f o r increased aver a ge d a i l y ga i n for wean i n g t o 6 9 kg und e r a full f e eding regime (H) . The o t her l ine was s e l e c t e d for the s ame t ra i t at a feeding leve l of 70% that of f u l l f e e d gr oup ( L ) . The resul t s o b t a in e d were q u i t e s imi lar t o those o f Fal coner i n tha t gain i n we i g h t o c curred i n l in e s s e l e c t ed wi t h in t h e h i gh ( H ) a n d t h e l ow (L) nu t r i t i onal p l an e s . Al s o , whe n the s t o ck s s e le c t e d on t he o n e p l ane we r e t r an s f erred t o t h e o t h e r t h e L was equiva l e n t in g a in t o H s t oc k in the H r e gime but the H s t o ck was inf e r i o r to the L s to c k on t he L regime but apparen t l y superior to t h e found a t ion s t oc k . The L s t o c k had higher e f f i c iency i n t h e u t i l i s a t i o n o f f e e d t h an t h e H s t o ck on bo t h regime s . 19 . The ap p roa ch o f Falconer ( 1 9 5 2 ) to the p r ob lem o f GEI and the r e s u l t s of the other exper imen t s reviewed above lead t o the f o l l owi n g main i n f erenc e s . One general p r in c i p l e wh i ch seems t o emerge from the exp e r imen t s o n GEI i s that they are mo s t l ikely t o b e found whe re i n t e rpopul a t ion geno t yp e s and mac roenv i ronmen t s are invo lved . The genera l i t y o f i n f e renc e s p o s s ib le f rom the above exper imen t s are l im i t ed b y the f a c t t hat the magn i t ude o f d i f feren c e s b e tween t h e environme n t s and be twe en t he gene t i c e f fe c t s vary in d i f f eren t s i tuat ions . Th i s leads us t o the n e c e s s i t y o f exp lo r i n g the i n f luence o f a varie t y o f env i ronmen t s and gen o types on each o f the t r a i t s in wh i ch w e have in t e re s t . The f ind ings from the exp e r iment s reviewed above i n gen e r a l sup p o r t F a l coner ' s the s i s . The resul t s are in agreement in sugge s t i n g that p r o gr e s s f rom s e l e c t ion under un f avourab l e cond i t ions approaches or equals t h a t und e r f avourable cond i t ions when t h e obj e c t ive i s t o improve p er f o rmanc e in a favour ab l e envi ronment . Howeve r , s e l e c t ion und e r the unfavourab l e cond i t ions c on s i s t en t ly p roduced mo re response than d id s e le c t io n under favourab l e cond i t i ons when the obje c t ive i s improveme n t i n the unf avou rab le o r average envi ronmen t s . I n gener a l , exper imen t a l i n f orma t i o n doe s no t i nd i c a t e that one c an exp e c t t o enhance p r o g r e s s b y s e l e c t ing i n an env i r o nmen t d i f f e r en t f rom t h a t in which t h e p o p u la t i o n i s t o b e p ro duced . And f inally , the c o n s e q uences o f GEl e x i s t in g f o r two env i ronme nt s c a n b e p r e d i c t e d f rom ( 1 ) the gene t i c correla t io n be twee n the two environmen t s f o r a t r a i t ; environrnen t s -; environment s . ( 2 ) the her i t ab i l i ty e s t imat e s in t h e two ( 3 ) the phenotyp i c var i an c e s o f a t r a i t i n two S ince the value o f the h e r i t ab i l i t y depends on the 20 . magn i t ude o f a l l t he componen t s o f varianc e , a change in any o f t h e s e w i l l a f f e c t it . GENOTYPE- ENV IRONMENTA L INTERACT I ONS IN SHEEP A remarkab l e d ive r s i t y i s obs e rved in sheep produc t ion s y s t ems throu ghout the wor l d . Sheep are exp e c t ed t o l ive and p ro duce a cons i d e rable var i e ty o f produc t s ; meat , wo o l and milk e t c . , over a wider range o f environmen t s than mo s t f a rm an imals . The preva i l i n g f armin g p r ac t i c e s d o n o t permit as r i gid a c o n t rol o f envi ronme n t s i n rais ing sheep as i s p o s s ib l e w i t h the dairy c a t t l e o r poul t ry . S in ce o p t imum produc t i o n i s c r i t ical o f any l ive s t o c k ent e rp r i se , the exi s t en c e of GEl and p a r t icularly of gen o t y p e x nut r i t ion i n t e ract i o n s and breed geno type x envi ronment f o r c omp onent s o f p roduct ion and rep roduc t ion in sheep are l ikely t o be impo r t a n t . Re l at ively l i t t l e c r i t i ca l in f o rmat ion i s available on t h e imp o r t ance o f GEl i n sheep . The s t at i c exp e r imental app roach , in whi ch t he relat ive p e r f o rmance o f d i f f e ren t genotypes are me asured under d i f f e rent envi ro nment s in f a c t o r ially d e s i gned e xp e r ime n t s and the i n t e r a c t ion v a r i a n c e e s t imat ed , has b e e n a pp l ied i n mo s t o f the s t ud i e s c ondu c t e d in sheep . f o r t h i s approach . Cons iderab ly l e s s resou r c e s a r e r e q u i r e d The cho i c e o f the geno t y p e s and t rea tmen t s , h a s , i n gener a l , been arb i t r a ry c r e a t ing a body o f l i terature w i t h a wide r ange o f gen o t yp e s and t reatment s comb ina t io n s . Int e r a c t ions i nvo lving d if ferences in nut r i t ional s t a t u s or l ev e l s have rece ived mor e a t t en t ion t han r e search on any o t her env i ronme n t a l e f f e c t s. A r ev i ew o f t h e repo r t s on var ious t ra i t s o f e conomic imp o r t an c e i n s h e e p i s p r e s e n t e d b e low . 21. Growth charac t e r is t i c s Gen o type x nut r i t ion King and Young ( 1 9 5 5 ) condu c t ed an exper iment showing the r e sp on s e s in b o dy we igh t a n d body me asuremen t s e xh i b i t e d b y young ewes o f the Blackface , Che v i o t and Wi l t shire breeds und er two nut r i t ional and two temp e r ature t r e a tment s . The d i lu t ion o f o a t s by cha f f was adop t ed a s a c onvenient me thod o f r e s t r i c t ing the d i e t . The warm e nvironment ° cons i s t ed of p e n s in a hea ted a n ima l-house kep t at 6 0- 6 5 F . The c o l d env ironment cons i s t e d o f p ens e r e c t e d i n a very windy a l l e y exp o s e d t o r i g o r s o f a c o l d winter . Neither b r e ed x env i ronmen t nor b r e e d x p lane of nut r i t ion was s i gn i f i cant in y e ar l ing we ight . of h ind- c annon and t ib ia ; Ske le t a l me asurement s s u ch a s l e ngth width of h ind- c annon and heart - g i r t h sh owed the p r e s en c e of marked s i gn i f i c an t i n t e r a c t ions due to mor e rap i d growth of B l ackface sheep on the h i gh p l an e of n u t r i t ion . The n e g a t ive resul t s for c ha r a c t e r s wh i c h gave i n s i gn i f i cant i n t e r a c t ions were l e s s i n f o rmat ive , s in c e they may b e a r e f l e c t ion only o f the sma l l s cale o f the e xp e r imen t . Th i s e xp e r iment c o r r e sponds t o Type 4 o f Dunlop ' s c l a s s i f i c a t i o n ; i . e . , when gene t i c and envi ronme n t a l d i f f er e n c e s are b o t h l a r ge . Four breeds (Linco ln , Corriedal e , Polwa r t h and Fine Me r ino ) were ma int a ined on two nut r i t ional r e g ime s by D a l y and Car t e r ( 1 955 ) . Though the int era c t ions we r e not spe c i f i c a l l y s t ud i e d , they con c lu d e d t ha t : "With f ew excep t i ons t he a b s o l u t e or r e l a t ive values o f the char a c t e rs measured form a s mo o t h s e r i e s f r om the Fine Mer ino through the P o lwarth and C o r r iedale t o the Linc o l n - e i th e r in t h e a s c end ing o r the d e s cend in g order o r s how l i t t le o r no d i f f e rence b e tween t h e b r e e d s ( e . g . b o d y length and he i gh t , f o o d int ake p e r uni t ne t t l ive we i gh t ; 22 . t o t al s kin produ c t s p e r un i t food i n t ake ) . The re l a t ive p o s i t i on s o f the breeds were gene r a l l y ma in t a ined a s f o o d was progres s ive l y reduced " . However , t here was an ind icat i on o f the GEl whe n examining the ra t i o o f body we i ght at unr e s t r i c t e d int ake t o body we i ght a t 2 0 % o f t h i s i n t ak e , t he Me r i no showin g the gre a t e s t percen t age r e s p onse t o changes in nut r it ional level . Mars t on , P i e r c e and Car ter ( c i t ed by Turner and Young , e xamined s t rain x env i ronment i n t e r a ct ions i n Austral i a . 1969) Two Me r in o s t r a in s ( s t rong wo o l and fine woo l ) were f e d a t two nut r i t ional l eve l s . The s t rong wo o l s t rain s howed a grea t e r body we i ght r e s ponse to good n u t r i t ion . King et a l . ( 1 9 5 9 ) s t udied the d i f fer ent i a l response o f l amb s o f The l amb s var i ous b reeds and cros s e s t o d i f f e r e n t p l an e s o f nu t r i t i on . o f two b r e e d s and f ive c r o s s e s of she ep we r e wint ered i n h i gh -h i gh , h i gh- low , l ow-h i gh and l ow-low nut r i t ional env i ronment s and s ub s e q u en t ly b r ought t o the same we i gh t for s l augh t er . I n b o dy we i ght , the ma i n f e at ure o f the expe r ime n t was t h e simi l a r i t y o f t he res ponse t o d i f f erent environmen t s . Body me asureme n t s a l s o showed con f o rmi ty b e tween b reeds in response to envi ronmen t s . Morley ( 1 9 5 6 ) in an exper iment invo l v i n g the progeny o f d i f f e r e n t Me r ino rams kep t on a h i gh and a l ow p l ane o f n u t r i t ion found no i n t e r a c t ions in body we i gh t at 6 mon t h s but h i ghly sign i f i c an t i n t e r a c t ions were evident a t 1 2 and 1 7 mon t h s b o dy we i gh t . At the colle c t ive f arm in Al t a i , U . S . S . R . S t akan et a l . ( 1963) found that t he heri t ab i l i t ie s were lower under p o o r than good environme n t a l cond i t ions . S t u d i e s were condu c t e d invo lving two group s 23. o f l amb s reared on two p l anes o f nu t r i t ion , h i gh and l ow ; her i t ab i l i t y e s t ima t e s o f 0 . 1 5 and 0 . 0 5 r e s p e c t ive l y were found f o r we i gh t . Var i a t i o n of t h i s charac t e r was l e s s i n high p l ane t han in low p l an e . E f f e c t iven e s s o f s e l ec t i on o f sheep o f Ku chugury b r e e d group und e r d i f f e r en t feed ing r e g imes w a s inves t i gated by An f ino genova ( 1 9 7 0 ) i n the U. S . S .R. ade q ua t e . Ewes were fed on an adequat e d i e t o r a d i e t 2 3 % l e s s t h an The g ene t ic var iance amoun t ed t o . 1 2 and . 3 0 r e s p e c t ively ; t he p e r ce n t age o f lamb s c l a s s e d grade 1 rose f rom 42 t o 5 1 % f o r p ro geny o f grade 1 or grade 2 dams and f r om 7 to 4 3 . 2 % for p ro geny or grade 4 dams when dams on inadequate d i e t we re p l aced on ade q u a t e d i e t . E r c anbrack and P r i ce ( 1 9 6 9 ) s t ud i e d whe t h e r the e f f e c t s o f e arly weaning on grow t h rate was the s ame in Rambo u i l l e t , Targhee and Columb i a l amb s . A l l lamb s we r e reared in the s ame f l o ck t o an ave rage age of 75 days and hal f f rom e ach b reed were weaned and p l aced in a dry l o t , the r ema in in g ha l f s t ayed w i t h t h e i r dams . Amon g i nb r ed lamb s ( 3 3 % inbred ) , no s i gn i f i c an t i n t e r a c t ion b e tween breed and wean ing respons e was ob s e rved t hough i n the non- inbred group t h e r e was a s igni f i c an t in t e r a c t ion b e tween b r e ed and respons e . I n t he non- inb r ed gr oup T arghees we r e superior in d a i ly gain among lamb s n o t we ane d . Targh e e s a l s o we r e sup e r io r among c e r t i f i ed lamb s b u t Co lumb i a s we re s up e r i or among l amb s having a c ce s s t o p a s t ure . In an inter im r e p o r t o f a long t e rm exper ime n t t o s tu dy the GEl i n the c omp onent s o f l amb product i o n , J o y c e e t a l . ( 1 9 7 6 ) reported the e f f e c t s o f mature b o d y s iz e a n d f er t i l i t y on t h e level and e f f i c i ency o f animal pr oduc t ion . Four geno t y p e s o f sheep ( Coopwor t h , Perendale and two Romney s t rains ) were ma i n t a ined o n three d i f f e r e n t s t o cking rates ( 2 6 ewe s / ha , 2 1 ewes / ha and 1 6 ewe s / ha ) . There was no change i n 24 . t h e r e l a t ive ranking o f geno types in t e rms o f ewe l ive we i gh t s . Ewe mor t a l i t y was s imilar f o r a l l geno types and a l l s t o cking r a t e s . Increas ing s t ocking r a t e reduced lamb b i r t h we i ght by 5 % , the e f fe c t b e in g mo re marked f o r mu l t ip l e born lambs t han f o r s in g l e born . Geno t y p e x env i ronment i n t eract ions have n o t b e en analy sed as ye t . The he r i t ab i l i ty e s t ima t e s o f b i r t h weight in two f l ocks we r e 0 . 5 8 t o 0 . 7 6 and 0 . 5 2 to 0 . 7 6 r e s p e c t ively on t he h i gher p lane o f nu t r i t ion . Fo r sheep on the lower p l ane o f nut r i t ion the co rresponding h e r i t ab i l i t y (Burd ukovskaya and T imashev , 1 9 7 1 ) . e s t imat e s were 0 . 34 and 0 . 2 3 The s e ob s e rvat i ons were made in an exp e r ime n t t o d e t e rmine the e f f e c t o f type o f s e l e ct ion and level o f nu t r i t ion o n t h e her i t ab i l i ty o f b i r t h we i gh t i n Sovie t Me r ino sheep . Breed x r a t ion concen t ra t e level on r a t e and e f f i c ieny o f l amb growth was inve s t iga t ed by Gl imp ( 1 9 7 1 ) . i n t e r a c t ion was observe d . A s i gn i f icant ( P < 0 . 0 1 ) Su f f o l k and Hamp s h i r e lamb s showed d i f f e r en t i a l response to e ne rgy l ev e l f o r l amb growth . The t r i a l was d iv ided int o t hree p e r i o d s and s ix t re a tme n t s r e p r e s en t i ng s ix f e e d i n g s chedul e s . Lambs f rom e ig h t breeds were randomly d ivided i n t o two l o t s p er t re atme n t group . S u f f o lk and Hamp s h i r e l amb s gained f a s t e r when t h e r a t ion energy level was increased above the l eve l p rovided in t h e f ir s t two t reatment s wh i l e n o d i f f e r en t i a l r e s p o n s e t o energy l e v e l wa s o b s e rved among o t her b r e e d s . T e s t ing and evalu a t i o n o f p ro geny o f s ir e s und e r d i f f erent envi r onmen t s was carried out by Go l ' t sb la t and Budan s t ev ( 1 9 7 3 ) i n U . S . S . R. Three s ire groups t o t al l ing 7 0 young P r e c o c e r ams were e a ch r e a r e d under d i f f erent s e t s o f management c o nd i t i o n s ; group 1 on p a s ture , group 2 and 3 a t t e s t ing s t a t ions on g r o up and i n d ividual f e e d 25. r e s pe c t ively . The r e were no s i gn i f ic ant GEl for growth o r food conve rs ion and sires ranked i n t he s ame order on t hr e e s e t s o f t e s t cond i t ions f o r their pro geny . Hohenboken et a l . ( 1 9 76b) fo und no s i gn i f i c an t b r e e d x env i ronment i n t e r ac t i o n s f o r b ir t h we ight . Fo r weaning we igh t , s i r e x management sys t em was h ighly s ign i f ican t . Th ere were no sign i f i c an t d am b re ed x management i n t eract ions . � The s e r e su l t s were obta ined f rom an exp e r imen t invo lving d i a l l e le c ro s s among three b r e ed s r ep l i c a t ed over three years and two graz ing management sys t ems . Breeds were the S u f f o l k , Hamp s h i r e a n d W i l lame t t e and managemen t sys t ems we re h i l l p as tu r e s v s i r r i ga t ed p a s t ur e s . The b as i c mathema t i c a l mo d e l included env i r o nmen t al e f f e c t s (management sy s t ems , years , managemen t x year int erac t ions , a g e o f dam , sex and b i r t h and rearing typ e ) , breed and b r eed x environmen t i n t e r a c t ion e f f e c t s . In add i t i on , s ir e s ne s t ed wi t h i n b r eed , management sy s t ems and year we re inc l uded . Genotype x l o c a t i o n The Canada Depar tment o f Agr i c u l t ur e and the Vir g i n i a Ag r i cu l t u r a l S t a t i on co-o p e r a t ively s t ud i ed G E l i n s h e e p ( Ca r t e r et a l . , 1973 ) . 1 9 7 1 a , 1 9 71b , The e xp e r iment invo lved ewe s o f two breed cro s s e s , Nor th Count ry Chev i o t (NC ) rams x Cana d i an Le i c e s t e r ( L ) ewes and Hamp shire x (Hamp shire x Ramb ou i l le t ) b ackcro s s e s comp a red t hr ough f ive lamb c r o p s ( 1 9 6 1- 6 5 ) at two l o c a t ions ; Virgin i a , U . S . A . O t t a,va , On t a r i o , Canada and G l ade S p r ing , The d i f f e rence in la t i tude r e su l t ed in a cons i d e r ab l e d i f f e rence in t h e r e l a t ive summe r-win t e r d a y length and l'onger c o l d e r wint e r s a t O t t awa . The s ame Su f fo l k r ams were u s ed each s ea s o n a t b o t h s t a t ions a n d t he r ams w e r e rep laced annual ly . Car t e r e t a l . ( 197 1a) ob s e rved s igni f ic an t lo c a t i o n x b re e d c r o s s i n t e r a c t ions f o r we i g h t o f 26 . lambs '"'eaned per ewe ma t ed . The i n t e r a c t ion ap p ro a ch e d s i gn i f i c an c e ( 0 . 0 5 < P < O . lO) f o r body we ight o f t he ewe a t bree d i n g t ime . The s i gni f i c an t b reed x loc a t io n i n t e r a c t ion f o r we ight of l amb s weaned p e r ewe mat ed may b e p o s s ibly d u e t o t he d i f f e r en t ial f er t i l i ty o f two kinds of ewe s a t d i f ferent locat ions . The magn i t ude o f t h e i n t e ra c t ion component i n body we ight of the ewes was sma l l and p ro b ab l y not o f e c onomic s i gn i f ic ance . S ign i f i c ant ewe breed c ro s s x l o c a t ion intera c t ions were ev i de n t for b ir t h we i ght and adj us t ed 1 2 0 d ay we igh t b ut not f o r aver age d a i l y g a i n from b i r t h to wean ing ( Ca r t e r e t a l . , 1 9 7 1 b ) . lamb s f r om N C x L ewe s >N<� B ir th we ight o f :.eavi e r a t both l o c a t ions b u t t h e d i f ference was much larger in O t t awa t han i n V i r g inia r e s u l t ing i n a s i gn i f i cant breed x l o c a t ion interact ion ( P < O . O S ) . resp e c t t o 1 2 0 d a y we i ght . The s i tua t ion was s imilar w i t h A l a r g e and highly s ign i f i c an t i n t er a c t ion was ob served b e tween ewe breed c ro s s an d type of b i r t h f o r b ir t h we igh t . Wh i l e s i gn i f i ca n t ewe breed c r o s s x l o c a t i on i n t e r ac t i o n s were pre sen t f or b ir t h and 1 2 0 d ay we igh t , the d i f f e r ences invo lved were r e l a t ive ly sma l l . S train x l o c a t ion inter a c t ions in b ody t r a i t s we r e inve s t i ga t e d b y Dunl op ( 1 9 6 3 ) . In this exp e r ime n t f ive s t r a ins o f Aus t r a l i an Me r ino were comp a r e d at three locat ions w i t h cont ras t in g environmen t s in New S o u t h Wales and Queen s l an d . Rams were r o t at e d b e tween t h e l o c a t ions to ens ure s im il ar i ty i n the three s e t s of geno t ypes . d a t a were anal y s e d by separate year-age o f ewe group s . The r e s u l t ing Ob s erva t ions were made on body w e i gh t , body lengt h , w i d t h of h ip s , w i d t h of shoulde r s , d e p t h o f che s t and length of l e g . No s i gn i f i c a n t s t rain x y e a r and s t r a in x lo c a t ion int e r a c t ions were ob s e rved f o r adult we i gh t s . With 27 . one excep t ion i n t e r a c t ions among the ma in c l as s e s were not imp o r t an t s o u r c e s o f var i a t ion in b o d y s i z e . The excep t io n was year x l o c a t ion int e r a c t ion wh i ch was s i gn i f i c ant in over 60% o f t e s t s . The s e i n t e r a c t ions b e tween year and locat ion were brought about by var i ab i l i t y i n p a s t u re cond i t ion f rom one year t o the next i n any g iven l o c a t ion . H i s f in a l co n c l u s ion was t h a t the s p e c i f i c a d ap t at ions are no t imp o r t an t when c ho o s ing a n exi s t in g s t r a in , at l e a s t f o r the range o f envi ronmen t s , s t r a i n s and produ c t i on me a s u r e s s t u d i e d . G E l and the e f f e c t s o f envi ronment s on pheno typ i c and gene t i c var i a t i on was s tud ied by Osman and Bradford ( 1 9 6 5 ) i n a n exper ime n t condu c t ed at two l o c a t ions w i t h Targhee- t ype sheep . The d i s t an c e between l o cat ions was no t g r e a t and t he main d i f ference a p p e a r e d t o b e in n u t r i t ion with sheep a t Hop l and F i e l d s t a t ion hav i n g a l ower p l ane o f nut r i t i on than at Dav i s . E i gh t Targhee-type rams were used on a l l ewes in b o t h loc a t ions i n order to ensure that t he d i f f e ren t grou p s in the expe r iment we re gene t i c a l ly as s imi l ar as p o s s ib l e i n i t i a l ly . Dav i s l amb s rece ived creep f e ed whe reas Hop l and l ambs d i d not . The chara c t e r s s tud i e d were b i r t h and 1 2 0 d ay weigh t , gain f rom we aning t o f a l l and f r om f a l l t o shearing , 4 5 0 d ay we i gh t and con f o rma t ion s core . For many t r a i t s me an level o f p e r f o rmanc e was muc h h igher a t Davis . The pheno t y p i c vari ance was h i ghe r in t h e ' good ' (Dav i s ) t h an t h e ' po o r ' (Hop land ) environmen t wi t h t he r e s u l t t h a t the s e le c t ion d i f f eren t i a l was a l s o h igher f o r t h e ' go o d ' env ironment . Her i t ab i l i t y e s t ima t e s ob t a ined f rom pat ernal h a l f - s i b f o r 1 20 d ay we i gh t and year l in g t r a i t s were h i gh e r i n b e t t e r environmen t . S i re x loca t ion int e ra c t io n was ne g l i g ib l e in birth we i gh t t hough it was s i gni f i cant i n one of the year s . S ire x l o c a t ion e f f e c t s were f ound t o b e h i gh ly s i gn i f i c ant ( f rom p o o l e d mean square s ) for 450 days weight b u t were n o t 28 . s i gn i f i cant f o r 1 2 0 day we igh t . group geno t yp e s and l o c a t i o n s by S t ud ies o f intera c t ion i nvo lving u lo o d S t an s f i e l d e t a l . ( 1 9 6 4 ) also i nd i c a t e d t he ab s ence o f i n t e r a c t ion e f f e c t s on b i r t h we i g h t and wean ing we igh t in s heep . Radomska ( 1 9 6 5 ) inve s t i ga t ed s i re x f l ock ( con founded wi t h l o cat ion ) i n t h e p ro g e ny o f Me r ino ra ms . B i r t h we i g ht , we ight at l O O d ays (weaning ) , d a i ly g a i n t o l O O days and body we i g h t a t s ix and 12 months were s t ud i ed . In t e r a c t ions we r e f o und t o b e n e g l i gible f o r b ir t h we i g h t b u t t h e p r e s e n c e o f s i re x s t a t i o n ( t e s t i n g s t a t ion v s f l ock ) wa s no t ed f o r wean i ng we i gh t . Genotype x sex Vesely and Rob i s on ( 1 9 7 0 ) s t udied s i re x s e x i n t e r a c t ions in g rowt h t ra i t s s u ch as body we i gh t , wean ing we igh t , ave r a ge d a i l y gain , f i n al w e i gh t , t o t a l g a in and f e ed e f f i ciency in Romn e l e t and Rambo u i l l e t . G E l were no t s i gni f i c an t f o r any o f t h e t ra i t s . The he r i t ab i l i t i e s t h e t r a i t s d id n o t d i f f e r s i gn i f icantly b e tween t h e two s e xes . of They c on c l uded f rom the r e s u l t s t h a t no s i gn i f i cant d i f f e r en c e s in the r ank ing o f s i re groups e xi s ted . Gen e t i c c o r r e l a t ions b e tween t h e two s exes were c a l c u lated t o ve r i fy the c on c l u s ions . \vere o b t a i ned . Very h i gh gene t i c corre lat ions Only t h e c o r r e l a t ion f o r b i r t h we i g h t in Ramb o u i l l e t and f e e d e f f i c iency i n Romn e l e t appeared to dev i a t e marked ly f r om uni t y . Ab s e n c e o f s i gn i f i c ant s i r e - s ex in t e r a c t ions , s imilar i t y o f h e r i t ab i l i t i e s i n two sexe s and very h i gh gene t i c c o r r e l a t ions s u gges ted t h a t t he geno t ype s e x i n t er a c t ions we re not imp o r t an t in the t wo p o p u l a t ions o f t h e s t udy . Brown e t a l . ( 1 9 6 1 ) in t h e s tudy o f eva l ua t i o n o f f a c t o r s a f f e c t i n g t he g rowt h o f s p r i n g lamb s f ou nd n o s i gn i f i ca n t l ine x sex i n t er a c t i on in b i r t h we ight and 1 2 0 d ay we i ght and wean i n g we i gh t . s igni f i c an t d i f f e r ences d ue t o s ex and l in e . Ther e wer e n o 29. Geno type x year and o t he r s Rae ( 1 9 5 8 ) i n a s t udy o f gene t i c var i at ion and covar i a t ion in p roduct ive chara c t e r s o f New Zealand Rornney sheep f ound the in t e r a c t ion of s i res and years for body type o f sheep was no t s i gn i f i c a n t . No s i gni f i c an t int e r a c t ion for body w e i g h t b e tween gene t ic o r i g in and age we r e f ound by D i e z et al . ( 1 9 7 4 ) in C o r r i e d a l e s o f three d i f f erent o r i g ins kep t in Peru a t a l t i t ude s o f 4 2 60- 5 0 0 0rn . P e t e r s and Heaney ( 1 9 7 4 ) s t ud ied the int e r a c t ions i n fac t o r s i n f luenc ing t he growth o f l ambs reared ar t i f i c ia l l y o r w i t h t h e i r darns . I n c l uded in the exp e r iment we re the l amb s o f S u f f o l k and Sh ropsh i r e b re e d s and the i r re c ipro c a l c r o s s e s and O t t awa synthe t i c o r i g i n . The re were s i gni f i c ant int e r a c t ions o f rearing sys t em wi th b r e e d s of l amb ( P < 0 . 0 1 ) , s e x ( P < 0 . 0 5 ) , t yp e of b ir t h up t o 7 0 d ay s and rearin g s y s t em wit h year ( P < 0 . 0 1 ) in grow t h rate up to 1 4 0 d ay s of age . C a r c a s s Charac t e r i s t i c s Geno t ype x nu t r i t ion No s igni f i cant i n t e r a c t ions we r e ob s e rved b e tween s i re x ra t ion for c arcass t r a i t s ( c a r c a s s weigh t , d re s s in g p e r c ent , c a r c a s s grade , l o in e ye area and percent o f fat in carcas s ) by O srnan and Bradford ( 1 9 6 7 ) i n an exper imen t compa r in g g r ade Targhee l amb s a t two leve l s o f n u t r i t ion . King e t a l . ( 1 9 5 9 ) o b s e rved no s igni f i cant in t e r a c t ions for c a r c a s s we i gh t , che s t c i r c umf eren c e , eye mus c l e (wi d t h x d e p t h ) and dep t h o f f a t ove r the eye muscle i n an exper iment t o s t udy d i f f e r en t i a l r e s p on s e o f l amb s o f var i o u s breeds an d cro s s e s t o d i f f e r e n t p lanes o f nu t r i t ion . 30 · S i gni f i cant geno t y p e x nu t r i t ion and geno type x environment in t er a c t ions we re repo r t ed for growth , s laugh t e r we i gh t , d re s s i n g percent age , car c a s s c omp o s i t ion and meat cha r a c t er i s t i c s b y Budans t ev ( 1 9 7 3 ) i n an exper ime n t of me a t p rod u c t ion o f l amb s s ired by d i f f e r e n t rams a n d fat t ened unde r d i f f erent cond i t ion s , i . e . , indoors vs p a s t u r e . G E l e f fe c t s on l amb growth and c a r c a s s me r i t were repo r t ed b y Hohenb oken e t a l . ( 1976b) ( s e e a l s o p 2 5 ) f ro m a dial l e l e c ro s s among t hree b r e ed s rep l i c a t e d over three years and two graz ing management sys t ems . In this s tudy both geno type x env i ro nment and ma t in g s ys t em x env i ro nment interac t ions for g rowth and c a r c a s s qual i t y wer e s t ud ie d . For c a r c a s s wei gh t p e r d ay o f age , b reed of s ir e x management sys t em was h i ghly s i gn i f i cant . B r e ed o f s ire x management sy s t em were a l s o s igni f i cant f o r f in i sh s core and USDA qua l i t y gr ade . S i r e b reed x y e ar i n t e ra c t ions were s i gn i f i can t for f in i sh s c o r e (P< O . O l ) , percent kidney f at and fat thi ckne s s ( P < O . OS ) . Imp o r t an t b re e d rank chan ges d id not o ccur f o r any of t h e s e i n t e ra c t ions . The only s i gn i f i cant d am b re e d x year e f f e c t was percent k idney f a t (P<O . O l ) i n wh i ch b r eed o f dam e f f e c t s were more var iable i n some years than i n o t he r s . changes o c curred . No imp o r t an t r ank B r e e d o f s i re x b reed o f d am int e r a c t ions we r e a b s e n t f o r a l l me asures o f c a r c a s s me r i t wh i l e b o th breed e f f e c t s and s ire e f f e c t s w i thin b r e e d we r e s i gni f i can t . No three f a c t o r int er a c t ion of s ir e b reed x d am b r e e d with management sy s t ems or with year was s i gn i f i c an t . Geno type x l o c a t ion Car t e r e t a l . ( 1973) ( s e e also p 2 5 ) examined the genotype-lo c a t i o n i n t e r a c t ions i n t h e lamb c arcass t r a i t s and f o un d that t h e int er a c t ion was h i gh l y s i gn i f i c an t (P< O . O l) f o r c a r c a s s we i gh t and carcass grade , 31. s i gn i f i c an t a t P < O . OS f o r we ight o f l o in and a t P < O . 1 0 f o r c a r c a s s y i e l d ( d r e s s ing- o u t p e r c e n t a g e ) and we i ght o f shoul der . In V i r g in i a , c a r c a s s e s o f lamb s f rom H x HR ewe s were s l i gh t ly h e av i e r ( 0 . 1 6 k g ) t h an thos e from NC x L were 1 . 7 1 kg he avi e r . L Howeve r , i n On t a r i o th o s e f rom NC x ewe s . ewe s B r e e d x loca t ion i n t e ra c t ions i n t h e s e t ra i t s a r e another measure o f t h e d i f f e r en t i al response o f the ewe b reed c r o s s e s a n d t he ir l amb s t o t he envi ronment s a t two l o c a t ions a s expre s s e d i n l amb growth r a t e and s i z e . Th ere was no evidence o f i n t e r a c t ion s in any c a rcass me as u rement s wh en ca r c a s s we i gh t was he l d con s t ant . I t was conc luded that NC x L ewe s we r e c l e arly s up e r i o r und e r the envi ronme n t a l c on d i t ions in O n t a r i o wh i l e t h e H x HR i s adap t ed t o V i r gi n i a . Geno type x s e x C r ame r and Marche l l o ( 1 9 6 4 ) s t u d i ed s ir e x sex int e r a c t i o n s in the comp o s i t ion o f s u b c u t aneous f a t from f a t b i o p s i e s at 9 w e e k s o f age t o 1 8 mon t hs o f a g e i n Co l umb i a r am-ewe t\vin lamb s , b u t f o r t h e iod ine numb e r int e r a c t ions were f o und not s i gn i f i c ant in any o f the o t her t r a i t s (me l t in g point , laur i c a c i d , myris t i c acid , p a lmi t i c a c i d , s t eari c acid , o l e i c a c i d , l in o l e i c a c id and minor a c id s ) s t ud i ed . I n another i nve s t i ga t i o n Kromann and Ray ( 1 9 6 7 ) obs erved s i gn i f i cant l in e o f b r e e d i n g x sex (we t her and r am lamb s ) i n t e r a c t ions for c a r c as s we i gh t , f a t p e r c e n t and p r o t e in p e r c en t but not f o r f a t : p r o t e in rat io . Geno type x ye ar and o t he r s B r e ed x y e a r i n t e r a c t i o n s we re s t udied by Boy l an e t a l . ( 1976a) wh i l e comparing t he f a t t y a c i d compo s i t ion o f c a r c a s s e s o f Finnish crossbred , S u f f o lk , Ta r gh e e and Minne so t a l amb s . I n t e ra r t i o n s we re 32. not f ound s i gn i f i c an t exc e p t for h e p t adec ano i c a c i d amo n g the var i o u s f a t ty a c i d s (myris t i c , pen t a d e c ano i c , p a lm i t i c , s t e a r i c , o l e i c , l i n o l e i c ) s t udied . In ano ther s t u dy Boy l an et al . ( l 9 7 6b ) examined t h e b re ed x y e a r and b r e e d x type of b i r t h and r e a r ing in t e r a c t i on s i n the c a r c a s s t r a i t s o f Finn i sh c ro s s b r e d l amb s . I n t e r a c t ions w e r e s i gn i f i c a n t on ly f or the USDA yield grade and qu a l i t y g rade ( P <O . O S ) o u t of the var i o u s c a r c a s s t r a i t s (hind sadd l e we i gh t , k i d ney a nd pe l v i c f a t , Lo n g i s s imus a r e a , fat t h ickn e s s ove r Lon g i s s imu s ) s t udied . F l e e c e char a c t e r i s t i c s Few a n a ly s e s o f i n t e ra c t ion e f f e c t s o n wo o l t r a i t s have b e en c a r r ie d o u t . As the magn i t ud e o f d i f f e r e n c e s in the geno t y p e s and t h e e nv i ronme n t s emp l oyed in the exp e r i me n t s wh ich have b e en c ond u c t e d v a r i ed wide l y , i t i s wo r t hwh i l e t o c o n s i d e r e a c h s t u dy s e p a r a t e l y in th i s p a r t o f the rev i ew . Gen o t ype x n u t r i t ion is l.fu e t h e r the heri t ab i l i t y of a t r a i t n u t r i t ion wa s s tu d i e d b y Mo r e l y ( 1 9 5 6 ) in dependent on the p l a n e o f a n exp e r ime n t on in t e r a c t ion b e tween geno t y p e and p l ane of n u t r i t ion in f l e e c e t ra i t s of Aus t r a l i a n Me r i no . In t e ra c t ions were no t f ound s i gn i f i c an t in any o f t h e t r a i t s s t udied ( gr e a s y f leece w e i gh t , y i e l d , c l e an f l e e c e we i gh t , s t ap l e len g th a nd c r imp s / i n ch ) in the h al f -s i b p r o geny of d i f f e rent Me r in o r ams k e p t on a h i gh a n d l ow p l a n e o f nu t r i t i on . The r a t i o o f gen e t i c t o t o t a l v a r i ance wa s no t a f f e c t e d b y the p l a n e o f nu t r i t i on i n t h e exp e r i men t , con tradi c t ing H ammond ' s ( 1 9 4 7 ) t he s i s t h a t " . . . i t is only p o s s ib l e t o d ir e c t evo l u t i o n b y s e l e c t ion o f gene s f o r the s e charac t e r s un d e r c ir cums t an c e s whe r e t h e envi ronmen t a l c o ndi t ions a r e o p t ima l f o r the 33 . development o f t he chara c t e r i n que s t i o n " . The i n t r a- c l a s s c o r re l a t i on among h al f - s i b s f o r f l e e ce char a c t e r s were s imi lar in b o t h p l ane o f nut r i t io n i n this e xp e r imen t . S t akan e t a l . ( 1 9 6 3 ) ob t a ined h e r i t ab i l i t y e s t ima t e s o f f l e e c e as 0 . 2 0 and 0 . 1 9 in the ' h igh ' and ' low ' p l an e s o f nut ri t io n resp e c t ive l y . An expe r ime n t invo l v in g s i res o f f i n e-woo led s h e ep and two p l anes o f nu t r i t i o n was ca r r i e d o u t in t h e U . S . S . R . t o t e s t t h e e f f e c t o f environme n t o n gene t i c charac t e r s and the i r h e r i t ab i l i t y . Va r i a t ion was l e s s i n ' h igh ' p lane than in ' l ow ' p l an e for f l e e c e we i gh t at 15 mon t h s of age . Re s po n s e s in wo o l we igh t and some o f i t s comp onen t s exh ib i t e d b y young ewe s o f t h e B l a c kf a c e , Ch e v i o t and Wi l t sh i r e breeds were s t u d i e d i n two nu t r i t ional and two t emp e r a ture t rea tmen t s b y Kin g and Young ( 1955) . Th e t ra i t s inve s t i ga t e d we r e c l ean we i gh t o f a l l f ib r e s on t a t tooed area , clean w e i g h t o f wo o l f ib r e s on t a t tooed area , d en s i t y ( f ibres p e r un i t are a ) ; d e ns i t y ( non-me du l la t e d f i bres p e r un i t a r e a ) ; average l e n g t h of a l l f ib r e s ; average length o f woo l f i b re s ; d i ame t e r o f al l f ib r e s and ave r age di ame t e r o f wo o l f ib re s . e f f e c t s w e r e produced b y d i f f eren t env ironment s o n a l l t ra i t s . ave rage S i gn i f i c an t Breed x nu t r i t i on i n t e r a c t i o n was s ign i f i c ant o n l y f o r t h e f i r s t two char a c t e r s . The in t e r a c t ion in woo l p r oduc t i on wa s due t o t h e ou t s t an d i n g ab il i t y o f B l ackface t o inc rea s e t h e s i z e o f f i b r e s in t h e me dul l a t e d f r a c t ion o f t h e f le e c e . S imilar o b s e r va t ions we re r e p o r t e d b y Ke l ly ( 1 9 4 9 ) i n an e xp e riment in wh ich s t rong woo l and f i ne woo l M e r i nos gave r e sp e c t i v e l y 8 . 0 and 7 . 3 lb on a ' l ow p l ane ' o f nu t r i t i on and 1 8 . 4 and 1 3 . 3 lb o n a ' h i gh p l ane ' . The i n c re ased d i f f e r e n c e b e tween the s t rains can b e a t t r ib u t e d t o a gre a t e x t e n t t o changes i n t he c r o s s s e c t i ona l area o f t h e f ib r e . 34 . King et al . ( 1 9 5 9 ) examined d i f f e r en t i al reac t ions t o four nu t r i t ional environmen t s (high-h i gh , h i gh - l ow , low-h igh and l ow- low) in twin l amb s of two b r eeds ( B lackface and We l sh Moun t a i n ) and f ive cros s e s f o r greasy wo o l we i g h t an d f ib r e len g t h . Neither in t e r a c t ion o f c ros s x p l ane o f nut r i t i o n n o r the twin pairs wi t h i n a cro s s x p lane o f n u t r i t ion was s ign i f ican t . Howeve r , Burd ukovskay a and T imashev ( 1 9 7 1 ) repo r t ed e s t ima tes o f her i t ab i l i t y for woo l length in the pro geny o f r ams having long wool as 0 . 30 to 0 . 5 2 , and 0 . 1 7 t o 0 . 2 5 in two f l o cks fed on h i ghe r and l ower planes o f nu t r i t i o n re s p e c t ive l y ; for rams w i t h wo o l s o f mod e r a t e l ength , t h e correspond ing f i gu r e s were 0 . 30 t o 0 . 4 5 and 0 . 1 5 to 0 . 23 . I n a s tudy b y O s man and Brad ford ( 1 9 6 7 ) grade Targhee ram and we ther lamb s by d i f f e r ent s i res we re ob t a in e d and each s i re f amily was d ivided at random in t o two group s . One h a l f of each group wa s f e d a h i gh energy ration and the o ther h a l f a l ow energy rat ion f o r 7 weeks ( Period 1 ) . Sub s equently anima l s f rom b o th groups were f e d the h i gh energy rat ion for ano ther pe r i od o f 7 weeks ( Period I I ) . group s were thus d e s ignated a s HH and LH . The t r e a tment S i re x p l ane o f nu t r i t i on was s ign i f i cant (P < 0 . 0 5 ) for s t aple length ( Pe r iod I ) in the c a s e o f we ther l ambs and c l ean f l eece we ight ( Period I I ) in the ram lamb d a t a . I f the magn i tude o f GE l b ears a relat ionship t o the magn i t ude o f the ma in e f fe c t s , then the t r a i t s wh i ch showed s i gn i f i c an t s i re d i f f e re n c e s w i t h in environments , s in c e r a t ion e f fe c t s we re l a r g e , would be exp e c t e d t o show mo s t in t e r a c t ion s . the case of rams . Th i s was found to b e t rue for c l e an f l e e c e weight in However , s t aple length o f wethers and car c a s s w e i g h t o f rams showed s i gn i f i c an t interact ion even though t h e s ire d i f f e renc e s were n o t s igni f ic an t . 35 . Ewes f rom three f l ocks , one s e l e c t ed f o r h igh c l ean wo o l we ight , one s e l e c t e d f o r low c le an woo l we i gh t , and a random c o n t r o l group were inve s t igated by Wi l l i ams and Win s t on ( 1 9 6 5 ) for relat ive e f f ic iency o f c on version o f f e e d to woo l . Three n u t rit ional leve l s were imp o s e d . F l o cks x l eve l s o f nu t r i t ion was f o und s i gn i f i c ant f o r c lean woo l product ion ( P < 0 . 0 5 ) t hough i t was n o t s ign i f i c ant f o r e f f i c iency ( g woo l : g food ) . On t h e high and int ermed i a t e p l anes the mean c l ean wo o l we i gh t s o f t he high wo o l we igh t group , r e l a t ive t o con t rol ( = 1 0 0 ) were 1 2 6 and 1 2 0 resp e c t iv e l y , wh ile on t he low p l ane it was only 1 0 1 . f i gures for the l ow we i ght group were 8 7 , 8 8 and 96 . S imilar The i n t e r a c t ion is evident in t h i s c a s e , but only when t he nut r i t i onal d i f f e r e n c e s be come extreme , i . e . , on the l ow leve l . A group s e l e c t e d f o r high c l e an wo o l we i ght and a r andom control kep t o n two p lane s o f nut r it ion , ma in t en ance and ad lib . sh owe d much sma l l e r d i f f e rences i n t he exper imen t cond u c t ed b y Do l l ing and P i p e r ( 1 9 6 8 ) , t h e woo l we igh t r e l a t ive to control (= 1 0 0 ) b e ing 1 1 4 on a d lib . a n d 1 1 0 on ma inten ance . No s i gn i f i c ant int eract ion s f o r e f f i c iency o f conv e r s ion o f f o dder t o woo l was ob s e rved by Dunlop e t a l . ( 1 9 6 6 ) who fed three s t r ains of Mer ino ( f ine woo l , medium wo ol and s t rong woo l ) on two leve l s of n u t r i t ion , ma in t enance and 1 . 4 x ma int enan c e . The c lean woo l we i gh t in med ium and s t rong wo o l s t r a in s was 1 2 2 and 1 3 7 o n ma i n t enance and 1 2 8 and 1 4 2 on the h i gher rat ion r e la t ive to the f in e s t r a in ( = 1 00 ) . South ( 1 9 6 5 ) s t ud ied the r e l a t ive e f f i c iency o f woo l grow t h in e a ch o f t h e two group s o f s heep f e d on d i e t s o f cha f f and nut s i n Mer ino , Corriedale and Romney breed s . we i gh t . One g roup was f e d t o gain we i ght and the o t h e r t o l o s e The mo s t e f f i c ie n t group was t h e Merino group on low p l an e o f nut r i t ion whi l e there was l i t t le d i f f erence be tween the o ther group s . 3n . D i f ferent ial re spons e in wo o l growth was observed when two leve l s o f f e e d in g ( l imi t ed and unl imi t e d feed i n g ) were imp o s e d on sheep f rom f l o c k s s e le c ted for h i gh ( f l e e ce p lu s ) and low ( f l e e c e minu s ) c l e an The re was f le e c e we ight and a random-bred f l o ck (Will i ams , 1 9 6 6 ) . grea t e r r e s pon s e in rate o f wo o l growth o f the rams of f l eece plus f l o c k re l at ive t o th o s e o f random a n d f l eece minus f lo cks . Flocks x leve l s in t e r a c t ion wa s s ign i f i cant f o r woo l growth , e f f i c i e n c y o f conver s i on o f food t o wo ol and f ibre cros s - s e c t ional area and e f f i c iency , but not f o r f ibre leng t h . The d e c r e a s e i n e f f i c iency o f f l e ece p l u s rams as f e e d in g leve l increased was re l a t ively sma l l er than those f o r o t he r f l o c ks . S i gn i f icant int e ract ion b e t ween gen o t ype and d ie t ary t r eatment s for woo l p r oduc t ion wa s repor ted in a s t udy by Wi l l i ams ( 1 9 7 6 ) . The s t udy wa s co nduc t ed on 2 year old Mer ino ewe s f rom the f l e e c e p l u s and f le e c e minus s e l e c t ion f l o cks kept on two diet ary treatmen t s . The r e s u l t s were in gen e r a l a gre emen t with Wi l l iams ( 1 9 6 6 ) that the woo l p roduc t i on per un i t a r e a of s kin and woo l p rodu c t i on per sheep were g r e a t e r in the f lock s e l e c t ed for high cl ean f l e e c e we i ght ; the d i f f e ren ce be twe en the f l ocks was mo re p ronounced a s leve l o f int ake of f ood increased . Breed x environment int e r a c t i o n s for woo l p ro d u c t ion were examined by Hohenboken ( 1 9 7 6 ) . The env i r onmen t a l variab l e s were s y s t ems o f pas t or a l man agement (dry l and h i l l p a s t ur e s and i r r i g a t e d p a s t ure s ) and year s . Gen o types were a l l p o s s ib le s t ra i gh tbreds and r e c i p rocal c r o s s - b r e d comb in a t ions among Hamp s h i r e , S u f fo l k and Wi l l ame t t e . Ewe-breed x management s y s t em interact ion a f f e c t ed woo l produc t ion s i gn i f i c an t l y (P<0 . 0 1 ) . Ewe breed x mana gemen t s y s tem interact ion was e xpre s sed as greater breed d i f ferences in the mo r e f avourab l e environme n t for woo l produ c t i o n than i n the l e s s f avourab l e environme n t . 37 . Geno type x l o c a t ion Dunlop ( 1 9 6 2 ) reported the r e s u l t s of s t r a in x l o c a t ion in t e r a c t ions (Type 4) exp e r iment in wo o l t ra i t s in wh ich f ive s t r a i n s of the Aus t r a l i an Merino were run a s bre e d i n g group s in three woo l - growing re gions o f Aus t ra l i a . The s t a t ions we re cho s en to represent a range o f envi ronment s and only one wa s sp e c i f i c a l ly the home environment o f one s t ra i n . He examined the imp o r t an c e o f int e r a c t ions o f s t rain and l o c a t ion with y�ar a s the pr e l iminary analys e s s ugge s t e d var i a t ion in in t e r a c t ion t e rms f rom year t o year . Each ma i n e f f e c t was a s s umed t o be a r andom var iable . S t ra in x l o c a t ion interac t ions we re found to b e s i gn i f i cant i n c le an f l ee c e we i gh t , greasy f l e e c e we i ght , p e r c entage c l e an s coured y i e l d , c r imp s / inch , f ibre d i ame t e r , char a c t er , co lour and s t ap l e leng th . S t r a in x lo c a t ion int eract ions in these t r a i t s were no d o ub t r e a l but t h ey were gene r a l ly sma l l and a c coun t e d f o r only a sma l l f ra c t ion o f the varianc e . Such inter ac t i ons were not s i gn if i cant i n f ib r e s p e r mm2 , coun t , soundn e s s and hand le , S t ra in x y e ar was s i gn i f i cant o n ly for c lean s coured y i e l d and f i bre d iame t e r . He sugge s t e d t h a t the l a ck o f imp o r t ance o f t he s t rain x locat ion i n t e r a c tion s result s i n p a r t f rom the variab il i t y f rom the year t o year o f c l ima t i c cond i t i o n s w i thin ind ividual l o c a t i o n s . Th i s re s u l t e d in variation in quan t i t y and qua l i ty of f o d d e r ava ilab l e . The frequent s i gn i f icance o f s t r a in x l o c a t i on x year , p a r t i cularly in s ubj e c t ive ly a s s e s s ed t r a i t s , suppor t e d t h i s argumen t . S o unle s s any addit ional e nvironment t e s t ed had a much lower year t o y e ar v ar i ab i l i t y than t h o s e at Armidale , Cunnamu l l a and Den i l iquin , s t r a i n x loc a t ion i n t e rac t io n might s t i l l rema in undemon s t rated . 38 . In cont inua t ion of t h e above experiment Dunlop and Young ( 1 9 6 6 ) anal y s e d sire x s t at ion and s i r e x year int e r a c t ions f o r cl ean woo l During the we i g h t in d a t a f rom f ive Me r ino s t ra ins at t hr e e s t a t ions . exper ime n t s ome r ams were used i n mo re than one year and in s ome c a s e s a t mo r e t h an one s t a t ion . The o f f s p ring o f t h e s e r ams produced three c l as s e s of d a t a , i . e . , sire x year ( and age ) , s ir e x drop ( and ye a r ) and s ire x s t a t ion in whi ch s i re x envi ronment in t e rac t io n s were e s t imat ed on an i n t ras t ra in b as i s . S i r e x year ( p ro geny a g e ) and s i r e x drop I n t e r a c t ion inte r a c t i ons we r e f ound t o b e of negl igible impo r t anc e . t e rms for sire x s t a t ion were f ound s i gn i f i can t only o n t wo o c c a s ions and were s omewhat l arger ( on ave r a g e ab out half as large a s t h e r am comp o n e n t ) . They conclud ed t h a t when c l ean wo o l weight is und e r s e le c t i on , t h e i n t e r a c t ion t erm o f this s i z e would be unimp o r t an t i n the s e l e c t i on o f r am in one environme n t f o r use in ano ther . The much sma l l e r i n t er a c t ion in sire x y e a r and s i re x drop ana l y s e s ind i c a t e d tha t s e le c t ion o f a ram in one y e a r for u s e in ano t he r i s unl ike ly t o hinder g e n e t i c p ro g r e s s and t h e d e cre a s e o f h e r i t ab i l i t y as a result of i t wi l l b e o f n o conse quence . S t an s f ie l d e t a Z . ( 1 9 6 4 ) f ound no s i gn i f i cant b lood- group geno t yp e ( 7 l o c i ) x loc a t i o n int eract ion f o r various woo l t ra i t s ( s id e woo l grad e , t hi gh wo o l grade , s t ap l e length a t wean ing , greasy f le e c e we i ght , s t ap l e l en g t h a n d f l e e c e grade o f y e ar l ing s ) . Sheep represen t in g f ive gen e t i c b ackgro unds and t h r e e d i f ferent env i ronme n t s we r e s t ud i e d . The t h r e e environm en t s were cons iderab l y d i f f erent in c l ima t e , t o p o g r aphy , s ea s on o f lamb in g , p l an e s o f nutrit ion and leve l s o f animal car e . C ar t e r e t a Z . ( 1 9 7 1 a ) in t h e s t udy r e f erred t o a l s o o n p 25 a t Virginia i n U . S . A . and Que b e c i n Canada , found t h e l o c a t i o n x breed- cro s s interac t ion in greasy f l e e ce we i gh t approached s t a t i s t i c a l s i gn i f i c an c e 39 . wh i l e breed- c r o s s x year was of negl i g i b l e impor t an c e . S t a p l e length was the only t r a i t in wh ich s ir e x f l o c k ( l o c a t i o n ) was f ound s i gni f i c ant ( f rom p o o l e d e s t imat e s ) i n t h e s t udy by O sman and Brad f o r d ( 1 9 65 ) condu c t e d at Dav i s and Hop l and in C a l i f o rn i a . Th e s i r e x l o c a t ion in t e r a c t ions f o r greasy f l e e ce we i ght , f l e e c e grade and f a c e s c o r e were not s i g n i f i c ant . The h e r i t ab i l i t y e s t imat e s f o r g r e a s y f l e e c e we i gh t , s t ap l e length and f l e e c e g r a d e code and face cover s c ore were 0 . 84 ± 0 . 33 , 0 . 53 ± 0 . 2 9 , 0 . 70 ± 0 . 3 1 and 0 . 2 1 wh i l e the correspond ing f i gu r e s at Hop l and were 0 . 5 0 0 . 58 ± 0 . 1 8 and 0 . 4 3 ± 0 . 1 6 r e sp e c t ively . ± at Davi s 0 . 2 3 r e sp e c t i ve l y , ± 0. 17 , 0.42 ± 0 . 16 , Resu l t s o f the s ev e r a l t r a i t s s t u d i e d s howed a v e ry con s i s t ent p a t t e rn i n f avour o f hi ghe r h e r i t ab i l i t y in t he more favo u r ab l e envi ronmen t at Dav i s and sugge s t ed s t rongly t h a t th i s e nv i ronment was mo re favourab l e f o r the exp r e s s ion o f gene t i c d i f f e rence s . They con cluded that the int e r a c t ions , a t l e a s t the k i n d leading to reve r s a l o f rank o f geno typ e s be tween env i ronmen t , were n o t of maj o r imp o r t ance i n t h i s ma t e r i a l . t h e r e su l t s repor t e d b y Dunlop ( 1 9 6 2 ) . Th i s i s in f u l l a g r e ement w i t h I t was sugge s t e d t h a t mo r e gene t i c p rogre s s would be made b y s e l e c t ing in a mo r e f avourab l e envir onment because o f highe r pheno typ ic var i an c e in good envi ronme n t ; equal o r h i gher he r i t ab i l i ty in the good env i ronment and no l a r g e geno t y p e -envir onment int er a c t i ons , a t l e a s t in the f i r s t f ew gene r a t ions o f s e l e c t ion . The p ro geny o f Mer ino r ams (each f rom d i f f erent f l ocks ) were s tudied in f locks and a t a pro geny t e s t in g s t a t ion by Radoms ka ( 1 9 6 5 ) . Obs e rva t i ons were mad e on woo l finene s s at t h e s e cond shear ing , f l e e c e weight and o t he r f le e c e chara c t er s . Int e r a c t i ons due to d i f f e r en t l o ca t i on s was f ound s i gni f i cant o n l y f o r woo l f inene s s a t 2 n d s h e a r in g . 40 . The l ack o f the i n t e r a c t ion i n the c a s e o f o t her chara c t e r s ind i c a t e d that there was no d i s agreement between the p ro geny t e s t s on t h e s t a t ion and i n f l ocks . Dun lop and Hayman ( 1 9 5 8 ) f ound s t rong e v i d ence o f i n t e r a c t ion wh i l e comp a r ing the incidence o f f le e ce-rot f o r a number o f s t r a i n s o f Me r i no sheep and locat ions in Au stral i a . In three l o c at ions ra i n f a l l was s u f f i c ient ly h i gh to cause in c i d ence of f l ee c e- rot i n the mo s t s u s c ep t i b l e sheep wh i l e i n t he o t he r two l o c a t i ons cond i t ions were s uch t hat i t s oc curren c e was e i ther absent or negl i g ible . They found that i n the presence o f s u f f i c ient r a inf a l l t o c a u s e f l eece- rot , the s t ro n g w o o l s t r a in w a s mo s t s u s c ep t ib l e and t h e f ine w o o l s t rain l e a s t The f ine s t rain was thus we l l a d a p ted t o h i gh rain f a l l s uscep t ib le . e nvir onment s i n t e rms o f fleece-rot whe reas t h e st rong s t ra i n wa s n o t . Geno type x s ex Gen o type x s ex i n t eract ions and the gene t i c corr e l a t ions b e tween s e xes f o r gr easy f le e c e w e i ght , c l e an f l e e c e we i ght , s t ap l e length , woo l g r ade and woo l y i e ld we re evaluated by Ve s e ly and Rob i s on ( 1 9 7 0 ) in rams No s i gn i f i cant in t e r a c t ion s and ewe s of Rambou i l l e t a nd Romnelet sheep . ( P < 0 . 0 5 ) were d e t e c t e d in any o f the t r a i t s s t ud i e d in e i ther breed s . Th e her i t ab i l i t ie s o f t he trai t s d id no t d i f f e r s ign i f i can t ly b e tween the two s exes . The he r i t ab i l it i e s in Rambou i l l e t mal e s and fema l e s r e s pe c t i v e ly were ; c l e an f l e e ce we i ght 0 . 2 8 0. 19 ± 0. 13; ± 0 . 16 , 0 . 28 woo l grade 0 . 1 9 0 . 4 5 ± 0 . 1 7 respect ive l y . greasy f le e ce we i gh t 0 . 2 8 0 . 46 ± 0 . 1 8 , 0 . 29 ± g r e a s y f l ee c e we i ght 0 . 3 4 ± 0. 17; ± ± 0. 15 ; 0. 15, 0 . 14 ± 0 . 1 7 , 0 . 46 ± 0. 17; s t ap l e length 0 . 3 1 ± 0 . 1 6 , 0. 13; yield 0 . 5 6 ± 0 . 1 9 , The corr e s p onding f i gures in Romn e l e t were ; ± 0 . 1 6 , 0. 18 ± 0. 15; s t ap le leng th 0 . 3 6 c l ean f l e e ce we i gh t ± 0 . 1 7 , 0 . 36 ± 0. 17 ; woo l 41. grade 0 . 7 6 ± 0 . 2 1 , 0. 23 ± 0. 16; y ield 0 . 3 3 ± 0 . 17 , 0 . 32 ± 0. 17. Th e genet i c co rrel a t ions o f each t r a i t between two sexes were c a l c u l a t ed and only t he correlat ions for greasy f l eece weight and c lean f l e e c e we i gh t devia t e d markedly f rom un ity . I t was thus concluded t h a t no s i gni f i c an t d i f f erence s i n ran k ing of s i r e s e x i s t ed between the two s e xe s . Gen o typ e · x year and o t hers No s i gn i f icant interac t i on b e twe en s i re x year was o b s e rved by Rae ( 1 9 5 8 ) in woo l t r a i t s ( greasy f l e e c e we i ght , s t aple length , qua l i t y numbe r or count and hairine s s ) exc e p t ing f l e e c e chara c t e r ( P < 0 . 0 1 ) i n a f lo ck o f New Zealand Romney sheep . Th i s s ingle s i gn i f i c an t r e s u l t could be due t o g enuine non- l inear in t e r a c t ion be tween s i r e s geno type and env ir onme n t a l cond i t ions p e cu l i ar to each year or to d i f f e rences b e tween dam and s i r e x d am interaction or it could be an a r t e f a c t of the subj e c t ive as s e s sment . The e x a c t cau s e was no t e s t ab l i shed f rom the d at a . S i gn i f i c ant int eract ions b e t\v een gen e t i c ori gin and age i n Corr i e d a l e s were o b s erved by D i e z e t a l . ( 1 9 7 4 ) f o r f l e e c e we ight , fi bre d iame t e r and s t ap le length in a s t u dy invo lving sheep f r om three d i f f e rent gene t i c o r i gins in P e ru . Repro duc t ive t r a i t s in ewe s Genotype x nut r it ion Ewe s of two geno types whi ch d i f f ered with r e s p e c t to p o t en t i a l f e r t i l i t y were s ub j e c t ed to three nutrit ional r e g ime s t o e s t imat e the imp o r t an c e of GEl for various r e p r o duct ive t r ai t s (Mey e r , 1974) . The two gen o t y p e s we r e T arghee (me d i um f er t i l i t y ) and Finn i s h Landrace x 42. Targhee cha r a c t e r i s ed by h i gh pro l i f i cacy . ' Low ' , ' Me d ium ' and ' H i gh ' f e e d int ake leve l s o f a l f a l f a we re the three n u t r i t ional t r e a tment s invo lved in t h e experiment . In t e ract ion app roached s i gn i f i can ce ( P � 0 . 0 9 ) f o r p re f lush in g , ovula t ion r a t e bu t was ab s ent f o r ovula t ion r a t e mea s u r e d a f t e r one c y c l e o f f lushi n g . N o inte r a c t ion ef f e c t s were found f o r o e s t r u s c y c l e le ngth o r lamb i ng pe r f orman c e a l t hough t h e r e we re in d i c a t i ons of b r e ed d i f f erences in t he i nc idence o f s i l ent he a t s and ova su c c e s s ra t e o n t h e var ious t re a tmen t s . The e f f e c t o f t h i s int e r a c t ion in general 've re of l imi t ed imp o r t ance f o r mo s t repro d u c t ive t ra i t s me asured su g ge s t ing t ha t the int rod uc t i on of genes f rom this h i gh f e r t i l i t y b r eed i n t o t he ex i s t ing sheep shou ld imp rove rep roduct ive r a t e ove r a f a i r l y wide range o f l eve ls o f nut ri t ion . Gene t i c imp rovemen t o r i gi na t i n g in o n e n u t r i t ional requiremen t i s l ikely t o be exp r e s sed at l e a s t in part , in o t her nu t r i t i onal envir onment s . Geno type x p a s t ure int e r a c t i on in the f e r t il i t y o f Romn ey ewe s was s t u d i ed by Ch ' ang ( 1 9 6 3 ) . The d i f f e ren t i a l r e sponse o f ewe s born a s s in g l e o r twins when gra z e d o n oe s t rogenic red c l over an d a rye-gr a s s / wh i t e c l over as s o c ia t ion ( con t ro l ) was examined . Ewe s grazed on oe s t ro gen i c red c l ove r we r e l ower in fe r t i l i t y than ewes grazed on c on t ro l p as t ur e s . E f f e c t s due t o interac t i on we r e n o t s i gnif i c an t a t 5 % level for average d a t e o f l amb ing , but w e r e s i gn i f i cant i n o n e y e a r f o r p ercent barrenn e s s ( as a measure o f lamb ing p e r c ent ag e ) . Geno t yp e and mat in g sys t em x env i r o nmen t in t er a c t ions f o r �� reproduct ion t ra i t s in ewe s were r ep o r t e d by Hohenboken ( 1 9 7 6a ) from a d i a l l e l cross among t hr e e b r e e d s o f sheep r ep l i c at ed over three years and two graz ing man ageme n t sys t ems ( imp roved dry hill l and p a s t ur e s ver s u s irrig a t e d and heav i l y f e r t i l i z ed low l an d p a s tures ) . Breeds we r e 43. Hampshire , Suf f o l k and Wi l l ame t t e . S ir e b r eed x mana gement was no t s i gn i f i c ant f or f e r t i l i t y , p ro l i f icacy and l amb survival . S i r e b r eed x year approached s i gn i f icance for f er t i l i t y and was s i gn i f i cant f o r p r o l i f i cacy . B o th int era c t ions invo lved r ank changes amon g the s i r e b r e e d s b u t i n n o c a s e were the d i f f erenc e s w i t h in years l a r g e o r impo r t an t . Dam breed x manageme nt int e r a c t ions invo lving chan g e s in rank o f d am b r e e d s d id not d i f f e r , but there was a marked d am b r e e d x environment in�e r a c t ion ( P < O . O S ) for f e r t i l i t y . Dam breed x ye a r s was not s ign i f i cant f o r any o f the chara c t e r s . S igni f i c an c e t e s t ing for repr oduct ion t r a i t s is f raught wi t h d i f f i cu l t y be caus e o f t h e d is t ribut ion p r o b l ems . Dunlop ( 1 9 6 3 ) remarked that even in we i gh t of lamb s born o r weaned per ewe ma ted , the und e r l y i n g e f f e c t o f lamb numb e r s make t h e d i s t r ibu t i on p a r t i a l ly d i s c on t inuo us . Car t e r et a Z . ( 1 9 7 1 a ) observed that the d i s c on t i nuous nature and c o a r s e c l a s s i f i c a t ion o f b a r ren or l amb ing ( 0 or 1 ) as we l l a s o f l amb s b o rn o r weane d p e r ewe ( 1 , 2 , 3 , o c cas ionally 4 ) b r ought about p r o b l em s o f d is t r ibut ion and t e s t s o f s t a t i s t i ca l s i gn i f i canc e . Geno type x l o c a t io n S t r a in x l o c a t i on , s t r a in x s e x and s t r a in x age int er a c t ions on survival r a t e to weaning of Merino lamb s we r e examined in two s e t s o f dat a b y Lax and Turner ( 1 9 6 5 ) . Th e s t r a i n t r i a l invo lved f ive s t r a i n s o f Merino run w i t h o u t s e l e c t i on a t e a ch o f t hree locat ions ( Cunnamu l l a , Arrnid a le and Denil i qu in ) wi t h s ix age groups of ewes . The s ame f ive s t r a in s were l a t e r in cluded in s e l e c t ion groups at Armid a l e wi t h s even age groups of ewe s . There was no s igni f i cant l o c a t ion x s t ra in int e r a c t ion in the s t r a in t r i al . S t r a in x age int eract ion (P<O . O l ) was f ound s igni f i can t , wh i l e s t ra in x sex was f ound n e g l i g i b l e i n the 44 . However , Dun lop ( 1 9 6 3 ) in a s t ud y o f s t rain x Armi d a l e s e l e c tion group . l o ca t ion and s t rain x year interac t i o n s in reprod u c t ive p e r f o rman c e found no s igni f i c ant i n t e ract ion in Me r i n o s for number o f l amb s b o rn , number o f l ambs weane d , weight o f l amb s born and we ight o f lamb s weaned . S t r ain x year int er a c t i ons we re vir t u a l l y ab s e n t and s t ra in x l o c a t ions a c counted for only a very sma l l fra c t ion of v a r i a t ion , wh ile s t r a in x l o c a t ion x y e a r w a s o f s l i ght importance . S imilar r e s u l t s were o b t a in e d by De Hass and Dun l op ( 1 9 6 9 ) wh i l e e xamining the impo r t ance o f s t r a in x locat ion intera c t ions in t h e reprod u c t iv e t r a i t s o f Me rino s . S t r a in x l o c a t ion in t er a c t ions we re n o t large enough to suggest any d i f f e rences in adap t a t ion o f s t r a ins t o p a r t icular l o c at ions in repro d u c t ive t ra i t s o f s ingle b i r t h s and mu lt i p l e b i r t hs . Pat t ie ( 1 9 6 5 ) a l s o wo rking with Mer ino s , reported t h a t a r and om b red f lock and f l ocks s e l e c t e d in p o s i t ive and negat ive d i re c t ions f o r weaning we i gh t d i d not intera c t s i gni f i c antly with y e a r s for we t ewes , l ambs mo ther e d , l amb s we aned ( a l l three e xpre s s e d as p e r c ent o f ewe s j o ined ) , mul t ip l e b irths , ewe s l ambe d and l o s t (b oth exp r e s s e d a s p ercent o f we t ewe s ) and lamb deaths ( mo t herin g t o wean i n g a s p e r c en t o f l amb s mo t h e r e d ) . Locat ion x b r e ed ( c ro s s ) o f ewe i n t e r a c t ion in sheep was s t ud ied by Carter e t a l . ( 1 97 la) ( see a l so P 2 5 ) f o r numb e r of l amb s b o rn , l amb s b o rn a l ive , l ambs weane d , l amb ing d a t e and we i gh t of l amb s weane d . Th i s inter a c t i o n was h i gh ly s i gn i f i c ant (P<O . O l ) for ave r a g e lamb ing d a t e s u gge s t ing a real d i f f erence in r e s ponse t o s e as on of breeding as a part o f two env ironmen t s . I t was a l s o s ign i f i cant (P<O . OS ) f o r we i gh t o f l amb s weaned p e r ewe mat e d . The two kinds of ewes were in 45 . reve r s e rank at t\.JO l o c a t ions for I.Je igh t o f lamb s weaned p e r ewe ma t ed . The i n t e r a c t ion app ro ached s i gn i f i cance ( 0 . 0 5 < P < 0 . 1 ) f o r ewe s lamb ing per 100 ewes ma t e d . None o f the other int erac t i on s were c l o s e t o s i gn i f i cance . Dun e t a l . ( 1 9 6 6 ) a l so ob s e rved t h e s i gn i f icant i n t e r a c t ion be twe en s t ra in o f Me r ino ewe and s e ason of j o in i n g for p e rcen t age of ewe l amb ing ( exp r e s s ed a s a p e r c e n t age of ewe s j o ined ) and twin b i r t h s ( as p e r c e n t a g e o f lamb i n g ewe s ) in a a compari s on o f autumn and s p ring j o i n i n g o f Young Pepp in and South Au s t ral i an Me r i no ewes ma t ed t o Border Le i c e s t e r rams . The i n f e rt i l i t y o f sheep re s ul t in g f rom G E l wa s i nve s t i ga t e d by Hil lham ( 1 9 7 3 ) . Two breed s o f ewe s , i . e . , He lsh Mo un t ai n (WM) and Border L e i c e s ter ( BL ) were compared for reprodu c t ive a t t r ib u t e s such as t ime o f o n s e t o f the breed ing s e a s on , ma t i n g percen t a g e , l amb ing p ercentage and pa t t erns of cy c l i c a c t ivity under two d i f f e re n t pho t o p eriod s . Under the local amb i e n t photope riod a t 5 1 ° 4 3 ' N th e b r e e d s d i d n o t d i f f e r s i gn i f i c an t ly b u t u n d e r a s imu l a t ed e q ua t o r i a l pho t o p e r iod , 1 0 0% o f WM ewes showed o e s t rus vs 3 7 . 5 % o f BL ewe s . The WM ewe s had 3 t o 1 0 cy c l e s and a h i gh i n c idence of s i l ent he a t s compared with 2 to 7 cycle s an d no s i l en t hea t s i n the BL ewe s ; 1 0 WM ewe s ma t ed and 9 l amb e d , but only 2 BL ewe s ma t e d and 1 lambed . O t hers C r e s swe l l ( 1 9 58 ) comp ared t h e d i s t an c e t r ave l led by New Z e a l and Romney and Cheviot sheep g r a z i n g on hill an d lowland p a s t u re s . d i f ference b e tween t h e breed me a n s was s t a t i s t i c al ly s i g n i f i c an t . Th e In genera l , Ch evio t s covered mo re d i 3 t an c e on t he hill and th1� f l at l an d 46. t han t h e New Zeal and Romney . The e f f e c t o f sw i t ch ing t wo b re e d s f rom h i l l t o f l a t land and f rom f la t l and to h i l l land we re a l s o s t ud i e d . Romney s r a i s e d their mi leage when t ran s ferred f rom h i l l t o f l at land and t rans f erence back f rom f l a t to h i l l a c t ually raised t h e i r l eve l o f a c t iv i t y . GENET I C PARAMETERS H e r i t ab i l i ty He r i t ab i l it y is arguab ly the mo s t imp o r t an t single c o n c e p t in the app l i c a t ion of gene t i cs t o animal b r e e d ing ( H i l l , 1 9 7 4 ) . T o t h i s p o in t , t he p r ime c on c ern in reviewing the l i t erature for the e f f e c t s o f GEl has b e en l im i t ed t o two main q ue s t ions : 1. I s t he he r i t ab i l i t y d i f f erent in d i f f erent env i r o nmen t s , and 2. I s the ranking o f an imal s on the b a s i s o f gene t i c mer i t t h e same in d i f f e rent env i r o nment s ? Ap a r t f rom the above e f f e c t s o f G E I on the rankin g and corre l a t e d re spons e , t he r e is a spec i f i c e f f e c t o f interact ion o n the e s t ima t e s o f her i t ab il i t y . Es t imat e s o f t he he r i t ab i l i t y o f a char ac t e r are norma l l y mad e w i t h in a s ingle macroenvironme n t ; i t i s as sumed t h a t t h e micro f lu c t ua t i o n s opera t e independent ly o f t he gen e t i c vari a t ions , and that t he two comb ine t he i r e f f e c t s add i t iv e l y . I t i s u sual , however , in e s t imat in g he r i t ab i l i ty to analyse r e c o rd s f rom s evera l year s , age group s , s ea s ons , e t c . , p ar t i cu l arly in f a rm anima l s where the n umb e r o f anima l s p e r genera t i o n i s sma l l . Wh i l e comp u t ing t he e s t imat e s , the d a t a may b e corre c t e d f o r known env ironmen t a l sources o f var iat i o n ( and i n t e r a c t ions ) wh i ch wou l d o t herw i s e inf l a t e the error t erm and b ia s t he e s t imat e o f h er i t ab i l i t y downwar d s . 47 . I f GEl are importan t , the ave r a ge gene t i c d i f f erence s wou ld be overe s t ima ted and the he r i t ab i l i t y e s t ima t e s are i n f l a t e d i n t h e f o l lowing way ( D i ckerson , 1963 ) : Per f o rman c e Te s t One envi ronme n t of He r i t ab i l i t y Proge ny 2 + 02 0A GEI S ame e nvi ronment a2 A One environment + 2 0GEI + a2 E a2 O t h e r envi ronmen t s a2 A A + 2 2 0G E I + a E Ve ry l i t t l e work has b e e n undert aken for the purpose o f ob t a i n i n g informa t ion wh i c h might be u s e d to produce val i d and e f f i c i e n t e s t ima t e s o f gene t i c parame t e r s in vary i n g envi ronmen t s i n s h e e p , e sp e c i a l l y wool t r a i t s . Mo s t of the pub l i shed e s t ima t e s o f h e r i t ab i l i t y for ob ta i n e d by p a te rnal h a l f - s i b me thod are based on analys i s o f the s i r e e f f e c t s ne s t e d w i thin years wh i�h would i n c lude s i re x y e ar e f f ec t s . Th i s wou l d i n f l a t e the h e r i t ab i l i t y e s t ima t e s i n the presence o f G E l . Turner and Young ( 1 9 6 9 ) c l a s s i f ied the vari ous t r a i t s o f e conom] c imp o r t ance i n sheep based on a s f o l l ows : her i tab i l i ty ; a rb i t rary l imi t s o f her i t ab i l i t y e s t ima t e s v a lues o f 0 . 3 o r more were regarded a s h i gh leve l s o f th o s e b e t ween 0 . 1 and 0 . 3 a s i n t e rmed i a t e and th o s e b e l ow 0 . 1 a s l ow . H e r i t ab i l i ty e s t ima t e s o f some t r a i t s relevant t o t h i s work ob t a ined by various workers on d i f ferent breeds of sheep are p r e s en t e d i n Tab l e 1 . Mo s t o f the he r i t ab i l i t i e s f o r the t ra i t s in sheep are e s t i ma t e d f rom p a t ernal hal f - s ib correlat ion or daugh t e r-dam regre s s ion . No i n f o rma t i on was avai l ab le on c l ean wool we ight / un i t s k in area , to t a l · c r imp numb e r , t ip p ines s grade , d i s co l oured area grade , co t t in g grade , 48 . Some pub l i shed e s t ima t e s of h e r i t ab i l ity o f l ive-we igh t , wo o l quan t ity and qua l i ty t r a i t s in sheep TABLE 1 : Es t ima te Age and 1 r emarks Me thod o f 2 Breed e s t ima t ion Re f e rence L ive-we ight 0 . 64 16 m . o . F DDR Me r i no Young e t a l . ( 1960) 0 . 58 16 m. o . M DDR Me r ino Young e t a l . ( 1960) 0 . 53 1 y.o. M DDR Mer ino Young e t a l . ( 1960) POR Mer ino Mo rley ( 1 9 5 0 ) 0 . 36 POR Me r i no Mo rley ( 1 9 5 5 a ) 0 . 09 PHS Me r ino Mo r ley ( 1 9 5 5 a ) 0 . 36 10 m . o . 0 . 32 10 m. o . PHS N . Z . Romney Baker e t a l . ( 19 74 ) 0 . 38 1 0 m. o . PHS N . Z . Romney Bake r e t a l . ( 1974) 0 . 22 15 m. o . PHS N . Z . Romney Baker e t a l . ( 19 7 4 ) 0 . 22 15 m . o . PHS N . Z . Romney Baker ( 1 9 7 7 ) 0 . 39 1 0 m. o . PHS N . Z . Romney Ch ' ang and Rae ( 1 9 7 0 ) 0 . 42 10 m. o . DDR N . Z . Romney Ch ' ang and Rae ( 1 9 7 0 ) 0.51 1 4 m. o . PHS N . Z . Romney Ch ' ang and Rae ( 1 9 7 0 ) 0 . 46 14 m. o . DDR N . Z . Romney Ch ' ang and Rae ( 1 9 7 0 ) 0 . 45 1 8 m. o . PHS Ramb o u i l l e t Bur fen ing e t a l . 0 . 36 1 y.o. DDR Navaj o Hall e t a l . DDR Me r ino Be a t t ie ( 1 9 6 2 ) 16 m.o. DDR Mer ino Brown and Turner ( 1 9 6 8 ) 0 . 82 1 4 m. o . ( ad j u s t e d ) PHS Ramb o uil l e t Bas s e t t e t a l . 0. 85 14 m. o . ( unadj us t e d ) PHS Ramb o u i l l e t Bas s e t t e t a l . ( 1 9 6 7 ) 0 . 54 0 . 65 ( 197 1) ( 1 964 ) ( 1967 ) 0 . 02 10 m . o . PHS Romney Marsh Radomska a n d Tys z ka ( 1 9 7 2 ) 0 . 14 1 y.o. PHS Romney Mar s h Radomska and T y s z ka ( 1 9 7 2 ) Romney Mar s h Radomska and Klew i e c ( 1 9 7 5 ) 0. 11 0 . 00 1 8 m. o . PHS P o l i sh Moun t a i n Nawara and D un i e c ( 1 9 7 2 ) 0 . 43 10 m. o . PHS P o l i s h Mer ino 1 m. o. = mon t h s o ld , T Twin s y.o. = y e a r s o ld , Nawa ra ( 1 9 7 1 ) F = fema l e , = 2 DDR = M = mal e , S = Singl e s , Daugh t er-dam regress ion , PHS P a t ernal ha l f - s ib , POR P a r ent - o f f spring regre s s io n , ISR I n t r a - s i r e r e gression ISC In t r a- s ire corr e l a t ion . = = = 49 . TABLE 1 : Es t imate ( cont inue d ) Age and remarks 1 Hethod o f e s t ima t ion 2 Breed Ref erence Live-we igh t 0.41 ISC 1 y.o. ( b e f o re shea r i n g ) Corriedale Kat ad a and Takeda ( 1 9 6 2 ) 0 . 55 1 y.o. ( a f t er she a r i n g ) ISC Corr ieda l e Ka tada and Takeda ( 1 9 6 2 ) 0 . 79 1 y.o. PHS Fine wo o l s heep Shel t on and Man z i e s ( 1 9 6 8 ) 0 . 40 1 y.o. DDR Rambou i l l e t Ter r i l l and Ha z e l ( 1 9 4 3 ) 0 . 39 18 m. o . DDR We l s h Mount ain Dal ton ( 1 9 6 2 ) 0 . 59 18 m.o. POR �Je lsh Moun t a in Doney ( 1 9 5 8 ) 0 . 46 14 m. o . DDR N . Z . Romn ey Tripa t hy ( 1 9 6 6 ) 0 . 42 15 m. o . PHS S . A . Romney Bo sman ( 1 9 5 8 ) 0. 13 1 y.o. PHS Columb ia Balch ( 1 9 6 5 ) 0.31 1 y.o. PHS Kiv i r c ik Oz can ( 1 9 7 1 ) 0 . 33 1 y.o. ISR Kiv i r c ik Oz can ( 1 9 7 1 ) 0 . 39 1 y.o. DDR Kiv i r c i k Ozcan ( 1 9 7 1 ) 0. 19 1 y.o. PHS Rahmani Karam ( 1 9 5 9 ) 0 . 27 14 m. o . PHS Perendale E l l io t t ( 1 9 7 5 ) 0 . 44 14 m . o . DDR Perendale E l l io t t ( 1 9 7 5 ) 1 . 06 PHS 15 m. o . ( Good envi ronmen t ) Tar ghee Os man and Brad f o r d ( 1 9 6 5 ) 0 . 40 PHS 15 m. o . ( Poor env ironmen t ) Tar ghee Os man and Brad ford ( 1 9 6 5 ) DDR Romn ey Builov ( 1 9 7 0 ) 0 . 30 14 m. o . (unadj u s t e d ) PHS Rambouil l e t Bas s e t t e t a l . ( 1 967 ) 0. 1 1 14 m. o . ( adj us te d ) PHS Ramb o u i l l e t Ba s s e t et al . ( 1967) 0 . 42 16 m. o . DDR Me rino Brown and Turn e r ( 1 9 6 8 ) 0 . 35 14 m . o . DDR N . Z . Romney Rae ( 1 9 4 6 ) 0. 15 14 m.o. DDR N . Z . Romney Rae ( 1 9 4 8 ) 0 . 32 14 m.o. PHS N . Z . Romney Rae ( 1 9 5 8 ) 0 . 31 14 m.o. DDR N . Z . Romney Rae ( 1 9 5 8 ) 0. 11 14 m. o . DDR N . Z . Romney Rae ( 1 9 5 8 ) 0 . 66 14 m. o . Grea sy f leece we ight 50. TABLE 1 : ( cont inu e d ) Es t ima t e Age and remarks 1 Me thod o f e s t ima t ion2 Breed Re f e rence Gre a sy fleece we igh t 0 . 45 30 m . o . DDR Po lwarth Mu l l aney e t a l . ( 1970) 0 . 34 1 8 m. o . DDR Poh.,rarth Mu l l aney e t a l . ( 19 7 0 ) 0 . 46 30 m . o . DDR Corriedale Mu l l aney e t a l . ( 1 970) 0 . 30 1 8 m. o . DDR Corriedale Hu l l aney e t a l . ( 1970) 0 . 49 30 m. o . DDR Me r ino Mu l l aney e t a l . ( 19 7 0 ) 0 . 32 1 8 m. o . DDR Mer ino Hu ll aney e t a l . ( 1970) 0. 39 3 0 m. o . DDR Polwa r t h Hu l l aney e t a l . ( 19 70 ) 0. 14 1 8 m. o . DDR Polwarth Mul l aney e t a l . ( 1970) 0 . 40 30 m. o . DDR Co rriedale Mul l aney e t a l . ( 1970) 0. 22 1 8 m. o . DDR Cor r i e d a l e Mul l aney e t a l . ( 1970) 0.51 30 m . o . DDR Me r i no Mu l 1 aney e t a l . ( 1970) 0 . 30 1 8 m. o . DDR Me r ino Hullaney e t a l . ( 1970) 0.31 1 y.o. PHS Rambo u i l l e t Vesely e t a l . ( 1970) 0 . 29 1 y. o . PHS Romne l e t Ves ely e t a l . ( 1970) 0 . 34 1 y. o . M PHS Rambou i l l e t Vesely and Ro b i son ( 1 9 7 0 ) 0 . 46 1 y. o . F PHS Ramb o u i l l e t Vesely and R o b i son ( 1 9 7 0 ) 0 . 28 1 y.o. M PHS Romne l e t Ve sely and Rob i s o n ( 1 9 7 0 ) 0. 18 1 y. o . F PHS Romnelet Ve sely and Rob i s on ( 1 9 7 0 ) 0 . 45 1 6 m. o . F DDR Me r ino Young e t a l . ( 1 960) 0.43 1 6 m. o . M DDR He rino Young e t a l . ( 1 960) 0 . 33 1 y.o. M DDR Me r ino Young e t a l . ( 1 960) 0 . 35 DDR Me r ino Bea t t i e ( 1 9 6 2 ) 0 . 58 PHS Ramb o u i l l e t She l t on and Men z i e s ( 1 9 6 8 ) 0 . 39 1 y.o. POR He rino Mo rley ( 1 9 5 1 ) 0 . 67 1 y. o . PHS He r ino Mo rley ( 1 9 5 1 ) 0 . 40 POR He r i no Morley ( 1 9 5 5 a ) 0 . 44 PH S Merino Mo rley ( 1 9 5 5 a ) 0 . 84 PH S 1 5 m. o . ( Good environme n t ) Targhee Osman and B r a d f o r d ( 1 9 6 5 ) 0 . 50 PHS 1 5 m. o . (Poor envi ronmen t ) Targhee Osman an d Brad f o rd ( 1 9 6 5 ) 0 . 47 PHS A\.;ra s s i Ghone im e t a l . ( 1974) 0. 16 DDR Awa s s i Ghone im e t a l . ( 1974) 51 . TABLE 1 : ( co n t i nued ) Es t ima t e Age and remarks 1 Me thod o f e s t ima t i on 2 Breed Re f e r ence Gr easy fleece we igh t 0 . 38 DDR Dala Eikj e ( 1 9 7 5 ) 0 . 47 DDR Rygj a Eikj e ( 1 9 7 5 ) 0 . 48 DDR Chev iot Ei kj e ( 1 9 7 5 ) 0 . 40 DDR S p a e l s au Eikj e ( 1 9 7 5 ) 0.51 DDR S t e igar Eikj e ( 1 9 7 5 ) 0 . 34 1 y.o. DDR Navaj o Hall e t a l . 0 . 28 1 y.o. DDR Rambo u i l let Terr i l l and H a z e l ( 1 9 4 3 ) 0 . 10 1 y.o. DDR N . Z . Romney McMahon ( 1 9 4 3 ) 0. 12 5 m.o. PHS Dala Gj edrem ( 1 9 6 9 ) 0 . 10 5 m.o. DDR Da l a Gj edrem ( 1 9 6 9 ) PHS Texel Koo i s t ra e t a l . 0 . 59 ( 1 964) ( 1966) 0 . 00 1 y.o. PHS Romney Marsh Radomska and Ty s z ka ( 1 9 7 2 ) 0 . 32 2 y.o. PHS Romney Marsh Radoms ka and Tys z ka ( 1 9 7 2 ) 0 . 37 3 y.o. PHS Romn ey Ma rsh Radoms ka and Tys z ka ( 1 9 7 2 ) Romney Marsh Radomska and Klewick ( 1 9 7 5) 0 . 07 0 . 47 1 y.o. PHS P o l i s h Hount a in Nawar a and Dun iec ( 1 9 7 2 ) 0 . 50 2 y.o. PHS Po l i sh Moun t a i n Nawara and Dun i e c ( 1 9 7 2 ) 0. 37 3 y.o. PHS P o l i s h Moun t a in Nawar a and Dun i e c ( 1 9 7 2 ) PHS Po l i sh Me r ino Nawa ra ( 1 9 7 1 ) 0 . 33 0 . 48 2 y.o. PHS P o l i sh Me r ino Nawar a ( 1 9 7 1 ) 0 . 35 1 y.o. F ISC Co r r i e d ale Ka t ad a and Takeda ( 1 9 6 2 ) 0.61 2 y.o. POR We l s h Moun t a i n Doney ( 1 9 5 8 ) 0 . 43 1 4 m. o . DDR N . Z . Romney Trip a t hy ( 1 9 6 6 ) 0 . 23 14 m. o . PHS N . Z . Romney Lundie ( 1 9 7 1 ) 0 . 29 1 5 m. o . PHS N . Z . Romney Baker e t a l . ( 1974) 0. 57 15 m. o . PHS N . Z . Romney Baker e t a l . ( 1974) 0 . 29 1 5 m. o . PHS N . Z . Romney Baker ( 1 9 7 7 ) 0 . 57 15 m. o . DDR N . Z . Romney Baker 0 . 54 1 y.o. PHS Kiv i r c i k Oz can ( 1 9 7 1 ) 0 . 68 1 y.o. ISR Kivi r c i k O z c an ( 1 9 7 1 ) 0 . 62 1 y.o. DDR Kivi r c ik Oz c an ( 1 9 7 1 ) 0 . 32 14 m . o . PHS Perendale Elliott ( 1 9 7 5 ) 0 . 30 14 m. o . DDR Peren d a l e E l l io t t ( 1 9 7 5 ) ( 19 7 7 ) 52 . TABLE 1 : ( cont inued ) E s t imate Age and 1 remarks Me t h o d o f e s t ima t ion 2 Breed Re f erence Clean s c oured yield 0. 37 30 m . o . DDR P o hvar t h Mu l l aney e t a l . ( 1 970) 0 . 28 1 8 m. o . DDR Polwar th Mu l l aney e t a l . ( 1 970) 0. 5 1 3 0 m. o . DDR Corried a l e Mu l l aney e t a l . ( 1970) 0 . 44 1 8 m. o . DDR Corriedale MuJ laney e t a l . ( 1970) 0 . 59 30 m. o . DDR Me r ino Mul l aney e t a l . ( 1 970) 0 . 56 18 m. o . DDR Me r ino Mul l aney e t a l . ( 1 9 70) 0 . 39 30 m . o . DDR Polwarth Mul l aney e t a l . ( 1 9 70) 0 . 32 18 m.o. DDR Po lwar th Mu l l aney e t a l . ( 19 70) 0 . 52 30 m . o . DDR C o r r ie d a l e Mu l l aney e t a l . ( 1970) 0 . 50 1 8 m. o . DDR Corriedale Mu l l aney e t a l . ( 1970) 0 . 52 30 m . o . DDR Mer ino Mul l aney e t a l . ( 1970) 0 . 52 1 8 m. o . DDR Me r ino Mul l aney e t a l . ( 1970) 0 . 44 1 y.o. PHS Rambou i l l e t Vesely e t a l . ( 1 970) 0 . 39 1 y.o. PHS Romn e l e t Ve sely e t a l . ( 1970 0 . 56 1 y.o. M PHS Rambou i l l e t Ve s e l y and Rob i son ( 1 9 7 0 ) 0 . 45 1 y.o. F PHS Ramboui l l e t Vesely and Rob ison ( 1 9 7 0 ) 0. 33 1 y.o. M PHS Romnelet Ves e l y and Rob i s o n ( 1 9 7 0 ) 0 . 32 1 y.o. F PHS Romnelet Vesely and Robison ( 1 9 7 0 ) 0 . 49 16 m . o . F DDR Me r i no Young e t a l . ( 1960) 0 . 44 16 m. o . M DDR Me r ino Young e t a l . ( 1 960) 0 . 50 1 y.o. M DDR Mer ino Young e t a l . ( 1960) 0 . 39 POR Merino Mo rley ( 1 9 5 5 a ) 0 . 75 PHS Me r ino Mo rley ( 1 9 5 5 a ) 0 . 75 POR Mer ino Mo rley ( 1 9 5 0 ) 0 . 40 DDR Me rino Beat t i e ( 1 9 6 2 ) 0 . 33 2 y.o. PHS Po l i sh Me r ino Nawara ( 1 9 7 1 ) 0 . 49 15 m. o . DDR Me r ino Brown and Turner ( 1 9 6 8 ) S t aple length 0 . 46 14 m. o . DDR N . Z . Romn ey Trip a thy ( 1 9 6 6 ) 0 . 73 20 m . o . POR We l sh Moun t a in Doney ( 1 9 5 8 ) 0 . 38 20 m. o . DDR We l sh Moun t a in D a l t on ( 1 9 6 2 ) 0 . 36 1 y.o. DDR Rambouil l e t T e r r i l l and H az e l ( 1 9 4 3 ) 53. TABLE 1 : ( c o n t i nue d ) E s t ima t e Age and rema rk s 1 Method o f e s t ima t ion2 Breed Re f e r ence S t ap le l e ngth 0 . 16 14 m. o . 0.21 DDR N . Z . Romney Rae ( 1 9 4 6 ) DDR N . Z . Romney Rae ( 1 9 4 8 ) 0 . 35 14 m . o . DDR N . Z . Romney Rae ( 1 9 5 0 ) 0 . 48 1 4 m. o . PHS N . Z . Romney Rae ( 1 9 5 8 ) 0 . 35 14 m . o . DDR N . Z . Romney Rae ( 1 9 5 8 ) 0 . 50 14 m. o . DDR N . Z . Romney Rae ( 1 9 5 8 ) 0 . 73 1 y.o. PHS Columb i a Balch ( 1 9 6 5 ) 0 . 29 1 4 m. o . DDR N . Z . Romney Rru<.. 0 . 53 30 m. o . DDR Polwa r t h Mul l aney e t a l . ( 1970) 0 . 48 1 8 m. o . DDR Polwa r t h Mul laney e t a l . ( 1970) 0 . 59 30 m . o . DDR Cor r i e d a l e Mu l l aney e t a l . ( 1970) 0 . 50 1 8 m. o . DDR Co r r i e d a l e Mul laney e t a l . ( 1970) 0 . 43 30 m. o . DDR He r ino Mul laney e t a l . ( 1970) 0 . 36 1 8 m. o . DDR Me r ino Mullaney e t a l . ( 1970) 0 . 47 30 m. o . DDR P o lwar th Mul laney et a l . ( 1970) 0. 53 1 8 m. o . DDR Polwa r t h Mu llaney e t a l . ( 1970) 0 . 42 30 m. o . DDR Co r r i e d a l e Mu llaney e t a l . ( 1970) 0 . 44 1 8 m. o . DDR Corr i e d a l e Mullaney e t a l . ( 1970) 0 . 31 30 m . o . DDR Me r ino Mullaney e t a l . ( 1970) 0. 31 1 8 m. o . DDR Me r ino Mullaney et al . ( 1970) 0 . 25 1 y.o. PHS Ramb o u i l l e t Vesely e t al . ( 1970) 0 . 39 1 y.o. PHS Romne l e t Vesely e t a l . ( 1970) 0 . 31 1 y.o. M PHS Ramb ou i l l e t Vesely and Rob i s o n ( 1 9 7 0 ) 0. 19 1 y. o. F PHS Ramb o u i l l e t Ve sely a n d Rob i s on ( 1 9 7 0 ) 0 . 36 1 y.o. M PHS Romne l e t Vesely and Rob i s o n ( 1 9 7 0 ) 0 . 36 1 y.o. F PHS Romn e l e t Vesely and Rob i s o n ( 1 9 7 0 ) 0 . 37 16 m. o . F DDR Me r ino Young et a l . ( 1960) 0 . 35 16 m. o . M DDR Me r ino Young et a l . ( 19 60 ) 0 . 31 1 y.o. M DDR Me r ino Young et a l . ( 1960) 0 . 44 2 y.o. PHS P o l i sh Me r ino Nawara ( 1 9 7 1 ) 0.31 1 y.o. PHS P o l ish Moun t a in Nawara and Dun i e c ( 1 9 7 2 ) 0 . 45 2 y.o. PHS P o l i s h Moun t a in Nawara and Dun i e c ( 1 9 7 2 ) 0 . 57 3 y.o. PHS P o l i s h Moun t a in Nawara and Dun i e c ( 1 9 7 2 ) ( 1 9 5'6 ) 54 . TABLE 1 : ( co n t inued ) Es t ima te Age and rema rks 1 Me thod o f e s t ima t i on 2 Breed Re f e rence S t aEle l ength 0 . 75 PHS 2 y.o. Cho k l a Bhas i n and D e s a i ( 1 9 6 6 ) 0 . 53 PHS 15 m. o . (Good envi ronme n t ) Tar ghee Os man and Brad f o rd ( 1 9 6 5 ) 0 . 42 PHS 15 m. o . (Poor envi ronme n t ) Tar ghee Osman and Brad ford ( 1 9 6 5 ) 0 . 23 l.y. o. F DDR Navaj o Bal l e t a l . 0 . 69 1 y.o. PHS C o l umb i a Balch ( 1 9 6 5 ) 0 . 36 1 . y. 0 . DDR Ramboui l l e t Te r r i l l and Haze l ( 1 9 4 3 ) 0 . 67 1 y.o. DDR Ramboui l l e t Shel t o n e t a l . 0 . 43 5 m.o . s PHS Dala Gj edrem ( 1 9 6 9 ) 0 . 54 5 m. o . T PHS Dala Gj edrem ( 1 9 6 9 ) 0 . 37 5 m. o . DDR Dala Gj edrem ( 1 9 6 9 ) 0 . 44 5 m. o . M PHS Dala Gj ed rem ( 1 9 6 9 ) 0 . 42 5 m. o . M PHS Dala Gj edrem ( 1 9 6 9 ) 0 . 46 5 m.o . F PHS Dala Gj edrem ( 1 9 6 9 ) 0 . 50 DDR Me r in o Bea t t ie ( 1 9 6 2 ) 0 . 43 DDR Me r i no Brown and Turner ( 1 9 6 8 ) 0 . 49 1 y.o. ( unadj u s t e cl. ) PHS Rambo u i l le t Bas s e t t e t a l . ( 1967) 0 . 46 1 y.o. ( a dj u s t e d ) PHS Rambo u i l l e t Bas se t t e t a l . ( 1967 ) 0 . 37 1 y.o. ISC Corr i e d a l e Ka t ada and Takeda ( 1 9 6 2 ) 0 . 69 1 y.o. PHS Kivi r c i k Oz can ( 1 9 7 1 ) 0 . 59 1 y.o. ISR Kiv i r c i k O z can ( 1 9 7 1 ) 0 . 67 1 y.o. DDR Kivir c i k Oz can ( 1 9 7 1 ) ( 1 9 64 ) 0 . 49 14 o. PHS Perendale E l l io t t 0 . 35 14 m. o . DDR P e r end a l e E l l io t t ( 1 9 7 5 ) 0 . 22 POR Mer i no Mo rley ( 1 9 5 0 ) 0.21 POR Me r ino Mo rley ( 1 9 5 1 ) PHS Mer ino Mo rley ( 1 9 5 1 ) 0 . 56 POR Me r ino Mo rley ( 1 9 5 5 a ) 0 . 52 PHS Me r ino Mo rley ( 1 9 5 5 a ) 0 . 24 m. 1 y.o. ( 19 7 5 ) ( 1954) 55 . TABLE 1 : ( c o n t inued ) E s t imate Age and remarks 1 Me thod of e s t imat ion 2 Breed Re f e rence Mean f ib r e d i ame t er 0 . 47 1 6 m. o . DDR Me r ino Brown and Turner ( 1 9 6 8 ) 0 . 70 30 m. o . DDR Pohvarth Mul l aney e t a l . ( 1970) 0 . 46 1 8 m. o . DDR Polwarth Mu l l aney e t al . ( 1970) 0 . 59 3 0 m. o . DDR Corriedale Mu l l aney e t al . ( 1970) 0. 49 18 m.o. DDR Cor r i edal e Mu l l aney e t a l . ( 1 970) 0 . 64 30 m . o . DDR Me r ino Mu l l aney e t a l . ( 1970) 0 . 46 1 8 m. o . DDR Me r ino Mu l l aney e t a l . ( 1 9 70) 0 . 44 30 m . o . DDR Pohva r t h Mullaney e t a l . ( 1 970) 0 . 30 18 m. o . DDR Polwa r t h Mullaney e t a l . ( 1970) 0 . 56 3 0 m. o . DDR Corriedal e Mul l aney e t a l . ( 1970) 0 . 44 18 m . o . DDR Cor rie dale Mu l laney e t a l . ( 1970) 0 . 62 30 m . o . DDR Me r ino Mu llaney e t a l . ( 1970) 0 . 1-+ 9 1 8 m. o . DDR He r i no Mu l l aney e t a l . (1 970) 0 . 45 1 6 m. o . F DDR Merino Young e t a l . ( 1 960) 0. 12 16 m . o . M DDR Me r i no Young e t a l . ( 1 960) 0 . 34 1 y.o. M DDR Merino Young e t a l . ( 1 9 60 ) 0 . 35 1 y.o. F DDR Navaj o Hall e t a l . DDR N . Z . Romney McMah on ( 1 9 4 3 ) 0 . 35 ( 1964) 0 . 34 5 m. o . S PHS Dala Gj edrem ( 1 9 6 9 ) 0 . 47 5 m. o . T PHS Da la Gj edrem ( 1 9 6 9 ) 0 . 53 5 m. o . DDR Dala Gj edrem ( 1 9 6 9 ) 0 . 39 5 m. o . PHS Dala Gj edrem ( 1 9 6 9 ) 0 . 45 5 m. o . M PHS Dala Gj edrem ( 1 9 6 9 ) 0 . 38 5 m. o . F PHS Da la Gj e d rem ( 1 9 6 9 ) DDR Me r ino Bea t t i e ( 1 9 6 2 ) PHS Po l i sh Mer ino Nawara ( 1 9 7 1 ) 0 . 52 DDR Me r ino S ch incke l ( 1 9 5 8 ) 0 . 23 DDR Me r ino S e i t anova ( 1 9 6 6 ) 0 . 57 0 . 48 2 y.o. 0 . 33 2 y.o. PHS Chokla Bha s in and D e s a i ( 1 9 6 6 ) 0. 17 14 m. o . DDR N . Z . Romney Tripathy ( 1 9 6 6 ) PHS S . A . Romney Bo sman ( 1 9 5 8 ) 0 . 29 0 . 52 1 y.o. PHS Kiv i r c i k Oz can ( 1 9 7 1 ) 0.61 1 y.o. ISR Kiv i r c i k O z c an ( 1 9 7 1 ) 56 . TABLE 1 : ( con t inued ) Es t ima t e Age a nd remarks l Me thod o f e s t imat ion 2 Breed Re f e r e n c e Mean f ibre d iame t e r 0 . 65 y. o. DDR Kiv i r c ik Ozcan ( 1 9 7 1 ) 0 . 54 14 m . o . PHS Perendale E l l io t t ( 1 9 7 5 ) 0 . 47 14 m . o . DDR Perendale Ellio t t ( 1 9 7 5 ) 1 S tandard devia t i on o f t he f ibre d iame t e r 0.41 5 m. o . DDR Dala Gj ed rem ( 1 9 6 9 ) 0 . 42 5 m. o . PHS Dala Gj edrem ( 1 9 6 9 ) 0 . 54 5 m. o . M PHS Dala Gj edrem ( 1 9 6 9 ) 0. 31 5 m. o . F PHS Dala Gj edrem ( 1 9 6 9 ) 0. 61 5 m.o. S PHS Dal a Gj ed rem ( 1 9 6 9 ) 0 . 48 5 m. o . T PHS Dala Gj edrem ( 1 9 6 9 ) Qua l i ty number 0 . 60 30 m . o . DDR P o lwarth Mullaney e t a l . ( 19 70) 0 . 36 18 m . o . DDR P o lwarth Mul laney e t a l . ( 1970) 0.51 30 m . o . DDR Cor r i e d a l e Mullaney e t a l . ( 19 70 ) 0 . 38 18 m . o . DDR Corriedale Mu l laney e t a l . ( 1970) 0 . 43 30 m . o . DDR Merino Mullaney e t a l . ( 1970) 0 . 35 18 m.o. DDR Me r ino Mu llaney e t a l . ( 1970) 0 . 54 30 m . o . DDR P o lwar t h Mu llaney e t a l . ( 19 70 ) 0 . 36 18 m.o. DDR P o lwa r t h Mul l aney e t a l . ( 1970) 0 . 39 30 m . o . DDR Corriedale Mu llaney e t a l . ( 19 70) 0 . 37 1 8 m. o . DDR Corriedale Mul laney e t a l . ( 1970) 0 . 33 30 m . o . DDR Me r ino Mullaney e t a l . ( 1970) 0 . 32 18 m. o . DDR Me rino Mullaney e t a l . ( 19 70 ) PHS Texel Koo i s t ra e t a l . ( 1966) 0 . 44 0 . 26 14 m.o. PHS P e r endale E l l io t t ( 1 9 7 5 ) 0.31 14 m . o . DDR P e r end a l e E l l io t t ( 1 9 7 5 ) 0 . 37 1 4 m. o . DDR N . Z . Romn e y Rae ( 1 9 4 6 ) 0.41 1 4 m. o . DDR N . Z . Romney Rae ( 1 9 4 8 ) 0 . 27 1 4 m. o . DDR N . Z . Romney Rae ( 1 9 5 0 ) 0 . 47 14 m. o . PHS N . Z . Romney Rae ( 1 9 5 8 ) 0 . 27 14 m. o . DDR N . Z . Romney Rae ( 1 9 5 8 ) 0 . 34 1 4 m. o . DDR N . Z . Romn e y Rae ( 1 9 5 8 ) 57 . TABLE 1 : ( co n t i nued ) Es t ima t e Age an d r emarks 1 Method o f es t imat ion 2 B r e ed Re f e r ence Crimps per inch / cent ime t e r 0 . 40 30 m . o . DDR P o lwar t h Hul l aney e t a l . ( 1970) 0 . 16 1 8 m. o . DDR P o lwar t h Mul laney e t a l . ( 1970) 0. 27 30 m.o. DDR C o r r i edale Hul l aney e t a l . ( 1970) 0 . 34 18 m.o. DDR C o r r i edale Mul l aney e t a l . ( 1 970) 0 . 35 30 m.o. DDR Me r i no Mu l l aney e t a l . ( 1 970) 0. 13 18 m.o. DDR M e r ino Nul laney e t a l . ( 1970) 0 . 24 30 m.o. DDR P o lwa r t h Mul laney e t a l . ( 1970) 0 . 22 18 m . o . DDR P o hvar t h Mul laney e t a l . ( 1 970) 0.21 30 m.o. DDR C o r r i edale Mul laney e t a l . ( 1970) 0 . 25 18 m.o. DDR C o r r iedale Mull aney e t a l . ( 1970) 0 . 22 30 m.o. DDR Me r ino Mu l l aney e t a l . ( 1970) 0 . 09 18 m . o . DDR Mer ino Mul laney e t a l . ( 1970) 0 . 36 16 m.o. F DDR Me r i no Young e t a l . ( 1 960) 0.51 16 m . o . M DDR Her i no Young e t a l . ( 1960) 0 . 43 1 y.o. M DDR M e r ino Young e t a l . ( 1 960) 0 . 40 POR Me r ino Morley ( 1 9 5 0 ) 0 . 28 PHS Mer i no Mo rley ( 1 9 5 5 a ) 0 . 47 POR Me r i no Mo rley ( 1 9 5 5 a ) 0 . 57 DDR Mer ino Beat t i e ( 1 9 6 2 ) 0 . 16 PHS Po l i sh Mer ino Nawa r a ( 1 9 7 1 ) DDR Mer ino Brown and Turner ( 1 9 6 8 ) DDR Merino S chinckel ( 1 9 5 8 ) 0 . 45 16 m. o. 0 . 40 0 . 24 2 y.o. PHS Chokla Bh asin and D e s a i ( 1 9 6 6 ) 0 . 72 14 m. o . DDR N . Z . Romn ey Tr ipa t hy ( 1 9 6 6 ) PHS S . A . Mer ino Bo sman ( 1 9 5 8 ) 0. 31 Charac t e r gr ade 0 . 49 30 m . o . DDR P o lwa r th Mu l l aney e t a l . ( 1970) 0 . 78 18 m. o . DDR P o lwa r t h Mul l aney e t a l . ( 1970) 0 . 45 3 0 m. o . DDR Corriedale Mu l l aney e t a l . ( 1970) 0.41 18 m. o . DDR Co r r i e d a l e Mul laney e t a l . ( 1970) 0 . 54 30 m . o . DDR Mer i no Mul l aney e t a l . ( 1970) 0 . 43 18 m. o . DDR Me r i n o Mul l aney e t a l . ( 1970) 58 . TABLE 1 : ( co n t inue d ) Es t ima t e Age and remarks 1 Me thod o f e s t ima t io n 2 B reed Re f e rence Cha r a c t e r grade 0 . 39 30 m . o . DDR Polwarth Mul laney e t a l . ( 1970) 0. 39 18 m. o . DDR Polwar t h Mul l aney e t a l . ( 1970) 0 . 44 3 0 m. o . DDR Cor r i e dale Mu l l aney et a l . ( 1970) 0 . 37 18 m. o . DDR Cor r i edale Mul l aney et a l . ( 1970) 0 . 42 30 m . o . DDR Mer ino Mul l aney e t a l . ( 1970) 0 . 32 18 m . o . DDR Me r ino Mul l aney e t a l . ( 1970) PHS Me r ino Mor l e y ( 1 9 5 5b ) 0 . 38 0 . 66 1 y.o. PHS Columb ia Balch ( 1 9 6 5 ) 0 . 23 14 m. o . PHS Perendale E l l io t t ( 1 9 7 5 ) 0 . 23 14 m. o . DDR Pe rend ale E l l io t t ( 1 9 7 5 ) 0. 16 14 m. o . DDR N . Z . Romney Rae ( 1 9 4 6 ) 0 . 1:5 14 m. o . DDR N . Z . Romney Rae ( 1 9 4 6 ) 0 . 27 14 m . o . ( s ide ) DDR N . Z . Romney Rae ( 1 9 4 8 ) 0 . 20 14 m . o . ( f ore quar t e r ) DDR N . Z . Romney Rae ( 1 9 4 8 ) 0. 38 14 m. o . (h ind quar t e r ) DDR N . Z . Romney Rae ( 1 9 4 8 ) 0. 12 14 m. o . PHS N . Z . Romney Rae ( 1 9 5 8 ) 0 . 22 14 m. o . DDR N . Z . Romney Rae ( 1 9 5 8 ) 0. 16 14 m: o . DDR N . Z . Romney Rae ( 1 9 5 8 ) 0 . 25 14 m. o . DDR N . Z . Romney Rae ( 1 9 5 8 ) Han d l e gr ade 0 . 10 18 m. o . DDR Mer ino Mul laney e t a l . ( 1970) 0 . 27 30 m . o . DDR Mer ino Mul laney e t a l . ( 1970) 0 . 25 18 m. o . DDR C o r r iedale Mul l aney et a l . ( 1970) 0 . 10 30 m . o . DDR C o r r iedale Mul laney et a l . ( 1970) 0 . 14 18 m. o . DDR P o lwar th Mul l aney et a l . ( 19 7 0 ) 0 . 37 30 m . o . DDR P o lwar t h Mul l aney et a l . ( 1970) 0 . 35 30 m. o . DDR Her ino Mul laney e t a Z . ( 1970) 0 . 25 1 8 m. o . DDR Me r ino Mul l aney e t a l . ( 1970) 0 . 28 1 8 m. o . DDR Corriedale Mul l aney e t a l . ( 1970) 0 . 08 30 m. o . DDR C o r r i edale Mul l aney e t a l . ( 1970) 59. TABLE 1 : ( con t inue d ) Es t ima t e Age and remarks 1 Me thod o f e s t imat ion 2 Breed Re f e r e n c e Hand l e gr ade 0 . 28 18 m. o . DDR P o lwa r t h Mul l aney e t a l . ( 1970) 0 . 56 30 m . o . DDR P o lwa r t h Mu l laney et a l . ( 1 970) 0 . 44 14 m. o . DDR N . z . Romney Rae ( 1 9 4 8 ) PHS Me r i n o Mo rley ( 1 9 5 5b ) DDR N . Z . Romney Rae ( 1 9 4 8 ) 0 . 30 Lus t re grade 0. 27 14 m . o . Greas� c o l our gr ade 0 . 38 30 m . o . DDR P o lw a r t h Mul l aney e t a l . ( 1970) 0 . 36 18 m . o . DDR P o bva r th Mu l l aney e t a l . ( 1970) 0 . 37 30 m . o . DDR C o r r iedale Mul l aney et a l . ( 1970) 0.41 18 m. o . DDR C o r r i e d a le Mu l l aney et a l . ( 1 970) 0 . 40 30 m . o . DDR M e r i no Mul l aney et a l . ( 19 70) 0. 28 18 m. o . DDR Me r i n o Mul l aney et a l . ( 1970) 0 . 24 30 m . o . DDR P o lwa r t h Mul laney e t a l . ( 1970) 0. 27 18 m. o . DDR P o lwarth Mul l aney et a l . ( 1 970) 0 . 29 30 m . o . DDR Corr i e d a l e Mu l l aney et a l . ( 1 970) 0 . 34 18 m. o . DDR C o r r i e d a le Mul laney et a l . ( 1 9 70) 0 . 32 30 m . o . DDR Me r i n o Mu l laney et a l . ( 1970) 0 . 29 18 m . o . DDR He r ino Mu l laney e t a l . ( 1970) 0 . 00 14 m. o . DDR N . Z . Romney Rae ( 1 9 4 8 ) PHS Me r i n o Mo r ley ( 1 9 5 5 b ) Me r i n o Jacks o n ( 1 9 7 3 ) 0 . 63 S co ured co lour grade 0. 20 16 m. o . 60 . c o t ted a r e a g rade and soundne s s grade in wo o l . Only one re f erence e ach on lus t r e grade and s c oured co lour gr ade of woo l by Rae ( 1 9 4 8 ) and Jackson ( 1 9 7 3 ) resp e c t ively were ava i l ab l e . I t appears t h a t a l l quant i t a t ive and qual i t a t ive woo l t r a i t s reported i n Tab l e 1 have modera t e l y h i gh he r i t ab i l i t y and e s t ima t e s range b e twe en 0 . 2 and 0 . 6 in mo s t cas e s . He r i t ab i l ity , b e ing a func t ion o f gene t i c varianc e , c o u l d change it s value w i t h any change in gene f r e q uency as a con s e quen c e of s e l e c t ion . Period i c re- e s t ima t io n of heri t ab i l i t y for t r a i t s of e conom i c imp o r t ance part icul a r ly for f lo c k s und er a r t i f i c i a l s e l e c t ion i s thus u s e ful . However , H i l l ( 1 9 7 4 ) remarked that gene e f f e c t s have to b e very large in rel a t i o n to the phenotypic s t ru1dard deviat ion b e f o r e gene t i c varianc e s are l ikely t o change marke dly i n the f i r s t few genera t ions . He s t a t e d that the gene r a l imp r e s s ion i s t h a t p r ed i c t ions b as ed on p r e s en t e s t ima t e s are u s e f u l f o r , s ay , f ive gener a t ions . A reas onable degree o f l ine a r i t y o f respons e i s thus a s sumed in t h e f ir s t f ew gene rat i o n s . No appre c iab l e change in he r i t ab i l i ty of clean wool weight in Me rinos was ob s erved by Brown and Turner ( 1 9 6 8 ) in the f l o cks wh i c h has b een und e r s e l e c t ion f o r t h i s t r a i t for 1 2 years . Con t rary to t h i s , P a t t i e and Barlow ( 19 7 4 ) rep o r t e d real i z e d h e r i t ab i l i t y of 0 . 5 3 and 0 . 1 1 f o r ewe s in the f ir s t two , and sub s equent three gene rat ions re s p e c t ive ly in a f lock a t T r an g i e Agr i cul tural R e s e a r c h S t a t ion , s e lec t ed f o r h igh c l e an f leece we i gh t . The correspond ing f i gure s f o r rams we r e 0 . 6 5 and 0 . 0 2 . Gene t ic c o r r e l a t ions Intra- t ra i t gene t i c corre la t ions S in c e Fal coner ( 1 9 5 2 , 1 9 6 0 ) e x t ended the conc e p t of gene t ic corre l a t i o n b e tween two t ra i t s (Haz e l , 1 9 4 3 ) , to the gene t i c c o r r e l a t ion 61 . b e tween phenotypes f o r the same t r a i t exp r e s s e d in two environmen t s , t he i d e a has b e e n widely r e cogn i z e d by q u an t i t a t ive gen e t i c i s t s . D i ckerson ( 1 9 6 2 ) p o i n t e d out t h a t the prob l ems p o sed by cons i d e r a t ion o f mo re than one ch ar a c t e r and mo r e than one env i r o nmen t in sel e c t i o n p ro gr ammes are quite s imi l a r . He e quated , in f ac t , the numb e r of charac t e r s t o the numb e r of envi r onmen t s and the c o r r e l a t i on b e tween cha r a c t e r s wi t h in ind ividuals t o corre l a t ion b e tween the pheno t y p i c exp r e s s i on o f the s ame t r a i t in d i f f e r e n t env i ronment s . On th e b a s i s o f Falcon e r ' s ( 1 9 5 2 ) the s i s , Rob e r t s o n ( 1 9 5 9 ) p r e s ented fo rmu l ae in t e rms o f me an s qu ares f o r e s t ima t ing the gene t i c c o r r e l a t ion o f t he p e r f o rman c e o f the s ame gen o t ype i n t wo o r mor e e nvi ronment s and Dicke r s on ( 1 9 6 2 ) p r e s e n t e d a s imi lar me thod f o r e s t ima t ing gene t i c co r r e l a t ion in t e rms o f gene t i c and geno t y p e e nvi ronmen t i n t e ract ion variance compon e n t s o b t a ined f rom the an a l y s i s o f va r ianc e . The approp r i a t e p roduct momen t e s t ima t e s o f gene t i c corre l a t ion b e obt ained f rom gene t i c comp onen t s o f variance and cova r i an c e f o r pair o f env i r onmen ts . can any However , when l a r ge numbers o f envi r onmen t s a r e invo lve d , i t would b e mo r e conven i e n t t o es t ima t e the ave r a g e d e gr e e o f gene t i c corre l a t ion from t h e ord inary componen t s o f var i an c e f o r geno t y p e s ( o � � a c ro s s env i r onme n t s ) and f o r int e r a c t ion ( o E I ) i n t r a c l as s me t ho d . b y the I t was , howeve r , o b s e rved that GE l i s l ike l y t o be s omewhat ove re s t imated and the gene t i c repea tab i l i t y or c o r r e l a t ion b e tween env ir onme n t s is und e re s t ima t e d , i n any analy s i s o f a c t ua l p e r f o rman c e d a t a , becau s e any gene t i c o r env i ronmental e f f e c t s t h a t a r e no t s t r ic t ly a dd i t ive ( i . e . , mul t ip l i c a t ive o r p roport i o n a l devi a t ions f rom a dd i t ive e f fe c t s ) w i l l con t r i b u t e to the e s t ima t e s of i n t e r a c t ion 62. var i anc e . D i cker s on ( 1 9 6 2 ) and Yamada ( 1 9 6 2 ) wo rked o u t the n e c e s sary a l gebra f o r adj u s t ing the in t e ra c t ion comp one n t s of var i anc e in r andom and mi �e d s t a t i s t i c a l mo d els r e s p e c t ive ly so that the u s e o f adj u s t e d va lue in the intrac l a s s c o r r e l a t ion makes t h i s c o rre lat ion iden t i c a l w i t h t h e average p roduce moment co e f f ic ient b e tween t h e same geno t y p e in each o f t h e mac roenv i r o nmen t s . The ad j u s tmen t i s made f o r any impor t an t var i a t ion be twe e n env ironment s in t h e s cale o f gene t i c e f f e c t s . Th ere are no t many r e p o r t s o f magn i t ud e s o f gene t i c correlat ions b e twe en envi ronme n t s f o r charac t er s o f e conom i c impo r t ance in sheep and t hese have been d i s c u s s ed ind iv idually in t he p revious s e c t ion . c o r re l at ions rep o r t e d d id not devia t e marke d l y f r om uni t y . The Rob e r t s on ( 1 9 5 9 ) exp l a ined th at t h e e s t ima t e of t he gene t i c cor r e l a t ion b e tween p e r f ormanc e in two o r mo r e envi ronme n t s as a quan t itat ive exp r e s s ion o f GEl i s o f value in giving a me asure o f p r ac t i c a l r a ther than s t a t i s t i c a l s i gn i f i canc e . He sugge s t ed that an e s t ima t e o f r e around 0 . 8 wo uld b e o f b io l o g i c a l o r agr i c u l t u r a l imp o r t an c e and no r e su l t s would b e wo r t h cons ide r in g unl es s a gene t i c c o r r e l a t ion o f 0 . 6 o r l e s s wh ich i s s igni f i cant ly d i f f e r ent f r om un i t y , is d e t e c t ed . In t e r- t r a i t gen e t i � c o r r e l a t ions To th i s po int , in the review of l i t e ra t ur e the conc e p t of gene t i c c o r relat ion has been l imi t e d t o the p e r f o rman c e o f the same geno t y p e s f o r a t r a i t in sheep i n two d i f f e rent env i ronmen t s a s a quan t i t a t ive e x p r e s s ion of GE l . Howeve r , gene t i c a s s o c iat ion among d i f f e r e n t char a c t e r s are i mp o r t an t i n fo rmula t in g s e l e c t ion p lans . The s e are an o u t come o f p le i o t rop i c e f f e c t s o f gene s and t o a minor d e g r e e o f l inkage o r s e l e c t ion w i th varying emphas i s on t h e d i f f e r ent charac t e r s i n many i n t e r b r e e d i n g 63. group s o f a p o p u l a t ion . Turner ( 1 9 7 7 ) s t a t e d t hat gen e t i c c o rrelat ions are used in deve lopme n t o f b re e d ing p l ans t o ind icat e wha t o th e r charac t e r i s t i c s a re l ike ly t o change in f u t u r e genera t i ons b e s i d e s those und e r s e le c t io n , to d e c ide wha t coun t e r s e l e c t ion migh t b e needed to p revent such changes and to d e c i d e whe th e r an eas ily-measured charac t e r can b e used a s a sel e c t i on c r i t e r i a t o ob t a in gene t i c gains in s t ead o f o n e mo re d i f f i cu l t (or mo re expens ive ) t o me a s ure . The gene t i c corre l a t ions as repo r t ed by var ious wo rkers among t he t r a i t s re levan t t o this wo rk f o r d i f f e re n t b r eeds of sh eep are p r e s e n t e d i n Tab le 2 . cova r i anc e s . They are mo s t ly e s t ima t e d f rom daughte r-dam o r hal f - s i b Gen e t i c correla t i ons among t ra i t s of in t e r e s t in t h i s wo r k have no t b ee n a s t hor oughly inve s t i g a t ed as have he r i t ab i l i t i e s . Tab l e 2 g ive s the informat ion for the t ra i t s t h a t have b e e n s t ud i e d ext ens ive ly . No informa t ion was ava i l a b l e on gene t i c c o r r e l a t ions for c l ean wool \ve i gh t / un i t skin area , t o t a l c r imp number , t ip p in e s s grade , lus t r e grade , s coured co lour grade , d i s co loured area grad e , c o t t i n g gra d e , co t t ed area grade and soundne s s grade in wo ol . Gene t i c corre l a t i ons , as in t he c a s e of her i t abi l i t y , may ch3nge und e r s e l ec t i on . Not only the degree b u t the d i rect ion may chan g e . Turner and Young ( 1 9 6 9 ) emph a s i s e d that in any s e le c t i o n p r o g r amme re- e s t ima t e s shou l d be mad e at int erva l s o f a few year s . Chan g e s in s ome gene t i c c o rr e l a t ions in groups of Au s t ral ian Merino s und e r s e le c t ion for h i gh c l ean woo l we i gh t for 12 years were obs e rved b y B rown and Turner ( 1968) . The gene t i c co r r e l a t ion b e t ween c l ean woo l we i gh t and f i b re numb e r de creas e d f rom +0 . 4 t o 0 wh i l e r weigh t increased f rom 0 . 2 t o U . 5 . also increased in magni t ud e ; G f o r c l ean woo l we i gh t and body Two negat ive gene t i c c o r r e l a t i on s f ibre numb e r x f ib r e d iame t er f rom - 0 . 6 t o - 0 . 8 and f ib r e numb e r x f ibre vo lume f rom - 0 . 5 t o - 0 . 9 . 64 . TABLE 2 : S ome pub l i shed e s t ima t e s of gen e t i c cor r e l a t i o n s be twe en various char ac t e r i s t i c s for l ive-we igh t , wo o l quan t i t y and qua l i ty in sheep Tra i t s 1 Es t ima t e LW GFW x A ge 2 Me thod o f B ree d e s t imat ion 3 -0 . 0 3 PHS Mer ino Mor l e y ( 1 9 5 5 a ) -0 . 1 1 POR Mer ino Mo r l e y ( 1 9 5 5 a ) PHS Rambo u i l l e t Bas s e t t et a l . PHS Ramb o u i l l e t Bur f e n i n g e t a l . DDR Navaj o Ha l l et a l . DDR Me rino Be a t t i e ( 1 9 6 2 ) 0 . 77 14 m . o . 0 . 45 - 0 . 07 1 y.o. - 0 . 20 Ul 1 Y x LW SL S FD CV QN CPI CHG GCG SL DDR POR ( 1 964 ) DDR Me r ino Brown and Turner ( 1 9 6 8 ) -0 . 07 1 4 m. o . PHS Perend a l e Ell io t t ( 1 9 7 5 ) 0 . 18 14 m . o . DDR Perend a l e Ell io t t ( 1 9 7 5 ) 0.41 5 m. o . PHS Dala Gj edrem ( 1 9 6 9 ) PHS Mer ino Nawara ( 1 9 7 1 ) DDR N . Z . Romney Tripa thy ( 1 9 6 6 ) -0 . 08 POR Me r i no Mo rley ( 1 9 5 5 a ) 0 . 44 PHS Mer ino Mo r ley ( 1 9 5 5 a ) 0. 11 DDR Me r ino Beat t i e ( 1 9 6 2 ) 14 m . o . 0 . 09 16 m . o . DDR Me r i no Brown and Turner ( 1 9 6 8 ) 0 . 65 1 8 m. o . DDR P o lwa r t h Mul l aney e t a Z. ( 1 9 7 0 ) 0 . 28 30 m . o . DDR Po lwarth Mul l aney_ e t a l. ( 1 9 7 0 ) 0. 11 18 m. o . DDR Me r ino Mul l aney e t a L ( 1 9 7 0 ) 0 . 16 30 m . o . DDR Me r ino Mullaney e t a L ( 1 9 7 0 ) Live-we i gh t , GFW = Greasy f l e e c e we i gh t , Y C l e an s coured y i e l d , S t a p l e length , MFD = Mean f ib r e d iame t e r , S tandard dev i a t ion o f the f ib r e d i ame t er , Coe f f i c ient o f var i a t ion o f f ib r e d iame t e r , CPC C r imp s p e r cen t ime t e r , Qua l i t y numb e r , Cr imp s p e r inch , TCN To t al c r imp number , Chara c t e r grade , HG Han d l e grade , Greasy c o lour grade , S CG S coured co l our grad e 2 m . o . = mon t h s o l d , 3 ( 1 9 71 ) 16 m. o . 0 . 54 x ( 1967) 0 . 26 0 . 44 LW Re f e r ence y . o . = years o ld Daugh t e r-dam r e g re s s ion , PHS P a r e nt - o f f s p r in g r e g r e s s ion Pat e rn a l ha l f- s ib , 65 . TABLE 2 : ( co n t i nued ) Tr a i t s 1 Es t ima t e LW x x 2 Me thod o f B ree d e s t ima t ion 3 Re f erence -0 . 1 5 30 m . o . DDR Co r r i edale Mu l l aney et a l . ( 1970) 0 . 07 18 m. o . DDR C o r r i edale Mul l aney e t a l . ( 1970) -1. 11 POR Me r i no Mor l e y ( 1 9 5 0 ) -0 . 2 5 PHS Me r ino Mor l e y ( 1 9 5 5 a ) -0 . 2 6 POR Me r in o Mor l e y ( 1 9 5 5 a ) 1 6 m. o . DDR Me r i n o Brown and Turne r ( 1 9 6 8 ) 1 4 m. o . 0. 52 ( unadj us t e d ) PHS Rambou i l l e t Bas s e t e t a l . ( 196 7 ) 0 . 47 ( adj u s t ed ) 1 4 m. o . PHS Rambouil l e t Bas s e t e t al . ( 1 96 7 ) -0 . 0 6 14 m. o . PHS P e rendale El l i o t t ( 1 9 7 5 ) 0 . 22 14 m. o . DDR Perendale Ell i o t t ( 1 9 7 5 ) 0 . 09 5 m. o . PHS Dala Gj ed r em ( 1 9 6 9 ) 0.21 1 4 m. o . DDR N . Z . Romn e y T r ip a thy ( 1 9 6 6 ) -0 . 1 6 1 y.o. DDR Navaj o Hal l e t a l . -0 . 0 1 5 m.o. PHS Dala Gj ed r em ( 1 9 6 9 ) DDR Me r i no Beat t i e ( 1 9 6 2 ) SL -0 . 0 6 LW A ge MFD 0 . 00 ( 1964) 0. 12 16 m. o . DDR Me r ino B rown and Turn er ( 1 9 6 8 ) -0 . 0 2 14 m. o . PHS P e rendale Elliot t ( 1 9 7 5 ) 0 . 00 14 m . o . DDR P e rendale El l i o t t ( 1 9 7 5 ) 0 . 16 14 m . o . DDR N . Z . Romney Tr ipa t h y ( 1 9 6 6 ) 5 m. o . PHS Dala Gj edrem ( 1 9 6 9 ) DDR Me r i no Beat t ie ( 1 9 6 2 ) LW x S FD 0 . 27 LW x CV 0 . 18 LW X QN 0 . 37 14 m. o . PHS Perend ale E l l io t t ( 1 9 7 5 ) -0 . 1 0 14 m . o . DDR Perendale El l io t t ( 1 9 7 5 ) 0. 12 POR Me r ino Mo r ley ( 1 9 5 0 ) -0 . 0 2 PHS Her ino Ho r ley ( 1 9 5 5 a ) 0 . 05 POR Her in o Hor l ey ( 1 9 5 5 a ) 0. 15 DDR He r i n o Bea t t ie ( 1 9 6 2 ) Ul X CPC/ CP I 0 . 07 1 6 m. o . DDR Her ino Brown and Turner ( 1 9 6 8 ) - 0 . 05 1 4 m. o . DDR N . Z . Romney T r i p athy ( 1 9 6 6 ) 66. TABLE 2 : ( cont inued ) Traits 1 Es t ima t e x 0 . 21 LW CHG LW x HG LW x GCG GFW GFW x x Y He thod o f Breed e s t ima t i on 3 Re f erence PHS Herino Mo r le y ( 1 9 5 5b ) -0 . 4 7 14 m. o . PHS Perendale El l i o t t ( 1 9 7 5 ) -0 . 3 1 14 m. o . DDR Perendale Ell i o t t ( 1 9 7 5 ) -0 . 09 PHS He r ino Ho r l e y ( 1 9 5 5 b ) 0. 11 PHS He r i n o Ho r ley ( l 9 5 5 b ) DDR Me r i no S ch in ck e l ( 1 9 5 8 ) 0 . 06 DDR He r ino Beat t i e ( 1 9 6 2 ) - 0 . 22 PHS He r ino Mor l e y ( 1 9 5 5 a ) - 0 . 05 POR Me r i no Mo r l ey ( l 9 5 5 a ) -0 . 09 SL Age2 16 m . o . 0 . 03 18 m. o . DDR Corriedale Mu 1 lane y e t a l . ( 1970) 0 . 75 18 m. o . DDR P o lwa r t h Mul l aney e t a l . ( 1970) 0 . 40 30 m . o . DDR P o lwar t h Mul laney e t a l . ( 1970) -0 . 1 8 18 m. o . DDR Mer ino Mu l l aney e t a l . ( 1970) -0 . 27 30 m. o . DDR Mer ino Hul l aney e t a l . ( 1 970) - 0 . 25 30 m . o . DDR Corriedale Mul l aney e t a l . ( 1970) -0 . 49 1 y. o . PHS Rambou i l l e t Vesely e t a l. . ( 1970) 0 . 30 1 y.o. PHS Romn e l e t Vesely e t a l . ( 1970) 0 . 40 14 m. o . DDR N . Z . Romney T r i p a t hy ( 1 9 6 6 ) 0 . 45 5 m.o . DDR Dala Gj edrem ( 1 9 6 9 ) 0 . 08 1 y.o. DDR Navaj o Hall e t a l . 0 . 40 15 m. o . PHS Tar ghe e O sman and B r a d f o r d ( 1 9 6 5 ) 0 . 17 PHS Mer ino Mo r ley ( 1 9 5 5 a ) - 0 . 02 POR Mer ino Mo r l ey ( 1 9 5 5 a ) PHS Ramboui l l e t Basse t t e t a l . ( 1967 ) 1 y.o. PHS Ramb o u i l l e t B as s e t t e t a l . ( 1967) 0 . 20 1 8 m. o . DDR Corriedale Mul l aney e t a l . ( 1970) 0 . 47 18 m . o . DDR P o lwa r th Mul laney e t a l . ( 1970) 0 . 29 30 m . o . DDR P o lwar th Mul l aney e t a l . ( 1970) 0. 13 18 m. o . DDR Me r ino Mul l aney e t a l . ( 1970) 0 . 56 1 y.o. ( unadj u s t e d ) 0 . 75 (adj u s t e d ) ( 1 964) 67 . TABLE 2 : ( cont inue d ) Tra i t s 1 Es t imat e A ge 2 Method o f B r e ed e s t ima t io n 3 0 . 17 30 m. o . DDR Mer ino Mul laney e t a l . ( 1970) 0 . 18 30 m. o . DDR Corr iedale Mu llaney et a l . ( 1 970) 0 . 25 1 4 m. o . DDR N . Z . Romney Rae ( 1 9 5 8 ) 0 . 60 14 m.o. PHS N . Z . Romn e y Rae ( 1 9 5 8 ) 0. 2 1 1 4 m. o . DDR N . Z . Romney Rae ( 1 9 5 8 ) 0.26 1 4 m. o . DDR N . Z . Romney Ra e ( 1 9 5 8 ) - 0 . 38 1 y.o. PHS Ramb o u i l l e t Ve s e l y e t a l . ( 1970) 0 . 70 1 y.o. PH S Romn e l e t Ve s e l y e t a l . ( 1 970) DDR Me r ino Bea t t i e ( 1 9 6 2 ) 0 . 70 GFW x MFD Re ference 0 . 29 16 m. o . DDR Me r ino Brown and Turner ( 1 9 6 R ) 0 . 76 14 m. o . PHS Perendale E l l io t t ( 1 9 7 5 ) 0 . 44 14 m. o . DDR Perendale E l l io t t ( 1 9 7 5 ) 0 . 14 18 m . o . DDR Co r r i e d a l e Mull aney e t a l . ( 1970) 0. 19 30 m . o . DDR Co r r i e d a l e Mull aney e t al . ( 1 9 70 ) 0 . 08 18 m. o . DDR Polwa r t h Mul l aney e t a l . ( 19 70) '0 . 4 0 30 m . o . DDR Polwa r t h Mull aney e t a l . ( 1970) 0 . 47 18 m.o. DDR Me r in o Mu l l aney et a l . ( 1970) 0 . 43 30 m. o . DDR Me r in o Mul l aney et a l . ( 1970) PHS Chokla Bhasin et a l . 0. 19 ( 1 964) -0 . 1 0 1 y.o. PHS Navaj o Ha ll e t a l . 0 . 23 5 m. o . PHS Da l a Gj edrem ( 1 9 6 9 ) DDR Me r ino Beat t i e ( 1 9 6 2 ) 0. 19 ( 1968) 0. 13 16 m. o . DDR Merino Brown and Turner ( 1 9 6 8 ) 0 . 43 14 m. o . PHS Perendale E l l io t t ( 1 9 7 5 ) 0 . 44 14 m. o . DDR Peren d a l e Elliott ( 1975) 0 58 14 m . o . DDR N . Z . Romney T r i pathy ( 1 9 6 6 ) 5 m. o . PHS Dala Gj e d rem ( 1 9 6 9 ) DDR Mer ino Beattie ( 1 9 6 2 ) . GFW x SFD 0 . 35 GFW x CV 0 . 15 68 . TABLE 2 : ( cont inued ) Es t ima t e GFW x QN A ge 2 Method o f B ree d e s t imat i o n 3 -0 . 49 18 m . o . DDR C o r r iedale Mu l laney et a l . ( 1970) -0 . 55 18 m . o . DDR P o lwar th Mul l aney et a l . ( 1970) -0 . 66 30 m. o . DDR P o lwarth Mu l laney et a l . ( 1970) -0 . 75 18 m. o . DDR M e r ino Mu llaney e t a l . ( 1 970) -0 . 5 3 30 m . o . DDR Me r ino Mu l l aney et a l . ( 1970) -0 . 48 30 m . o . DDR C o r r iedale Mul laney e t a l . ( 1970) -0 . 47 14 m . o . DDR N . Z . Romn e y Rae ( 1 9 5 8 ) -0 . 62 14 m . o . PHS N . Z . Romney Rae ( 1 9 5 8 ) -0 . 47 14 m . o . DDR N . Z . Romney Rae ( 1 9 5 8 ) -0 . 49 14 m . o . DDR N . Z . Romney Rae ( 1 9 5 8 ) -0 . 48 14 m . o . PHS P e r endale Ell io t t ( 1 9 7 5 ) 0 . 09 14 m. o . PHS P e rendale E l l io t t ( 1 9 7 5 ) PHS Texe l Ko o i s t ra e t a l . ( 1966) -0 . 42 GFW GFW x x Re f e rence CPC/ - 0 . 6 1 CPI -0 . 6 7 18 m . o . DDR Corr i edale Mul l aney e t a l . ( 1970) 18 m . o . DDR P o lwarth Mull aney et a l . ( 1 970) -0 . 7 9 30 m. o . DDR P o lwarth Mu l l aney e t a l . ( 1 970) -0 . 99 18 m . o . DDR Me r in o Mul laney e t a l . ( 1970) -0 . 7 7 30 m . o . DDR Me r in o Mu l l aney e t a l . ( 1970) -0 . 3 5 30 m . o . DDR Cor r i edale Mu l l aney e t a l . ( 1970) -0 . 5 6 POR Me r in o Mo rley ( 1 9 5 5 a ) -0 . 06 PHS Me r i no Mo r l ey ( 1 9 5 5 a ) -0 . 38 PHS Cho k l a Bhas i n e t a l . -0 . 87 DDR Me r ino Beat t ie ( 1 9 6 2 ) CHG ( 1 968) -0. 20 16 m . o . DDR Mer ino Brown an d Turner ( 1 96 8 ) -0. 13 14 m . o . DDR N . Z . Romney Tr ipathy ( 1 9 6 6 ) 0 . 09 30 m . o . DDR Corriedale Mull aney e t a l . ( 1970) 0 . 32 18 m. 0 . DDR C o r r i e dale Mu l laney e t a l . ( 1 9 7 0) 0 . 43 18 m . o . DDR P o lwar th Mullan ey e t a l . ( 1 97 0) 0 . 29 30 m . o . DDR P o lwar t h Mullaney e t a l . ( 1970) -0 . 54 18 m. o . DDR Mer in o Mullaney e t a l . ( 1970) -0 . 27 30 m. o . DDR Mer i n o Mul l aney e t a l . ( 1970) -0 . 16 14 m . o . DDR N . Z . Romney Rae ( 1 9 5 8 ) 0 . 09 14 m . o . DDR N . Z . Romney Rae ( 1 9 5 8 ) 69 . TABLE 2 : ( c o n t inued) Tra i t s 1 Es t ima t e GFW x CHG A ge 2 Me t ho d o f B ree d e s t ima t i on 3 0 . 08 14 m. o . DDR N . Z . Romney Rae ( 1 9 5 8 ) 0. 27 14 m. o . DDR N . Z . Romney Ra e ( 1 9 5 8 ) PHS Me r ino Mor l e y ( 1 9 5 5 b ) -0 . 0 6 GFW x HG 0 . 52 14 m. o . PHS P e r endal e El l io t t ( 1 9 7 5 ) 0 . 32 14 m. o . DDR Pe r endale El l io t t ( 1 9 7 5 ) 0 . 08 1 8 m. o . DDR C o r r iedale Mul l aney et a l . ( 1970) -0 . 8 7 18 m. o . DDR Po lwarth Mul l aney et a l . ( 1 970 0 . 08 30 m . o . DDR Po lwar th Mu l l an e y e t a l . ( 1970) -0 . 7 0 1 8 m. o . DDR Me r ino Mu l laney e t a l . ( 1970) -0 . 4 7 30 m. o . DDR Me r ino Mul laney e t a l . ( 1 970) -0 . 5 3 30 m. o . DDR Co r r i ed a l e Mu l laney et al . ( 1970) PHS Mer ino Mo r l e y ( 1 9 5 5 b ) 0 . 15 GFW x GCG -0 . 3 0 1 8 rn . o . DDR C o r r i edal e Mu l l aney e t a l . ( 1 970) 0 . 70 18 m. o . DDR Po lwarth Mu l l aney et a l . ( 1970) 0. 10 30 m . o . DDR P o lwarth Mul l aney et a l . ( 1970) -0 . 4 2 18 m. o . DDR Me r ino Mul lane y e t a l . ( 1970) -0 . 35 30 m. o . DDR Mer ino Mu l l aney e t a l . (1 970) -0 . 45 30 m . o . DDR C o r r i edale Mu l l aney e t a l . ( 1970) PHS Mer ino M o rl ey ( 1 9 5 5 b ) DDR Me r i no Brown and Turner ( 1 9 6 8 ) 0 . 54 DDR Me r ino Beat t ie ( 1 9 6 2 ) 0 . 66 PHS Ramb o ui l l e t Vesely e t a l . ( 1970) 0 . 32 PHS Romn e l e t Vesely e t al . ( 1970) -0 . 2 8 Y x SL R e f e r en c e 0 . 36 16 m . o . 0 . 57 18 m. o . DDR Po lwar t h Mul l aney et a l . ( 1970) 0 . 27 30 m . o . DDR P o lwar t h Mul l an e y e t a l . ( 1 970) 0 . 42 1 8 m. o . DDR Me r ino Mul laney et a l . ( 1 970) 0 . 36 30 m. o . DDR Mer ino Mul l aney e t a l . ( 1970) 0 . 23 3 0 rn . o . DDR C o r r i edale Mul laney e t a l . ( 1970) 0.41 1 8 m. o . DDR Corr i edale Mul l aney et a l . ( 1970) 0 . 63 POR Mer ino Mo r ley ( 1 9 5 5 a ) 0 . 27 PHS Mer ino Morley ( 1 9 5 5 a ) 70 . TABLE 2 : ( cont i n ue d ) E s t ima t e Y x MFD A ge 2 Method o f Br e ed e s t ima t i o n 3 Re f e r e n c e 0. 15 18 m . o . DDR Polwa r t h Mullaney e t a Z . ( 1 970) 0.01 30 m . o . DDR Po lwarth Mu llaney e t a Z . ( 1970) -0 . 0 3 18 m.o. DDR Me r i n o Mu llaney e t a Z . ( 1970) - 0 . 24 30 m.o. DDR Me r ino Mul laney e t a Z . ( 1970) 0 . 23 30 m. o . DDR Co r r i e d a l e Mu l laney e t aZ . ( 1970) 0 . 27 1 8 m. o . DDR Corriedale Mu l l aney e t a Z . ( 1 970) DDR Me r i n o Beat t i e ( 1 9 6 2 ) DDR Me r i no Brown and Turner ( 1 9 6 8 ) DDR Me r i no Bea t t i e ( 1 9 6 2 ) 0 . 03 0. 12 1 6 m. o . Y x CV 0 . 09 Y x QN -0 . 4 6 1 8 m. o . DDR Po lwa r th Mu l laney e t a L ( 1970) -0 . 6 6 30 m . o . DDR Polwa r t h Mu l l aney e t a L ( 1970) -0 . 3 7 18 m. o . DDR Me r i no Mul l aney e t a Z . ( 1 970) -0 . 2 4 30 m . o . DDR Me r ino Mu l laney e t a L ( 1970) -0 . 3 2 30 m . o . DDR Corr i e d a l e Mu l l aney e t a L ( 1970) -0 . 5 3 1 8 m. o . DDR Co r r i e d a l e Mul l aney e t a Z . ( 1970) -0 . 5 4 1 6 m. o . DDR Mer ino Brown and Turner ( 1 9 6 8 ) -0 . 1 5 1 8 m. o . DDR Polwa r t h Mu l l aney e t a Z . ( 1970) -0. 58 30 m . o . DDR Polwarth Mul l aney e t a Z . ( 1 970) -0 . 6 9 18 m . o . DDR Mer i no Mul laney et a Z . ( 1 970) -0 . 14 30 m . o . DDR Me r i no Mul l aney e t a Z . ( 1970) -0 . 20 30 m . o . DDR Co r r i e d a l e Mul l aney e t a Z . ( 1970) -0 . 53 18 m.o. DDR Corriedale Mul l aney e t a Z . ( 1970) -0 . 49 POR Mer in o Morley ( 1 9 5 5 a ) -0 . 37 PH S Mer ino Mo r l ey ( 1 9 5 5 a ) -0. 47 DDR Mer ino Bea t t ie ( 1 9 6 2 ) 0 . 30 PHS Mer ino Mo r l ey ( 1 9 5 5b ) Y Y x x CPC / CPI CHG 0 . 26 18 m. o. DDR P o lwa r t h Mul l aney e t a Z . ( 1970) 0 . 49 30 m.o. DDR Polwa r t h Mul l aney e t a Z . ( 1970) 0 . 09 1 8 m. o . DDR Me r ino Mul l aney e t a Z . ( 1970) 0 . 26 30 m.o. DDR Me r ino Mul l aney e t a L ( 1970) 0 . 06 30 m . o . DDR Corriedale Mul laney e t a Z . ( 1970) 0 . 28 1 8 m. o . DDR Corriedale Mul laney e t a L ( 1970) 7] . TABLE 2 : ( cont inue d ) Tr a i t s 1 Es t ima t e Y Y x HG x GCG SL x MFD Age 2 Me thod o f e s t ima t ion 3 0 . 14 CV Re feren c e PHS Me r ino Mor l ey ( 1 9 5 5 b ) 18 m.o. DDR Polwarth Mu l l aney e t a l . ( 1970) 0 . 30 30 m. o . DDR P o lwar t h Mu l laney e t a l . ( 1970) -0 . 0 8 18 m. o. DDR Me r i n o Mu l l aney e t a l . ( 1 970) -0 . 1 6 30 m . o . DDR Me r i no Mul laney et a l . ( 1970) -0 . 5 1 30 m. o . DDR Corriedale Mu l l aney e t a l . ( 1 970) 0 . 18 1 8 m. o . DDR Cor r i ed a l e Mul laney e t a l . ( 1970) PHS Merino Mo r ley ( 1 9 5 5 b ) 0.31 0 . 57 1 8 m. o . DDR Polwarth Mu l l aney e t a l . ( 1 970) 0 . 76 30 m. o . DDR P o lwar t h Mu l l aney e t a l . ( 1970) 0 . 82 1 8 m. o . DDR Mer ino Mu l l aney et a l . ( 1 970) 0 . 67 30 m. o . DDR Me r ino Mu l l aney et a l . ( 1970) 0 . 65 30 m. o . DDR Corriedale Mul laney e t a l . ( 1970) 0 . 59 18 m. o . DDR Corriedale Mul l aney et a l . ( 1970) PHS Chokla Bhas in e t a l . - 0 . 35 ( 1 968) 0. 15 1 y.o. DDR Navaj o Hal l e t a l . 0 . 53 14 m . o . PHS Perendale Ellio t t ( 1 9 7 5 ) 0. 31 14 m. o . DDR Peren d a l e Elliott ( 197 5) DDR Mer ino S ch inckel ( 1 9 5 8 ) ( 1964) -0 . 1 9 18 m. o . DDR Po lwar t h Mull aney e t a l . ( 1 970) -0 . 63 30 m. o . DDR Polwa r t h Mul l aney e t a l . ( 1970) 0.01 18 m. o . DDR Mer ino Mull aney et a l . ( 1970) 0 . 09 30 m . o . DDR Mer ino Mull aney et a l . ( 1970) 0 . 26 30 m . o . DDR Corriedale Mull aney et a l . ( 1 970) 0 . 29 18 m . o . DDR Corriedale Mul laney e t a l . ( 1 970) 0 . 01 5 m.o. PHS Dala Gj edrem ( 1 9 6 9 ) DDR Mer ino Beat t ie ( 1 9 6 2 ) -0 . 1 1 x ree d -0 . 1 6 0 . 44 SL B 0 . 03 16 m.o. DDR Merino B rown and Turn e r ( 1 9 6 8 ) 0 . 68 14 m. o . DDR N . Z . Romney T r ipa thy ( 1 9 6 6 ) DDR Mer ino Beat t i e ( 1 9 6 2 ) 0 . 04 72 . TABLE 2 : ( c ont i nued ) Tra i t s 1 Es t ima t e SL x S FD S L x QN SL x C P C / CPI SL x CHG Age 2 Hethod o f Breed e s t ima t i on 3 Re f erence 0. 19 5 m.o. PHS Dala Gj edrem ( 1 9 6 9 ) -0 . 4 3 18 m. o . DDR Po l\varth Mul laney e t a l . ( 1 970) -0 . 4 7 30 m. o . DDR P o lwarth Mul l aney et a l . ( 1970) -0 . 6 6 30 m . o . DDR Me r ino Mul l aney e t a l . ( 1970) -0 . 57 18 m . o . DDR Her ino Mu l l aney e t a l . ( 1970) -0 . 6 1 30 m . o . DDR Corr i e d a l e Mullaney et a l . ( 1 9 70) - 0 . 65 18 m . o . DDR Cor r i edale Mu l l aney et a l . ( 1970) -0 . 7 3 14 m . o . DDR N . Z . Romney Rae ( 1 9 5 8 ) -0 . 7 6 14 m. o . PHS N . Z . Romney Rae ( 1 9 5 8 ) -0 . 6 3 14 m. o . PHS Perendale El l io t t ( 1 9 7 5 ) -0 . 4 1 1 4 m. o . DDR Pe rendale Ell iott ( 1 9 7 5 ) -0 . 7 5 DDR He r ino Beat t ie ( 1 9 6 2 ) -0 . 1 8 POR He r i no Hor l e y ( 1 9 5 0 ) - 0 . 34 POR Me r ino Ho r l e y ( l 9 5 5 a ) -0 . 6 6 PHS Me r ino Mor l e y ( 1 9 5 5 a ) 0 . 25 PHS Chokla Bhas i n e t a l . ( 1968) -0 . 5 7 18 m. o . DDR Po lwar th Mul l aney et a l . ( 1970) -0 . 2 7 30 m. o . DDR Polwarth Mu l l aney et a l . ( 1 970) -0 . 60 18 m.o. DDR Me r i no Hul l aney e t a l . ( 1970) -0 . 5 9 30 m . o . DDR He r ino Mul l aney e t a l . ( 1970) -0 . 5 5 30 m. o . DDR Co r r i edale Hul l aney e t a l . ( 1970) -0 . 5 3 18 m.o. DDR Co rr i edale Mul l aney et a l . ( 1970) -0 . 7 6 14 m. o . DDR N . Z . Romney Tr ipa thy ( 1 9 6 6 ) PHS He r ino Ho rley ( 1 9 5 5 b ) 0. 31 0. 13 1 4 m. o . DDR N . Z . Romney Rae ( 1 9 5 8 ) 0 . 74 14 m. o . PHS N . Z . Romney Rae ( 1 9 5 8 ) 0 . 44 18 m. o . DDR Pohva r t h Hul l aney e t a l . ( 1970) 0 . 40 30 m . o . DDR Polwa r t h Hul l aney et a l . ( 1970) -0. 16 18 m. o . DDR Her ino Mul l aney e t a l . ( 1970) 0 . 20 30 m . o . DDR Her ino Mul l aney e t a l . ( 1970) 0 . 23 30 m. o . DDR Corr i ed a l e Mul l aney e t a l . ( 1970) 73 . TABLE 2 : ( co n t inue d ) Tra i t s 1 E s t ima t e SL x CHG S L x HG S L x GCG MFD x S FD MFD x QN 2 Ag e - Met hod o f Br e ed e s t imat i on 3 Re f e r e n c e 0 . 23 18 m. o . DDR Co r r i e d a l e Mullaney e t a ! . 0 . 47 14 m . o . PHS Pe rendale Ell io t t ( 1 9 7 5 ) 0 . 03 14 m. o . DDR P e r endal e E l l io t t ( 1 9 7 5 ) PHS Me r i no Mo rley ( 1 9 5 5 b ) 0 . 40 ( 1970) 0 . 65 18 m. o . DDR Po lwa r t h Mul l an e y e t a l . ( 1970) 0 . 2 8· 30 m. o . DDR Po lwa r t h Mu llaney et a l . ( 1 970) 0. 11 18 m. o . DDR Me r ino Mul laney et a l . ( 1970) 0. 16 30 m . o . DDR Mer ino Mul l aney e t a l . ( 1 9 70 ) -0 . 1 5 30 m . o . DDR Co r r i ed a l e Mullaney et a l . ( 1 970) 0 . 07 18 m . o . DDR Co r r i ed a l e Mullaney e t a l . ( 1970) 0 . 40 18 m. o . DDR Me r i no Mu llaney e t a l . ( 1 970) 0 . 86 18 m . o . DDR P o lwarth Mul laney et a l . ( 1970) 0 . 22 30 m . o . DDR Polwar t h Mul laney et a l . ( 1970) 0 . 23 30 m . o . DDR Me r ino Mul laney e t a l . ( 1970) 0 . 52 30 m . o . DDR Co r r i ed a l e Mullaney et a l . ( 1970) 0 . 30 1 8 m . o . DDR Cor r i e d a l e Mullaney et a l . ( 1 970) -0 . 43 PHS Me r i n o Mo rley ( 1 9 5 5 b ) 0. 1 1 DDR M e r ino Beat t i e ( 1 9 6 2 ) 0 . 69 5 m.o. PHS Dala Gj edrem ( 1 9 6 9 ) -0 . 46 14 m . o . PHS P e r endale E l l io t t ( 1 9 7 5 ) -0 . 27 14 m . o . DDR P e r en d a l e El l io t t ( 1 9 7 5 ) -0 . 30 18 m . o . DDR P o hmrth Mul lan e y e t a l . ( 1970) -0 . 47 30 m . o . DDR P o lwarth Mullaney e t a l . ( 1970) -0 . 30 18 m . o . DDR M e r ino Mullaney et a l . ( 1970) -0 . 50 30 m . o . DDR M e r ino Mullaney e t a l . ( 1970) -0 . 69 30 m . o . DDR Cor r i e d a l e Mullaney e t a l . ( 1970) -0. 75 18 m. o . DDR Cor r i e d a l e Mullaney e t a l . ( 1970) 74 . TABLE 2 : ( cont inued ) Tra i t s 1 Es t ima t e MFD x A ge 2 Met ho d o f Breed e s t ima t ion 3 CPC / - 0 . 1 1 CP I -0. 82 18 m. o . DDR Polwa r t h Mul l aney et a l . ( 1970) 30 m . o . DDR Polwa r t h Mu l laney e t a Z. . ( 1970) -0. 4 1 18 m . o . DDR Mer ino Mull aney e t a l . ( 1970) -0 . 52 30 m . o . DDR Mer ino Mu l l aney al . ( 1970) -0 . 7 3 30 m . o . DDR Co r r i e d a l e Mu llaney e t a l . ( 1 970) -0. 82 18 m. o . DDR Corriedale Mul laney e t a l . ( 1970) DDR Me r ino Beat t ie ( 1 9 6 2 ) DDR Mer ino Brown and Turner ( 1 9 6 8 ) -0 . 1 7 DDR Me r ino S chinckel ( 1 9 5 8 ) -0 . 36 PHS Chokla Bhas in e t a l . -0 . 1 7 -0 . 1 0 MFD x CHG MFD MFD x x Re f er en c e HG GCG 16 m . o . et ( 1 968) -0. 63 14 m . o . DDR N . Z . Romney Tripathy ( 1 9 6 6 ) 0 . 09 14 m . o . PHS Pe rendale El l io t t ( 1 9 7 5 ) 0 . 10 14 m . o . DDR Perendale Ell i o t t ( 1 9 7 5 ) -0 . 33 18 m . o . DDR P o lwar t h Mu l laney e t a l . ( 1970) -0 . 13 30 m. o . DDR Po lwarth Mul l aney e t a l . ( 1970) -0 . 46 18 m . o . DDR Me r ino Mul laney e t a l . ( 1970) -0 . 63 30 m . o . DDR Me r ino Mul l aney e t a l . ( 1 970) - 0 . 06 30 m . o . DDR C o r r i e d a le Mul l aney e t a l . ( 1970) -0 . 1 7 18 m . o . DDR C o r r iedale Mu l l aney e t a l . ( 1970) -0. 70 18 m . o . DDR Me r ino Mul l aney e t a l . ( 1970) - 0 . 85 30 m . o . DDR Mer i no Mu l laney e t a l . ( 1970) -0 . 59 18 m . o . DDR Corriedale Mul l aney e t a l . ( 1970) -0 . 85 30 m. o . DDR C o r r ie d a l e Mul l aney e t a l . ( 1970) 0. 19 1 8 m. o . DDR P o lwar t h Mul l aney e t a l . ( 1970) -0 . 5 0 30 m . o . DDR P o lwar th Mul l aney et a l . ( 1970) -0 . 32 1 8 m. o . DDR Mer ino Mul laney et a l . ( 19 7 0 ) -0 . 3 2 30 m . o . DDR Mer ino Mul l aney et a l . ( 1970) - 0 . 08 18 m. o . DDR Corriedale Mul l aney e t a l . ( 1 97 0 ) -0 . 14 30 m . o . DDR Co r r i e d a l e Mul l aney e t a l . ( 1 97 0 ) -0 . 1 1 18 m. o . DDR P o lwar th Mul l aney e t a l . ( 1970) 0 . 26 30 m . o . DDR Po lwa r t h Mu l l aney e t a l . ( 1970) 750 TABLE 2 : ( cont inue d ) E s t ima t e A - ge 2 Met hod o f Br e ed e s t imat ion 3 SFD x CPC / - 0 . 4 2 CPI QN x CPC/ CPI QN x CHG QN QN x x HG GCG Re f e rence DDR Me r ino Be a t t i e ( 1 9 6 2 ) 1 . 00 18 m. o . DDR P o lwa r t h Mu llaney e t a l . ( 1970 ) 0 . 96 30 m . o . DDR P o hvar t h Mul laney e t a l . ( 1 970) 1 . 39 1 8 m. o . DDR Me r ino Mul l aney e t a l . ( 1970) 1.11 30 m . o . DDR Her ino Mu l l aney e t a l . ( 1 970) 1 . 05 30 m . o . DDR Co r r i ed a l e Mu l l aney e t a l . ( 1 970) 0 . 94 1 8 m. o . DDR Cor r i ed a l e Mu l l aney e t a l . ( 1970) -0 . 1 3 1 4 m. o . PHS P e r end a l e Elliott ( 19 7 5 ) 0 . 44 1 4 m. o . DDR P e re nd a l e El l io t t ( 1 9 7 5 ) 0. 21 1 4 m. o . DDR N . Z . Romn ey Rae ( 1 9 5 8 ) -0 . 4 1 1 4 m. o . PHS N . Z . Romney Rae ( 1 9 5 8 ) 0 . 08 1 8 m. o . DDR P o lwar th Mul l aney et a l . ( 1 970) -0 . 2 1 30 m . o . DDR Po lwarth Mul l aney e t a l . ( 1 970) 0 . 26 18 m.o. DDR Me r i no Mu l l aney et a l . ( 1 970) 0 . 55 30 m . o . DDR He r ino Mu l l aney et a l . ( 1 970) 0.01 30 m . o . DDR Corr i e d a l e Mul l aney e t a l . ( 1 970) -0 . 27 1 8 m. o . DDR Cor r i edale Mu l l aney e t a l . ( 1970) 0 . 20 18 m. o . DDR P o lwar t h Mu llaney e t a l . ( 1970) 0 . 34 30 m. o . DDR P o lwa r t h Mul l aney e t a l . ( 1 970) 0 . 53 1 8 m. o . DDR Merino Mul laney e t a l . ( 1970) 0 . 80 30 m . o . DDR Her in o Mu l l aney e t a l . ( 1 970) 0 . 56 30 m . o . DDR Corriedale Mul laney e t a l . ( 1970) 0. 10 18 m . o . DDR Corriedale Mu llaney e t a l . ( 1970) -0 62 • 18 m . o . DDR P o lwar t h Mul laney e t a l . ( 1970) -0 . 33 30 m . o . DDR P o lwar t h Mu l l aney e t a l . ( 1970) -0. 03 18 m. o . DDR Her ino Mu l l aney et a l . ( 1970) 0 . 08 30 m. o . DDR Me r ino Mul l aney et a l . ( 1970) 0 . 05 30 m . o . DDR C o r r i ed a l e Hul l aney e t a l . ( 1970) -0 . 27 18 m . o . DDR C o r r i ed a l e Mul laney e t a l . ( 1970) 76 . TABLE 2 : ( co n t inue d ) Tra i t s 1 Es t ima t e CP C / CP I x CHG CPC / C P I x HG CPC / CP I x GCG CHG x HG CHG x GCG Age 2 Method o f e s t ima t ion 3 -0 . 28 B ree d Re f e rence PHS Me r ino Morley ( l 9 5 5 b ) 0 . 33 18 m. o . DDR Polwa r t h Mu llaney et a t . ( 1970) -0 . 20 30 m. o . DDR Pol\\'arth Mullaney et a l . ( 1970) 0 . 37 18 m. o . DDR Mer ino Mul laney e t a l . ( 1970) 0 . 30 30 m . o . DDR Mer ino Mul l aney e t a l . ( 1970) 0. 15 30 m. o . DDR Corr i e d a l e Mul laney et a l . ( 1 970) - 0 . 08 18 m. o . DDR Co r r i e d a l e Mu llaney e t al . ( 1 970) PHS Me r ino No r 1ey ( 1 9 5 5 b ) -0 . 32 -0 . 05 18 m.o. DDR P o 1war t h Nu llaney e t a l . ( 1 970) 0 . 33 30 m. o . DDR Po l wa r t h Hul laney e t a l . ( 1970) 0 . 67 18 m . o . DDR Me r i no Hu llaney e t a l . ( 1 970) 0 . 66 30 m . o . DDR Me r i n o Hull aney e t a l . ( 1 97 0 ) 0 . 57 30 m. o . DDR Co r r iedale Hul l an e y e t a l . ( 1970) 0.41 18 m. o . DDR Corr i e d a l e Hu 1 1 aney e t a l . ( 1970) PHS He r i no Ho r l e y ( 1 9 5 5b ) 0 . 29 - 0 . 08 18 m. o . DDR P o lwarth Hul l aney et a l . ( 1970) -0 . 4 2 30 m . o . DDR Pohvar th Mu l l aney et a l . ( 1970) 0 . 09 18 m.o. DDR Me r ino Hul laney e t a l . ( 1970) 0 . 27 30 m. o . DDR Me r in o Mu 1 l aney e t a l . ( 1970) 0. 16 30 m.o. DDR Co r r i ed a l e Mul laney e t a l . ( 1970) -0 . 1 0 18 m. o . DDR Corriedale Hu l laney e t a l . ( 1 97 0 ) 1 . 08 1 8 m. o . DDR P o lwa r t h Mul l aney et a l . ( 1970) 0.91 30 m. o . DDR P o lwa r t h Hu l l aney e t a l . ( 1 970) 0 . 65 1 8 rn . o . DDR Ner in o Hul l aney e t a l . ( 1970) 0 . 95 3 0 rn . o . DDR Mer in o Hul l aney et a l . ( 1970) 0. 73 3 0 rn . o . DDR Cor r i e d a l e Hul l aney et a l . ( 1970) 0 . 84 1 8 rn . o . DDR Cor r ie d a l e Mul l aney e t a l . ( 1970) 0 . 86 PHS Me r ino Hor l ey ( 1 9 5 5 b ) 0. 18 PHS Me r in o Hor l e y ( l 9 5 5b ) 77. TABLE 2 : ( continue d ) Traits 1 Es t imate x 0 . 31 HG GCG Age 2 Me thod o f B ree d e s t imat ion 3 R e f erence PHS Mer i no Morley ( 1 9 5 5 b ) 0 . 09 18 m.o. DDR Polwarth Mu l l aney et a l . ( 1970) 0 . 48 30 m . o . DDR Po lwar th Mul laney et a l . ( 1970) 0 . 43 18 m. o . DDR Me r ino Mul laney e t a l . ( 1970) 0 . 34 30 m . o . DDR Mer ino Mul laney et a l . ( 1970) 0 . 09 30 m. o . DDR Corriedale Mu ll aney et a t . ( 1970) 0 . 36 18 m. o . DDR Co r r i edale Mul l aney e t a l . ( 1 970) 78 . GENERAL C ONCLUS IONS From t he above review , it is evident tha t t h e maj o r i t y o f f ac t o r i a l e xp e r imen t s t o s t udy G E l i n she e p have b e e n e i th e r o f t h e breed x e nv ir onmen t ( loc a t i on ) or th e s i r e x env i ronme n t (nu t r i t ional l eve l ) type . Both of the s e int e r a c t ions have s i gn i f i c ance in re l a t i on t o s e le c t i o n , t h e f i r s t i n c onne c t i o n w i t h the cho i c e o f b r e e d o r s t r ain and the s e cond in re l a t ion t o w i thin f l o c k s e l e c t ion . The gene r a l conc lus i on i s t h a t a l t hough s i gn i f i c ant T y p e 3 a n d Typ e 4 int e r a c t ions ( Dun lop ' s c l a s s i f i c a t i o n ) are some t imes found wi th sh e e p , they are un impo r t an t i n r e l a t i o n t o sheep b r e e d ing p l an s in reducing the exp e c t e d g a in s e xc e p t when v e r y wide d i f f e r e n c e s i n e nv i r onment ( ra i n f a l l , t emp e r a t u r e , pho t o p e r i o d s , nut r i t ion ) e x i s t . The r e p o r t s o f i n t r a- t r n i t gene t i c cor r e la t ions b e tween envi ronmen t s f o r charac t e r s o f e c o nom i c impo r t an c e i n she ep a l s o rev e a l that the cor r e l a t i ons d o n o t i n gen e r a l , devia t e ma rkedly f r om un i t y and the env i ronme n t s h ave t o d i f fe r cons i d e r ab ly for r ank order changes t o b e impo r t ant . 79 . CHAPTER THREE SOURCE OF DATA A long- t e rm expe r imen t wa s d e s i gned at Mas s ey Un iv e r s i t y in 1 9 6 6 t o i nv e s t iga t e p o s s ib l e i n t e ra c t ion b e tween the geno type o f s i re w i t h in t he New Zeal and Romney b r e e d o f sheep and d i f f e r e n t leve l s o f s t o c ki n g . The d a t a used in this s t udy , c ove r ing a p e r iod o f 8 y e a r s f rom 1 9 6 7 t o 1 9 7 4 i n c l u s ive , we re o b t a ined f r om t h e two sub f l o cks o f a randomly-bred f lo ck ma i n t a ined a t Ma s s ey Un ive r s i t y . Th i s f l o ck has b e en u s e d f o r many y ears a s a source o f d a t a f o r c a l c ul a t ion o f gene t i c p arame t e r s . The o r i g in and the e a r l i e r mana gement o f t h e f lo c k has been d e s c r ibed e l s ewhe r e (Rae , 1958; Ch ' ang , 1 967) . Th i s f l o c k s i nce i t s e s t a b l ishment i n 1 9 4 4 ha s b e en ma in t a ined b y a s y s t em o f random and r andom s e l e c t ion of f ema l e r e p l a c emen t s . ha s b e en prac t i s ed wit hin t h e f l o ck . h rced ing No ar t i f i c i a l s e l e c t i o n Young rams we re ob t a ined f rom v a r i ous Romne y ram-b r e ed i n g f l o cks a s we l l as f rom a s e l e c t ion f l o c k wh i ch ha s subgroups wh i ch a r e s e l e c t e d f o r h i gh e r g r e a s y f l e e c e He i ght and for open fac e s . The r e was l i t t l e l ike l ihood o f inbre e d i ng o c cu r r i n g i n the f l o c k . The randomly- bred f lo c k w a s s p l i t i n t o two s ub f lo c k s in Ma rc h , 1 966 . Each age group o f the f l o c k wa s d iv i ded a t random i n t o two p a r t s , one p a r t a l lo c a t e d t o each sub f lock . The s e sub f l o c ks a r e s ub s equen t l y r e f e rred t o as the h i gh s t o cking r a t e f l ock (HSR) and con t ro l s to c k i ng r a t e f lo c k ( C S R ) . The graz ing uni t s and the ir management has been d e s c r ib e d by Sumne r ( 1969) . Howev e r , i t i s n e c e s sary to o u t l i n e c e r t a i n a s pe c t s o f t he s t ru c t ur e o f the exp e r iment and d a t a c o l l e c t i o n r e l evan t t o t h i s s t udy . 80 . H SR : - Approxima t e l y 2 2 0 mixed-age Romney ewe s and their rep l a c emen t hoggets were grazed on 1 0 . 1 2 hec t a res area o f land d iv ided i n t o e i ght app roxima t e ly e qual - s i z ed paddocks . the who l e area . t h e area . In 1 9 6 6 the ewes were grazed over Subse quent ly f ema l e rep l a c emen t s wer e a l so graz ed on The young ewe s to en t e r t h e breed ing f l ock were s e l e c t e d a t The s t o c k ing r a t e o f random f r om t h e s t o ck born and bred o n the un i t . the uni t f o r the years repo r t ed i n t h i s s t udy wa s kep t a t approxima t e l y 2 6 ewe e qu ival en t s per he c t are ( a s suming 1 hogget = 0 . 6 ewe e q u ivalent s ) . No c a t t l e were run on the un i t and hay was c u t and saved dur ing the s ummer f o r win t e r feed ing . C SR : - The mixed-aged ewe s and t h e i r replacemen t ho g g e t s were grazed on the adj o in ing 1 7 . 4 0 hectares area of land at a norma l s t o c k ing r a t e o f 1 6 ewe e qu iva l ent s per hec tare . s imilar a g e s t ruc ture t o HSR . suppo r t ing excep t f o r rams . Th i s f l o c k wa s s l i gh t ly larger and o f Like the HSR un i t t h i s un i t wa s s e l f Wether lamb s were removed f rom the exper iment a l area at wean ing or soon a f t e r . Occas ional ly c a t t l e were used t o contro l exc e s s pasture growth . P a s tures on both un i t s were predominan t ly a ryegra s s -wh i t e-c lover a s s o c i a t ion . All ro u t ine f arm operat ions such as drenching again s t p aras i t e s , d i p p in g , care o f f e e t , c r u t ching and shear ing were c a r r i e d o u t a s n e a r l y al ike a s p o s s ib l e o n b o t h u n i t s . The s ame rams were used f o r b o t h the u n i t s . Each group o f rams were u s ed f o r two years thus a l l owing the records u s e d in t h i s s t udy t o i nve s t i g a t e t h e p o s s ib l e o c currence o f s ir e x y ear int era c t ion a l s o . Each r am was hand ma t ed to approxima t e ly 2 2 ewe s in the H S R and t o 2 5 ewe s i n t he CSR uni t . sire g r o up . In a l l years the ewes were random i s e d t o e a ch The ma t in g season s t a r t e d b e tween 1 5 and 2 5 Ma rch in each 81 . year and the durat ion o f ma t ing p e r io d va r ied only a l i t t l e f rom year year , b e ing no t l e s s than 5 1 days o r mo re than 5 8 days . to Dur i ng ma t i ng , va s e c t omised r ams , equipped wi th harne s s e s carry ing t up p ing c r ayons , we r e As ewes c ame i n t o t h e ir hea t p e r i o d they were marked r u n w i t h the ewes . Ewe s r e c o g n i s e d as b e ing in o e s t ru s we r e put into by the teaser rams . pen w i th the app ropr ia t e ram . The breed ing ewe s r ema ined f o r f o ur l amb ing seasons i n the f lock un t i l c a s t f o r age as f ive and a hal f year The l amb s we re b o rn in Aug u s t and S ep t embe r and wean ing t o o k o ld s . p l a c e towa r d s t he end o f November o r ear l y i n Decemb e r . Al l we ther lamb s were s o l d a f t e r weaning but ewe lambs we r e r e t a ined in t h e i r r e s p e c t ive un i t s . llo gget shear ing o c c u rred in Oc tob e r , ewe shearing o c curred one mon t h l a t e r wh i l e lamb s we r e shorn in January . THE DATA The d a t a used in t h i s s t udy r e p r e s ented the f ema l e p r o geny o f 34 New Zealand Romney s ir e s . As men t ioned , s i r e s used in the p revious year were r e t a i ned f o r f u r t her ma t i ng in a s e c ond year . Two groups o f 1 0 s i res each were u s ed in y ears 1 9 6 8 / 6 9 and 1 9 7 0 / 7 1 but i n 1 9 6 6 / 6 7 and 1 9 7 2 / 7 3 the l o s s of s ome rams meant tha t the data f rom the p r o geny o f only 7 s i r e s we re sat i s f ac t o ry f o r ana lys i s . The d a t a ava i lable f o r the p r e s en t ana lys is were t he r e f o re b a s ed on t h o s e c o l l e c t e d o v e r f o u r consec ut ive two-year s i re per iod s . These s i re group s a r e subse q uen t l y r e f erred t o a s fol low i n the s t udy . S ir e s Year o f D a t a S ir e group 1 7 1 9 6 7 / 68 S ir e group 2 10 1 969 / 7 0 S ir e group 3 10 1971/72 S i re group 4 7 1 9 7 3 / 74 Group a 82 . The da t a f r om daugh t e r s o f tho s e s ir e s wh ich we re no t u s ed in the s e c o nd year have been exc lud e d . For the purpose of the i nves t ig a t ion d a t a on hogge t l ive -we ight ( HLW ) , greasy f leece we ight ( G8�) , c l ean woo l weight per un i t area (WA ) , c le an s c oured y i e l d ( Y ) , s t ap l e l e ng th ( S L ) , mean f ibre d i ame t e r (MFD ) , s tandard d ev i a t ion of the f ib r e d iame t e r ( S FD ) , qu a l i t y numb er ( QN) , c r imp s p e r c e n t imeter ( CPC ) , t o t a l c r imp numb e r ( TCN ) , char a c t e r ( CHG) , t ip p iness (TG) , hand l e ( HG ) , lus t re (LG) , greasy c o l our ( GC G ) , s coured c o lour ( S CG) , d i s co loured area ( DAG ) , co t t ing ( CG ) , c o t t e d area ( CAG ) and s oundne s s ( SG ) of wo o l were ana lysed . The HLW used in t h i s s t udy i s the p o s t - s hear ing we ight of hogge t s a t 1 4 - 1 5 mon ths o f age . The measurement wa s mad e ini t i a l ly to t he n e a r e s t p ound b u t l a t e r measuremen t s we r e recorded to the neare s t 0 . 5 kg . The e ar l ie r r e c o r d s we re c o nve r t e d to k i logramme s . Wool we igh t p e r u n i t a r e a wa s meas ured f rom the mid - s ide p o s i t i on p r i o r t9 she a r i ng . The s amp l e s were s c oured and the c l ean wo o l we igh t p er square c en t ime t r e was c a l c u la t ed . The d e t a i l s o f s amp l ing and s c our ing me thods have b e en d e s c r ibed e l s ewh e r e by Sumn e r ( 1 9 6 9 ) . The s amp l e s we r e s coured by a f our bowl d e t ergent and scour ing metho d . The d a t a for th i s t r a i t r e c o rd e d in S i r e g r oup 3 p e r iod were incomp l e t e and w e r e not analysed . GFW wa s r e co rded imme d i a t e ly af t e r shear ing and wa s mea s ur e d t o t h e nea r e s t 0 . 05 kg . The b e l ly-wo o l we i gh t wa s inc luded in t h i s we i gh t . The meas u r ement o f GFW r e p r e s e n t ed only the g rowt h o f abo u t 9- 1 0 mon t h s b e tween l amb shear ing a n d ho gge t she a r ing in O c t o b e r o f e a c h y ea r . I 83. For c a l c u la t ion o f Y , the mid - s i d e s amp l e s we re we ighed g r e a sy a f t e r ° b e ing cond i t ioned to 68 F and 6 5 % r e l a t ive humid i t y f o r 4 8 hour s . S amp l ing and s c our ing me thods have b e e n d e s c r ibed by S umne r ( 1 9 6 9 ) . The s c oured samp l e s were aga in allowed to cond i t ion for 4 8 hours b e f o r e r ewe ighing . Y wa s c a l cula t ed a s p e r c ent c l ean f l e ece we i gh t o f the greasy wo o l we ight o f the samp le . The S L o f the greasy samp le f rom the mid-side reg ion wa s measured t o t h e near e s t 0 . 5 cm . S ince the t ip o f the s t aple in Romneys tapers t owa rd s a p o in t , the meas uremen t was made f rom the base o f the s t a p l e to a p o s i t ion midway b e tween the p o i n t whe r e the s t ap l e s ta r t s t o t a p e r and t h e t ip , t ak i ng care n o t to s t r e t ch the s t ap l e unduly . MFD wa s measured on the s c oure d mid - s id e sample . One hun d r e d and f i f ty f ib r e s f rom each sample were measured by proj e c t ion m i c ro s c op e . The mean and s tandard d eviat ion ( in m i c rome t ers ) was c a l c ul a t e d from these ob s e rva t ions . The data f o r MFD a nd S FD in S i r e group 2 and S ir e group 4 p e r i o d s wer e n o t analy sed a s i t wa s incompl e t e . QN i s a visual app raisal o f the sp innab i l i t y and hen c e f inene s s o f woo l . I t i s based ma inly on s t ap l e c r imp frequency and l u s t r e ( Hende r s o n , 1 9 6 5 ; W i c kham and B i gham , a f f e c t ed by observer var ia t ion . 1973) . Th i s a s s e s smen t can be The s t and ards gen e r a l l y in u s e in New Z ea land ( which are s imilar t o tho s e in wo r l d t rade) were u s ed . The number o f c r imp s we r e coun t ed over the who l e l e n g t h o f a s t ap l e f rom the greasy mid- s id e samp l e o f woo l . i n a s ta p l e and SL . CPC were c a l c ul a ted f rom TCN S ince the d a t a for bo th t he s e t r a i t s we r e i nc omp l e t e i n S ir e group 3 p e r io d , i t wa s no t analys ed f o r tha t group . 84 . CHG , TG , HG , LG , GCG , CG and SG of wo o l were subj e c t ively graded on greasy mid-s ide samp le s . These we r e graded on a one t o n i ne s c a l e . In a l l c a s e s nine g r a d e s we re used , the s c o r e o f 9 be ing a l l o t t e d t o the exp r e s s ion cons i d e r e d mo s t d e s i r ab l e , 1 t o the l e a s t d e s i rab l e . Th e sy s t em o f the grad ing was d e s i gned so tha t the d i s t r ib u t io n t ended to f o l l ow a no rma l curve . Sumner ( 1 9 6 9 ) has d e s c r ib ed t h i s grad ing sys t em . CHG r e f l e c t s c l a r i t y and evenne s s o f s t a p l e c r imp , ab s ence o f t ap e r i n g t ip and medu l l a t ion . Wher e c r imps were we l l d e f ined throughout the s ta p l e a high s co r e wa s g iven . Lower grades ref l e c t e d poorly de f ined c r imp ing . TG ranged from absolutely f la t and blo c ky ( 9 ) to extreme ly taper ing t ip ( 1 ) . HG wa s a s s e s s ed wi thout rega r d t o QN w i t h the samp le s c r e ened f rom the v i ew o f the a s s e s s o r . S o f t wo o l wa s g iven high grad e s . LG wa s graded w i thout r e f e rence to f i nene s s . H i gh grades we r e l ike Lin c o l n woo l . The l owe s t GCG were g iven t o samp l e s wh i c h were mo s t d i s c o l oured . CG r e f l e c t ed t h e degree o f f ibre en t an g l emen t on the mid - s ide p o s i t ion with h igh grades b e in g free o f entanglement . S G was bas ed on f reedom o f woo l f rom t en d e rness or b reak . Samples were eva lua t ed by p l a c ing ' s tanda r d s i z e d ' s t ap l e s und er hand t en s ion w i t h sound s taples b e ing g iven h igh grad e s . The d a t a f o r SG in t h e S i r e group 1 p e r io d were not ana l y s ed a s i t w a s incomp le t e . 85 . F o l l owing s couring a l l s amp l e s we re a s s e s s ed for t h e SCG us ing the s ame s tandards a s f o r GCG o f woo l . CAG and DAG o f the f l e e c e were a s s e s sed on t he who l e f l e e c e a t the t ime of s hearing . The s e who l e- f l eece charac t e r i s t i c s were a l s o subj e c t ively graded o n a s c a l e o f 1 ( in f er io r ) t o 9 ( s uperio r ) . CAG o f the who l e f l e e c e was dependent o n the d e gree and ext e n t o f ent anglemen t over t h e whole f l e e c e wh i l e DAG was e s t ima t ed ma inly on the b a s i s o f how f a r t he d i scolou r a t ion extend s o ver the f le e c e w i t h the accoun t t aken o f seve r i ty o f d i s c o loura t ion . The d a t a f o r DAG i n the S ir e group 1 and S i r e g r oup 2 p e r iods were no t analysed as t hey wer e incomp le t e . Inac curac i e s o f grad ing in a l l t h e above subj e c t ively graded t ra i t s could r e su l t f rom ob server var i a t ion , a s we l l a s o t her unc o n t r o l led env i r o nment a l f a c t or s . 86 . CHAPTER FOUR STAT I STICAL METHODS PRES ENCE OF INTERACT I ON The d e t e c t i o n and evaluat ion o f GEl by d i f f e rent t e chn i q ue s : ranking o f geno t yp e s in each env ironmen t (Hal dane , 194 6 ) ; d i f f e ren c e s i n r e sponse o f e ach o f t h e geno t y p e s in two environmen t s ( Osborn e , 195 1) ; regre s s ion o f mea s u r ement s o f a t ra i t on env ironmen tal leve l s f o r e ach genotype (Ya t e s and Cochran , 1 9 3 8 ) ; (Ma t h e r and Jone s , Fede r e r , 1 9 5 1 ) ; 1 958) ; o r t ho gonal compar i s on o f sub c l as s e s f a c t o r ial ana ly s i s o f variance ( Sp r ague and g en e t i c correlat ion o f the same t rait in two env i ronmen t s e s t i ma t ed f r om var iance and covariance analy s i s ( Fa l c o ne r , 1952 ) ; s e l e c t i o n in two environmen t s (Falcone r , 1952) ; d i f f e r e n c e s in t he magni tudes of he r i t ab i l i t y and exp e r ime n t s wit h iden t i ca l twin s , have b ee n repor t e d by var ious wo rker s . S t a t i s t i c a l me thods ava i l a b l e f o r anal y s i s o f int e r a c t ions in general a n d GEl i n p a r t icular w e r e reviewed by Freeman ( 1 9 7 3 ) . I f the GEl i s s ign i f i c ant , the next s t ep i s f requen t ly t o t ry t o d e s c r ib e t h i s i n t e r a c t ion in t e rms o f b io l o g i ca l l y mean i n g f u l p a r ame t e r s . To f ind whe th e r i n t e ra c t ions are p r e s e n t and then to con s id e r t h e i r imp o r t an c e , i t i s some t imes n o t enough t o e s t imat e the componen t s o f var i a t ion a t t r ib u t ab le t o the main e f f e c t s and t o look f o r t h e s t r u c t u r e und e r ly ing the o b s e rved non-ad d i t ivi t y . Fol l owing Falconer ' s ( 1 9 5 2 ) ext e n s ion o f t h e concept o f gene t i c corre l a t ion t o the s t udy o f G E l , t h e u s e o f f a c t or i a l ana ly s i s o f v a r i a n c e t echniques in e s t ima t in g t h e imp o r t ance a n d t e s t in g f o r s ign i f i can c e o f GE l has r e c e ived much a t t ent ion i n an imal b reed ing . On the b a s i s o f Falcone r ' s ( 1 9 5 2 ) conc ep t , Robe r t s on ( 1 9 5 9 ) p r e s en t e d f o rmulae in t e rms o f mean squares wi t h the i r 87 . app r op r ia t e var iances for e s t imat ing the gene t i c correlat ion o f the p er f o rmance in two or mo re envi ronment s . He showed the comp o s i t ion of the component of var iance for GEl to b e : whe r e cr Gl and a G2 refer to the gene t i c s t andard deviat ions in envi ronment 1 and 2 respe c t ively and r g is the gene t i c correlat ion b e tween the p e r f o rmance in the two envi ronment s . D i ckerson ( 1 9 6 2 ) d i s c u s s e d the s ubj e c t o f quant i t a t ive e s t imat ion o f GEl in terms of var i ance componen t s and sugge sted that , in general , the s t andard analy s i s o f vari ance i s a s a t i s f a c t o ry me thod o f es t ima t ing GEl and intra- c lass genet i c c o rrela t i on p rovided ( 1) adj us tment is made for any imp o r t ant var iat ion be tween env i ronmen t s in the s cale of gene t i c e f f e c t s ( i . e . , for int e r - environmental var i ance in the int ra-environmental (2) the variance component for aver age gene t ic ranking acro s s a l l environment s i s in terpreted as t h e aver age covariance for t he same genotype in d i f ferent environment s (i . e . , a2 G = o ) , to inc lude the real pos s ib il i t y o f Gij negat ive gene t ic co rrelat ion . Yamada ( 1 9 6 2 ) presented f ormulae f o r both random and mixed mod e l s to e s t imate gen e t i c corre l a t i ons be tween performance in two o r more environments a f ter adj u s t ing the int eract ion c omponent of varianc e so that the use of t he adj u s t ed value in t he int ra-clas s correlat ion mak e s t h i s correlat i on ident ical with the ave rage product-moment coef f i c i en t b e tween t he _same geno type i n each o f the macro environme nt s . 88. In t h e f r amework o f t h i s exp e r imen t conc erned wi t h comp a r i s on o f p a t ernal h a l f- s ib group s , the analy s i s o f var i ance t e c hn i q ue i s emp loyed i n d e t ec t ing and eva luat ing GEI and the ro l e p l ayed b y GEI w i t h regard t o t he s t ruct ure o f he r i t ab i l i t y e s t imat es . ANALY S I S OF VARIANCE Least squares and compu t i ng me thod s The e s t imat e s o f gene t i c p ar ame t e r s are mad e mo r e a c c u r a t e i f the ident i f i ab le e nvironme n t a l sour c e s of varia t io n ( and i n t e r a c t ions ) in t h e data are adequa t e l y removed . S ince t h e inclusion o f the f a c t o r s in the mod e l u s e d for s t udying gene t i c var i a t ion and cova r i a t ion depend upon whe ther o r not t h e t e rms inc luded in t h e model are s t a t i s t i c al l y s i gn i f i c an t , p r e l iminary ana ly s e s o f variance were c a r r i ed o u t . The p r e l iminary analy s e s f o rmed the b a s i s o f the d e c i s i o n for the approp r i a t e mo dels t o b e f i t t ed i n t h e s ub s e q uent ana l y s e s t o c a l c ul a t e p roport i o n o f the o b s e rved variance cont ro l l ed by t h e var ious f a c t o r s ( and i n t era c t ion s ) i n the mo de l . For t h e p r e l iminary analys i s o f var ian c e , a sub s e t o f the d a t a i n wh i ch each r e c ord h a d ob s e rva t ions on a l l measured a n d s ub j e c t ively a s s e s s ed t r a i t s inc luded i n t h e s t udy was s e l e c t ed and analysed . The d i s t r ib u t ion o f numb e r s of observa t ions in the sub c l a s s e s was non- o rtho gona l . Henc e the me t ho d o f least squares p r o c e d u r e s was u s e d . The p r in c i p l e s of l e a s t squares anal y s e s and the d e t a i l e d s t ep s u s e d i n t h e e s t ima t i o n pro c e s s have been d is c u ssed b y Kemp thorne ( 1 9 5 2 ) and Harvey ( 1 9 6 0 ) . 89. S o lut ions to the le a s t square s equa t ions A general mathema t i c al mod e l can be wr i t t en in the mat r ix no t a t ion as : Y + Xb e where Y i s a known Nx1 ve c t or o f ob s e rvat ions (N is the total numb e r of observat ions ) X is an Nxp incidence ma t r ix o f known value s (p i s the numb er of f a c t o r s in the mod e l ) b i s a p x 1 v e c t o r o f unknown p arame t e r values t o b e e s t ima t e d e i s an N x 1 vector o f random e r r o r e f fe c t s E (e) = 0 where I i s NxN ident i t y mat r ix Derivat i on of leas t s q uare s e s t ima tor of b f o l l ows minimi z a t ion of the sum of s quares of t he observat ions from t h e i r expected value s . S ince E ( e ) 0 and hence E (y ) Xb t hen e1 e [y E (y ) j I [y - E (y)] (y - Xb ) I ( y - Xb ) y 1 y - 2b 1 X 1 y + b 1 X 1 Xb " * Cho o s ing a s the e s t imat o r b that value o f b which minimi z e s e 1 e invo lve s d i f feren t i a t ing e 1 e with respect t o elemen t s o f b and equat ing p ar t i a l der ivat ive s to z e ro . X1 X b Provided ( X 1 X) - = 1 The resul t ing normal equat i ons are X1y e x is t s , the normal equat ions have the unique s o l u t ion " for b * " " b (X 1 X ) -1 X1 y i s used to ind i c a t e an e s t imat e 90 . The s o lut ion o f normal equat ions requires that the mat r ix X ' X i s o f f u l l r ank . I f X ' X is no t o f f u l l rank , i t has no inve rse and no un ique s o l u t ion . I f (X ' X) -1 d o e s not exi s t , a solut ion can b e o b t ained by u s ing a general i s ed inve r s e of X ' X ( S ear le , 1 9 7 1 ) . Al t e rnat ively , Harvey ( 1 9 6 0 ) d i s cus sed the t ypes o f r e s t r i ct ions wh ich may b e imposed on the e s t imat e s of parame t e r s to o b t a in a solut ion . The two t yp e s of res t r i c t i ons used for reduc ing normal equat ions to f u l l r an k in the p r e l iminary anal y s i s and t h e analy s e s f o r e s t imat ing the gene t i c parameters in t h i s work respect ively are : (1) That for each f a c t o r in a mo d e l , one o f the e f f e c t s equa l s zero . and (2) That for each f a c t or in a mod e l , the sum o f the con s t ant e s t ima t e s equa l s z e r o . Corresponding t o the above re s t r ic t ions app l ied in the analy s e s , the o rd inary least squares and the use o f gener a l i s e d inverse me thods g ive i d ent ical solut ions for the e s t imab le funct ions of the unknown parame t ers . A c omputer subrou t ine was available for inve r t in g s quare mat r i c e s o f order l e s s t han 3 5 x 35 . Larger inverse mat r i c e s we r e o b t a ined through the use of ma t r i x par t i t ion ing procedures as d e s c r ibed by Searle ( 1 9 6 6 ) . F i t t ing mod e l s t o the d a t a A general model f i t t e d in t e s t ing for the s igni f i cance o f t h e main e f f e c t s and intera c t ions for HLW and woo l t ra i t s in the S ir e group 2 and S ire group 3 periods was : 91. y lJ . . klmn � + si + (rt) j k rj + + tk ( rb ) j l + + b1 + � + ( s r t ) ij k ( s r ) ij + + ( s t ) ik + e ij klmn where � mean o f a l l records o f a character when equal f r e quencies exi s t in each sub c l as s . si rj = the e f f e c t of the i th s ire . i 1 t o 1 0 ( S ire group 2 r e cord s ) i 1 to 7 the e f f e c t of the j th s t o ck ing ra t e . j = 1 , 2 (j tk ( S ire group 3 record s ) = 1 imp l ie s HSR, j = 2 imp l ies CSR) the e f f e c t o f the kth year . k 1' 2 The ' year ' e f f e c t i s a meas ure o f the var iat ion in t he data caused by environmental cond i t i ons p e cul iar to e a ch year s u ch as d i f ferences in the amount and d i s t r ib u t ion of the rainf a l l , mean monthly temperatur e , feed supp ly , and o t h e r l e s s t angib le fac t o r s which make u p the yearly envi ronment . The year e f f e c t s wi l l a l s o be p a r t ly due t o year to year incons i s t ency o f grad ing o f sub j e c t ive t r a i t s . D i f f e rent graders were a s s es s ing the t r a i t s in d i f f erent years . b1 the e f f e c t o f the l t h b ir t h rank . 1 = 1 or 2 , s p e c i fy ing ewe hogge t s b o rn as a s ingle o r ewe ho gge t s b o rn as a twin respect ive l y . The very f ew born as t r ip l e t s we re inc luded with the twins . � = the e f fect o f t he rnth age o f darn . m = 1 or 2 , s p e c i fy ing age o f dam as 2 year o l d o r o ld e r r e s p e c t ive ly . 92 . (sr) . . l] ( s t ) ik the e f f e c t s o f int eract ion b e tween s i re and s t o cking r a te . t he e f f e c t s o f int eract ion be tween s ire and ye ar . t he e f f e c t s o f interac t ion b e tween s t ocking rate and year . t he e f fe c t s o f int e rac t ion b e tween s t ocking rate an d b irth rank . ( s rt)ij k t he e f f e c t s o f int eract ion b e t ween s ire , s t o cking rat e and year . y ij klmn the ob s ervat ion on the nth ind ividual born in the l t h b i r th r ank , ma inta ined o n j t h s t o cking r a t e in t h e kth year , d aughter o f a ewe in the mth age group and the ith sire . is the random error peculiar t o the ij klmn th ob s e rvat ion and f o l lows NID ( O ; a 2 ) . All e f f e c t s in t he mod e l we r e regarded as f ixed except S i , ( s r ) ij • ( s t ) ik and ( s r t ) i j k which are random set s o f e f f e ct s ( o ther than e ij klmn ) . Ot her interac t ions not included in the mo d e l we re not cons idered imp o r t ant . S ir e group 2 and 3 periods dat a we re analysed separ at ely . Fo rmal F- t e s t s o f s i gni f i c ance were carried out on the f a c t o r s included in the model . The term used as denominat o r was the error excep t whe re two- o r three- t e rm interact ions were s i gni f ic an t . Where a thre e - t e rm in teract ion was s ignif icant , the r e l evant two- t erm int e r a c t ions were t e s t ed again s t i t . The ma in e f f e c t s wer e t e s t e d again s t relevant two - t e rm int er a c t ions in case of random int eract ions b e in g s ign i f ic an t . Fo l lowing the exclus ion o f e f f e c t s o f age o f d am , in t e ract ion b etween s t o cking rate and b irth r ank , int e ract ion b e tween s i r e , s t o cking r a t e and year whi ch were found to have no s i gni f ican t e f f e c t (P<O . OS ) o n t he t rait concerned , pro cedur e s were appl ied t o d e r ive s ui t ab l e mod�l s f o r e s t imat ing populat ion p arame t e r s and evaluat ion o f GEl . 93. A general model d e s c r i b in g a da tum for wh i ch every s igni f i c ant e f f e c t was f i t t ed in the c omb ined s t o cking rat e analysis i s : where t he terms are as d e s c ribed previously exc ept the f o l l owing si the e f f e c t o f t he i t h s ire . i 1 to 7 ( S ir e group 1 record s ) i 1 to 10 ( S ire group 2 record s ) i 1 to 1 0 ( S ire group 3 record s ) i 1 to 7 ( S ir e group 4 record s ) the obs erva t io n on t he mth ind ividual born under l t h b irth rank , ma int a ined o n j th s t o cking r a t e in the kth year , d aughter of the ith s i re . i s the random error p e cul iar t o the ij klm th ob servat ion and fol lows NID ( O ; cr 2 ) . A l l e f f e c t s in t he mode l were regarded as f ixed exc ept s i , ( s t ) ik whi ch are random s e t s o f e f f ec t s . ( s r ) ij • I f the geno types are regarded a s r andom and environmen t s a s f i xed , the int e r a c t ions e f f e c t s are a l s o r an d om (Harvey , 1 9 6 0 ) . w e r e analy s ed s ep arat e l y . The data in al l the four S ir e group p e r i o d s Formal F- t e s t s were carr ied out in accordance with the proc edure exp l ained ear l ie r . The e xpectat ions o f mean s quares f o r the above model a r e shown i n Tab l e 3 . The mod e l used t o represen t a datum for wi thin s t o ck ing rate (HSR and CSR) analys e s c an be wr i t ten a s : 94 . TABLE 3 : Comb ined S t ock ing Ra t e Ana lys i s Calcula t i on o f Red u c t ions * in Sums o f Sguare s ( S . Sgs ) and Expe c t a t ions of He an Sguares ( EMS ) EMS Re duct ion Source R ( s I u , r , t ' b , s r , s t , rt ) (} 2 + e S t ockin g r a t e R (r l u , s ' t ' b , st , r t ) (} 2 + k 7 0" 2 + k s q 2 r e sr Year R (t l u , s ' r , b , sr , rt) (} 2 e B i r th- rank R <b I u , s , r , t ' s r , s t ' rt ) (} 2 + k4 q e S i re x s t o ck ing rate R ( s r l u , s , r , t ' b , s t , rt ) (} 2 e S ir e x y e a r R ( s t l u , s ' r , t ' b , s r , rt ) 0 2 + k cr 2 e 2 st R (rt l u , s , r , t , b , s r , s t ) cr 2 e S i re S t o cking r a t e X year + + + kg (J; ksG2 + k q2 st Ei t � k 3 cr2 sr � k q l t y ' y - R ( u , s ' r , t ' b , s r , s t , r t ) cr 2 e Error q2 * quadra t i c term ( f ixed e f f e c t ) The t e rmino l o gy for reduct ions in s ums o f squares given by S e arle ( 1 9 7 1 ) will be used throughout the text in t h i s wo rk . R ( . ) imp l i e s redu c t ion , and the l e t ters within the parent heses refer to the mod el b e in g f i t t e d . f a c t o r is f i t t ed a f t e r ano t he r . a l s o impl i e d . R (. 1 . ) me ans that one The p l ural d e f i n i t ion i s 95 . TABLE 4 : Source Within S to ck ing Ra t e Analys i s Calcu l a t ion o f Re duc t ions in Sums of Sguare s ( S . Sgs ) and Expe c t a t ions of Mean Sguares ( EMS ) Reduc t i on EMS S ir e R (s I u , t ' b , s t ) o2 e + k so2 s Year R et I u, s, b) o2 e + k 3o2 + k4q2 st t B i r th-rank R Cb I u , s ' t ' s t ) + k2 q 2 b S i re x year R (st l u , s , t ' b ) o2 e 02 e + kl o2 st y ' y - R (y ' s ' t , b , s t ) Error q2 quad r a t i c t e rm ( f ixed e f f e c t ) o2 e 96 . . whe r e the terms are as d e s c r ib e d previously excep t the f o l lowing : t h e observat ion on mth individual in the k t h year , d aught e r o f i t h s i re and born unde r lth b i r th r ank . i s the random error p e cul iar to the iklm th o b s e rvat ion and f o l lows NID ( O ; a 2 ) . A l l e f f e c t s in the model we r e regarded as f ixed exce p t s i and ( s t ) ik whi ch are rand om s e t s of e f f e c t s . The d a t a in all the four S ir e group p e r i o d s we re analysed s epara t e l y . Formal F- t e s t s wer e c a r r i e d out in a c c o r dance wi t h the procedure exp l a ined earl i e r . The exp e c t a t ions o f mean s q uares f o r above mo d e l a r e shown i n Tab l e 4 . Es t ima t i on of me an square s , variance and covar i ance componen t s The d ir e c t me thod o f Harvey ( 1 9 6 0 ) was used i n comp u t ing sums o f squares from wh i c h mean squar e s were cal culat ed . An abb r ev i a t ed f o rm o f the direct me thod of comp u t ing s ums o f squares is : whe r e B' a row ve c t o r o f leas t squares e s t ima t e s f o r a g iven s e t of equat i on s . Z -1 the inverse o f square s e gmen t o f the inver s e o f t h e var i ance cova r i ance mat r ix correspond i n g , b y row and c o l umn to t h i s set o f e s t ima t e s . and B a co lumn ve c t o r o f the l e a s t s quares e s t ima t e s for the g iven set of e qua t ions . 97 . The above s imp l i f ied pro c edure o f calculat ing sums o f s quar e s o f t h e various e f f e c t s in the r e s p e c t ive mod e l s used i s equ iva lent t o f i t t in g s ubmo d e l s (Harvey , 1 9 6 0 ; S e a r le , 1 9 6 6 ; Cunn ingham , 1 9 7 0 ) . The exp e c t at ions of mean s quares for b o t h the mod e l s used in the inve s t igat ion wer e ob t a ined unde r as sump t ions of mixed mod e l s in acco r d ance with the procedur e s d e s c r ibed by Hend erson ( 1 9 5 4 ) and Harvey ( 1960) . The gene ral theory involved in the use o f l e a s t squar e s pro cedure s w i t h unequal sub c l as s f r equen c i e s for the e s t ima t ion o f var iance and cova r i ance component s wi th t h e mixed mod e l s has b een d i s cus s ed by Thr ee Hend e r s on ( 1 9 5 3 ) , Searle and Hender s on ( 1 9 6 1 ) and Searle ( 1 9 6 8 ) . me thods of e s t imat in g variance componen t s are d e s cribed in Hende rson ( 1953 ) . S ince Method 1 i s approp r i a t e for random mod e l s only , it was not used in this s tudy . Me thod 2 was also found inapp rop r ia t e in t h i s s t udy b e cause o f t h e n e ce s s i t y t o analy s e int e r a c t ions be tween random and f ixed e f f e c t s . Me thod 3 was app lied for this inve s t i ga t i o n as i t w a s n o t subj e c t t o any o f t h e l imi t a t ions o f t h e other two me thod s . Var iance comp onent s were r e q u i red f rom mixed mod e l s and random i n t e r a c t ions of s ire x s t o ck ing r a t e and s ir e x year we re a l s o included in t h e mo del s . Me thod 3 i s based on the me thod o f f i t t in g con s t an t s . I t u s e s reduc t ions in s ums o f s quares due t o f i t t ing d i f f erent sub groups of f ac t o r s in th e mod e l . The e s t imat ion o f var i ance component s i s done b y equa t ing each comp u t e d r e du c t ion to i t s e xp e c t ed value . Comp ared to Me thod 1 and Method 2 , t h i s method i s f ar mo r e app r op r i a t e f o r t h e m i xe d mod el , s ince i t y i e l d s var i ance component e s t ima t o r s t h a t are r e l a t ively una f fe c t ed and uncomp l i c ated b y the f ixed e f f e c t s . Its d i sadvan t age i s that i n mod e ls cont a ining a large numbe r o f e f f e c t s , i t may b e d i f f i cult t o ob t a in the co e f f i c i e n t s i n the exp e c t a t ions , a s t h e inve r s e o f full mat r ix l e s s t h e e f f e c t o f int e r e s t is required . 98 . Computer p r o grammes were �r i t ten f o l lowing Harvey ( 1 960 , 1 9 7 0 ) to comp u t e t h e var i anc e and covar i ance comp onents by Me thod 3 . The k c o e f f i ci en t s i n T ab l e s 3 and 4 were c omputed b y the d i r e c t and ind i r e c t procedures d e s c r ib e d by Harvey ( 1 9 6 0 ) . LEAST SQUARES EST IMATE S The l e a s t square s e s t ima t e s o f t h e ma in e f f e c t s re garded as f ixed and various int era c t ions included in the model f o r the c omb ined s t o cking r a t e ana l y s i s were comp u t e d for a l l the Sire group periods separately by solving the least s quares equat ions (Harvey , 1 9 6 0) . The s t andard e r rors of t he least s q ua r e s e s t imat e s were calculated for a l l the four S ir e g roup p e r iods s ep a r a t e l y ac cording to the f o l lowing formu la as sugge s t ed by Harvey ( 1 9 6 0 ) . whe r e c i i is the corres ponding d iagonal inve r s e e l ement for that con s t an t and o e 2 i s t he error me an square . A POOLING O F THE S IRE GROUP PERIODS ANALY S E S In o r d e r to p o o l t h e resul t s o f t h e analy s e s over all the S ire g r oup p e r iods , the me thod sugge s t ed b y Cunningham ( 1 9 7 0 ) was used . In this method , the sums o f s quare s and degrees o f f reedom are added f o r a l l t h e s o ur c e s o f var i a t ion . The variance component s co e f f i c i en t s are o b t ained by averaging , we i ght ing each by its corresponding numbe r of degrees o f f r eedom . 99 . PARTITIONING THE VARIATION The propo r t ion of var iance a c c ount ed f o r each f a c t o r in the poo led analys e s for t he comb ined dat a was c a l cul a t ed from the p o s i t ive variance component s ( includ ing f ixed e f f e c t q uad r a t i c c omponent s ) and For examp le , variance due t o s t o ck ing t h en c onve r t ed to a p ercentage . r a t e ( % Vr ) f o r a t r a i t might be X 100 VARIANCE COMPONENT E S T IMATES The var i ance component s es t ima t e s o f s i r e , s ire x s t o cking rate and s ir e x y e ar inter a c t i ons der ived from the least s quares analy s i s of data in t h e c omb ined s t o cking rate and wi thin s t o cking rate analyses for a l l the four S ire group periods ind iv idual l y and the p o o l e d anal y s e s were u sed i n determining t h e imp o r t ance o f G E l f o r the t r a i t s under inve s t igat i on . Us ing the notat ion sp e c i f i e d e ar l ier for the e f f e c t s in the model , the f o l l owing intra- c l a s s relat ionsh ips wer e obt ained : 1. The r e l a t ive magni tudes o f the in t e r a c t ion var i ance componen t s ( individual l y or comb ined) t o t h e t o t a l var iance wer e c a l c u l a t e d a s fol lows : (a) comb ined s t o cking r a t e analys i s (i) 02 o2 + o 2 s sr sr + o2 + o2 + o2 + o2 st e o2 ( ii ) o2 + o2 s st sr st e 1 00 . + a2 st (iii) (b ) Within s t o cking rate ana l y s i s 2. The proport ions which the sire s i re x x s t o c king rate intera c t ion and year interac t i on var iance componen t s ( i ndividually o r comb ined ) con t ribute to the t o t a l gene t i c varian c e s we re calculated as f o l l ows : (a) Comb in e d s t o cking rate analy s i s a (i) sr 2 + 2 a a sr s (ii) 2 a a 2 st 2 2 + a s + a2 st sr + a2 st (iii) (b) Within s t o cking r a t e analys i s a2 st (i) 3. A comp a r i s o n o f the r e l a t ive magn i t ud e o f the two p a r t s o f the gene t ic var ianc e ( i . e . , the in t e r a c t ion and the be tween- s ir e componen t s ) was made a s f o l l ows : (a) Comb ined s to cking r a t e analys i s (b) Within s t ocking r a t e analy s i s a 2 st -;;z s 101 . I f the r a t io i s large , the p e r f o rmance o f a geno type wou ld b e l e s s r ep e a t ab l e over a l l environmen t s and vice versa. GENE T I C PARAMETERS He r i t ab i l ity E s t ima t e s o f herit ab i l i t y we r e o b t ained f rom pat e rnal half- s i b c o r re l a t ions . The e s t ima t e s o f he r i t ab i l i t y der ived from p a t ernal h a l f- s ib corre l a t ions using the s i re component does no t contain var i an c e d u e t o dominanc e , t o ep i s t a s i s invo lving dominance dev i a t ion or t o mat e rnal e f f e c t s (Turner a n d Y oun g , S ince the betwe en- s ire 1969) . c omp onent i s the varian c e b e tween the means of half-sib f ami l i e s , i t e s t imates t h e pheno typ i c covar iance o f half-s i b s , Cov (HS ) , wh i ch i s � VA ( Falcone r , 1 9 60a) whe r e VA i s a n abb r evi a t ion f o r add i t ive gene t i c var iance . Thus in a populat ion ma t ing at random 4 gene t i c var iance o f the p op u l at i on . i n t e r a c t ions ( i . e . , s ir e x cr� e s t ima t e s the But in t h i s s t udy a s the r andom s t o ck ing rate and s i r e x y e a r ) were found t o b e s i gn i f icant , the s i z e o f t he variance f o r r andom i n t e r a c t ions we re e s t ima t ed t o make allowance for it s pre sence . In the p r e s en t s tudy , h e r i t ab i l i ty e s t ima t e s were pooled over a l l t he S ir e group periods analy sed b o t h i n t h e comb ined s t o cking r a t e and w i t h in s t o cking rate ana ly s e s by the me t hod s u g g e s t e d b y Cunningham ( 1 9 7 0 ) , i . e . , by adding t he sums of s q uares and degrees of fre edom f o r b e tween and wi thin s ir e s . Gregory et a l . ( 1 9 7 8 ) showed that the u s e o f t h i s procedure was mo r e accurate t han comb ining hal f - s ib e s t imat e s b y we i gh t ing e a ch e s t imat e by t h e r e ciprocal o f i t s var i an c e , a me thod which may b ia s the p o o l e d e s t ima t e downwards t oward s z e r o . 1 02 . With the not a t ion used earlier in t h e analy s e s o f varianc e , the her i t ab i l i t y for each t rait was e s t ima ted as f o l l ows : (a) Comb ined s t o cking r a t e ana l y s i s h2 (b ) a2 s + 2 4 as a 2 + a2 st sr + a2 e Within s t o cking rate analy s i s h2 2 4 as a2 + a2 s st + a2 e Mo s t o f the pub l i shed e s t imat e s o b t a ined by the paternal h a l f - s i b me thod are based on analy s e s of the s ire e f f e c t s ne s t ed within years and hence would include s ir e x y e ar int eract ions as p a r t of the s i re e f f e c t . Al s o mo s t e s t ima t e s are for sh eep at the s ame s t o cking rat e . To s tudy the e f f e c t s o f these f ace t s of the norma l me thods of o b t aining gen e t i c p arame t er s , t h e he r i t ab i l i ty e s t imat e s were a l s o o b t a ined by the f o l l owing f o rmulae : (c) Comb ined s to cking r a t e ana ly s i s h2 (d) 2 2 2 4 (a s + a s r + a s t ) a2 + a2 + a2 + a 2 e st sr s Within s t o cking r a t e anal y s i s h2 4 (a 2 + a 2 ) st s a2 + a2 + a2 s e st Prec i s ion o f Her i t ab i l i ty A large s amp l e variance o f h er i t ab i l i t y u s ing mean squares r a th e r t han var i ance comp onen t s as d e s c r ib ed by Kemp thorne ( 1 9 5 7 ) w a s adap t e d in t h i s s tudy t o calculate the app r oxima t e s t andard e r r o r s o f t h e e s t imat e d heri t ab i l i t i e s . 103. U s in g large s amp le theory f o r a b a l anced s i t ua t i on , if X y e where u i and v i are cons t an t s and A , B , C . . . . . e t c . are mean s quares , then l arge s amp le va r iance o f 6 i s : V (6 ) where V (X ) V (Y ) Cov ( XY ) V ( X) y2 f vf V (A) 2 X Cov ( XY ) .:..._.::_:_:.___:'-"-'---..!y3 _ u V (A ) + u � V ( B ) + u r v1 V (A) � v V(B) + + + + x2 - y � v� V ( C ) u V (C ) u2 v 2 V ( B ) + V (Y) 4 + + u3v3V (C ) + S ince the denomina tors o f the her itab i l i t y e s t imat es in this s t udy con t a in the inte ract ion var iance componen t s , the l arge- s amp l e var i an c e o f her i t ab i l i t y d e r ived b y Swi ger e t a Z . ( 1 9 6 4 ) w a s found inap p ro p r i a t e . Gene t i c corr e l a t ions Int er- t r a i t gene t i c correlat ions Harvey ( 1 9 7 0 ) showed that varianc e and covar iance componen t s c an be e s t imat ed s imul t aneou s ly . Coe f f ic i en t s for covarian c e comp one n t s in t he exp e c t a t ion of mean produc t s are the s ame as for c o rre sponding variance component s when all depend ent var iables are ava ilable for a l l o b s e rvat ions . Variance and covariance comp onen t s wer e e s t imat ed by Henderso n ' s Method 3 for all the t r a i t s und er inve s t igat ion in t h e p o o l e d ana ly s i s f o r the combined s t o cking r a t e analy s i s . In a populat i on mat ing a t random , the covar iance component s betwe en s ir e s equals one fourth o f t h e covar iance b e tween the add i t ive deviat ions c aus e d b y genes in the two charac t e r s . 1 04 . The genet ic co r r e l a t ion b e tween the t ra i t s x and y wer e e s t ima t e d f rom t h e s i re var i an c e and covariance comp onen t s as : 4 Cov s x s y where a i s an abbrevi a t ion for ad d i t ive g ene t i c , and s r e f e r s to the s i r e comp onent . The f o rmu la o f T a l l i s ( 1 9 5 9 ) was adap t e d to e s t ima t e approxima t e s amp l ing errors o f t h e gene t i c co r r e l a t ion s . Th i s formu l a i s a mod i f i ca t ion o f t h a t g iven by Rob e r t son ( 1 9 5 9 ) wh ich is app l i c ab l e only to t he cases wher e the her i t ab i l i t i e s for the two trai t s are the s ame . Int r a- t r a i t gene t i c c o rrelat ions Formul a p r e s en t e d by Yamada ( 1 9 6 2 ) for mixed model s and two env i ronmen t s was adap t ed for e s t ima t ing the gene t i c corr e l a t ions b e tween p e r f o rmanc e in two s t o cking r a t e s as a q uant i t a t ive exp r e s s ion of s i res t o c k ing rate in t e r a c t ion . whe r e s r e f e r s t o t h e s i r e comp onent and a s 1 and a s r e f e r t o gene t i c 2 s t andard deviat ions in s t o cking r a t e H S R and CSR respe c t ive l y . The ab ove f o rmula of r g is no t subj e c t to any o f the l imi t at ions su f f e r e d b y D i ckerson ' s ( 1 9 6 2 ) formula which wa s der ived under the a s sump t ion o f t h e s ame gene t i c variance in each of the env i ronment s . The app r oxima t e s t andard errors of the intra - t ra i t gene t i c c o r r e l a t ion c oe f f i c ient s we r e e s t ima t e d by Robe r t son ' s ( 1 9 5 9 ) formu l a . 105 . CHAPTER F IVE RESULTS AND D I SCUSS I ON E S T IMATES OF NON- GENET IC FACTORS , I NTERACTIONS AND VARIANCE COMPONENTS The records of the var ious p r odu c t ive t ra i t s such as l ive-we i gh t and t h e woo l t r a i t s o f hogge t s are a f f e c t ed b y a var i e t y o f envi ronmen t a l f a c t o r s such a s a ge o f dam , t y p e o f b i r th , s e x , nut r i t ion and year o f re c o r d . Some o f these f a c t o r s are easily iden t i f iab l e and recorded . The i r e f f e c t s can be removed s t a t i s t i c ally f rom the p e r f o rman ce r e c o r d s s o t h a t t h e a c curacy o f s e l e c t ion i s imp roved . In the p re s ent s t u dy , as indi c a t ed in Chap t e r 4 , the known env i r onme n t a l f a c t o r s c ons ide red l i kel y to be o f imp o r t an c e in the d a t a a n d i n c luded i n the s t a t i s t i c a l mo d e l we re : s t o ck i n g r a t e ( C SR or H S R ) , a g e o f dam ( 2 year old or o ld e r ) , type o f b i r th ( s ingle or twin ) , e f f e c t o f t h e y ear i n which t h e r e c o rd was made and t h e re levant i n t e ra c t i o n s b e tween the main e f f e c t s . The prel iminary an alyses o f va r i an c e o f the e f f e c t s o f age of dam , s t o ck ing r a t e x b i r th r ank and s i re x s t o c king rate x y ear in t era c t i ons ind i c a t e d tha t in a l l ins t an c e s , these three e f fe c t s were s t a t i s t i c a l l y non- s i gn i f i c ant ( P < O . O S ) . Analy ses o f var i a n c e f o r o t her ma in e f f e c t s and in t e ra c t ions we re c omp le t ed in each Sire group p e r i o d separat e ly and poo led a c c o r d i n g to the p ro c e dure exp l ained in t he earl ier chap t er . The s t a t i s t i cal mod e l s to d e s c r ibe the comp u t a t ion procedures invo lved in these an a l y s e s h av e b e e n d e s c r ibed p r ev i o us ly . The p rop o r t i o n o f the t o t al va r i a t i on a t t r ibu t ab le t o each f ac t or for each va r iab l e in t h e comb ined s t o cking r a t e ana ly s i s pooled f r om t h e d i f f e rent S i re group p e r iods i s shown i n T ab l e 5 t ogether with the s t a t i s t i cal s ign i f i cance o f e ac h f a c t o r . TABLE 5 : •' Percentage o f to tal var iance a t t r i b u t a b l e to each f a c t o r for each var iable from the comb ined s to cking rate ana lys is po o l e d f rom t h e d i f f e rent S i re group p e r io d s Factor HLW GFW HA Sire 1 . 9 >'< 1< 3 . 3 i< i< 7 . 5 >'< >'< 4 . 5 * >'< 1 0 . 9 >'d< 6 3 . 8 >'o'< 3 7 . 3 >'<>'< 1 0 . 3 >'< >'< 2 . 6 >'< 1< 1 8 . 2 >'< >'< Year 6 . 9 >'<* 2 4 . 9 .,., ,., 9 . O i<>'< 14 . 4 ** 3 . 7 i< i< B i r th- rank 0 . 8 >'< >'< S tocking r a t e - 0.3 - S i re x S t o cking rate 1 . 3 >'< * 0.4 S i re x year 1 . 2 -1< * 1 . 3 >'< >'< 2.2 1 . 5 >b'< 4 . 5 ** 4 . 1 ** S t ocking r a t e Error x Year 28 . 3 22 . 6 66 . 6 y - SL 0.2 1.6 0.5 1 9 . 6 * >'' 56 . 8 1.0 2 . 1 >'< 63 . 9 S t a t i s t i c a l s i gn i f i cance o f mean s quares * ** P<0 . 05 P<0 . 0 1 ...... 0 0\ TABLE 5 : ( cont inue d ) Fac tor MFD V 1 0 . 2 -lc * S ire S t o cking rate 2.4 Year l . 6 '� * - B i r t h- rank SFD 6 . 1 ,. .� 1.7 1 1 . 6 >'d< 3 . 4* * 3 . 6 >'< >'< 1 2 . 0 * '� 44 . 2** 0. 6 0.2 - - 2 . 7'� 3 . 9** S i re x Year 0.7 1.5 Error 8 . 3 '< * 0.5 S to cking rate Year 1 0 . 2** 0.5 x x CPC 1 . 4 >� * S i re S t o cking rate QN 1 3 . 2 1d< 1 5 . 4 >'< * 69 . 2 58 . 4 6 . 7 * >'< 66 . 6 TCN 1 0 . 9 * ''' 3 8 . 2 * -1' l . 8 >'< 0.2 0.3 42 . 9 48 . 9 ,_. 0 --.) TABLE 5 : ( cont inue d ) Fac t o r CHG TG HG LG GCG S i re 4 . ] id< 5 . 4 -ln� 4 . 5 >'< >'< 5 . 8 >' d< 3 . 3 '� ''' S tocking rate 3 . 7** 1 . 4* 0. 1 0 . 8 i< 1 2 . 4 i<>'< 1 9 . l >'d< 2 1 . 3 >'< 1< 28 . 2 io� 2 . P* 1.0 0.6 1.4 2 8 . 9 1< >'< Year 1 . 3 * 1< B i r t h - rank S i re x S t o cki ng rate 0.2 S i re x Year 0.3 S to cking rate Error x Year 1.3 59. 6 4 . 0 * '� - - - - 89 . 2 2 . 9 1< 1.2 69 . 5 - 3 . 2 "' * 66 . 5 1 . 4 >� 1.3 1. 1 52 . 3 ,__. 0 00 TABLE 5 : ( co n t inued ) Fac t o r SCG DAG S i re 2.0 2. S to cking rate Year CG CAG SG l 5 . o ,., ,., 3 . 4 ''' * l . 8 in'< 5 . 6 >'n'< 5 . 6 ** 3 . 7 >'< >'< 4 . 9 >'< >'< 2 5 . 4 >� >'< 8 . l ,� ,·, 0. 5 8 . 0 >'< * 3 9 . 0 >'< >'< 1 2 . 8 >'"� - B i rth- rank S i re x S t ocking r a t e 1.3 S i re x Year 2 . 7* S tocking rate Error x Ye ar 6 . 1 >'< * 74 . 2 - 0. 5 - - 7 . 4 -ld< 84 . 4 2 . 5 ** 80 . 3 0.7 0.7 51.3 1 7 . 5 >'d< 42 . 5 ...... 0 '-0 1 10 . The e s t ima t e s o f the ma in envi ronmen t a l e f fects in the d i f ferent S ire group p e r iods analysed , e xp r e s s ed as dev i at ions f rom the overall mean , t o g e ther w i th the ir s t andard d ev i a t ions der ived f rom the error mean square are presen ted in Tab l e s 6- 1 5 . The analy t i cal r e su l t s for each t r ai t s t ud ied are p r e s en t e d as f o l lows : Hogge t l ive-we igh t HLW i n th i s s t udy rep re s e n t s t h e p o s t - shearing l ive-we i ght at 1 4 - 1 5 months of age . Th e ove r a l l ave r ages o f HLW f o r e ach S i r e group p e r i od and the leas t s quares e f f e c t s for d i f f erent sub c l as s e s o b t a ined b y the me thod of f i t t ing con s t an t s are l i s t ed in Tab l e 6 . In a l l t h e four S i re group p e r i o d s , the leas t s q uare s e f f e c t s show that the r e was a pr onounced s t o cking l evel e f f ec t on HLW at shearing with the HLW b e ing depressed in t h e H S R gr oup . in clo s e agre emen t w i t h Sumner ( 1 9 6 9 ) . The above r e s u l t s are The nut r i t i on o f the HSR anima l s was s everely res t r i c t ed i n the early part o f the s p r ing as a r e sult o f c on f ining the anima l s t o a l imit ed are a . Th i s p r a c t i c e , though enab l ing the l ambing ewe s t o h ave an access t o mor e p a s t ur e , r e t arded the b ody growth o f the hogge t s . Live-we i ght gain is p ropo r t ional t o int ake in e xc e s s o f the main t e nanc e r e qu iremen t s . When s t o cking r a t e s are inc r e a s e d , int ake p e r sheep f a l l s but intake in e xc e s s of ma i n tenance shows a g r e a t e r propo r t ionat e change . As a r e s u l t l ive-we i ght gain p e r h e c t ar e i s more s ens i t ive t o increas ing t h e s t o cking r a t e than is woo l produ c t i on TABLE 6 : Leas t squares e s t ima tes and s t andard errors o f environmen tal e f f e c t s for HLW and GFW Tra i t Fac t o r HLW (kg) S i re group 1 1967 / 1968 S ir e group 2 1 9 69 / 1 9 7 0 S i re group 3 197 1 / 1972 S ire group 4 1973/ 1974 S tocking r a t e CSR HSR 5 . 1 1 ± 0 . 23 -5 . 1 1 ± 0 . 23 5 . 34 ± 0 . 24 - 5 . 34 ± 0 . 2 4 3 . 1 2 ± 0 . 26 - 3 . 12 ± 0 . 26 3 . 5 1 ± 0 . 30 - 3 . 5 1 ± 0 . 30 1 2 2 . 12 ± 0 . 23 -2 . 1 2 ± 0 . 2 3 1 . 73 ± 0 . 23 - 1 . 73 ± 0 . 23 -0 . 38 ± 0 . 24 0 . 38 ± 0 . 24 0 . 76 ± 0 . 28 -0 . 7 6 ± 0 . 28 S ingle Twin 0 . 38 ± 0 . 2 2 -0 . 3 8 ± 0 . 2 2 0 . 69 ± 0 . 2 6 -0 . 6 9 ± 0 . 2 6 0 . 77 ± 0 . 33 -0 . 7 7 ± 0 . 3 3 0 . 55 ± 0 . 4 1 -0. 55 ± 0 . 4 1 32 . 9 3 ± 0 . 2 3 3 . 94 35 . 1 2 ± 0 . 24 4 . 03 30 . 1 4 ± 0 . 2 9 3 . 67 34 . 1 8 ± 0 . 39 3 . 64 CSR HSR 0 . 3 2 ± 0 . 03 -0 . 3 2 ± 0 . 0 3 0 . 60 ± 0 . 0 4 -0 . 60 ± 0 . 04 0 . 1 7 ± 0 . 03 -0 . 1 7 ± 0 . 03 0 . 3 8 ± 0 . 04 -0 . 3 8 ± 0 . 0 4 1 2 0 . 55 ± 0 . 03 -0 . 5 5 ± 0 . 0 3 0 . 25 ± 0 . 03 -0 . 2 5 ± 0 . 0 3 0 . 0 7 ± 0 . 03 -0 . 07 ± 0 . 03 0 . 1 3 ± 0 . 04 -0 . 1 3 ± 0 . 04 S ingle Twin 0 . 03 ± 0 . 0 3 -0 . 0 3 ± 0 . 0 3 0 . 0 3 ± 0 . 04 -0 . 0 3 ± 0 . 0 4 0 . 0 6 ± 0 . 04 -0 . 0 6 ± 0 . 04 -0 . 0 1 ± 0 . 0 6 0 . 0 1 ± 0 . 06 3 . 56 ± 0 . 03 0 . 48 3 . 28 ± 0 . 03 0 . 59 3 . 00 ± 0 . 03 0 . 43 3 . 1 7 ± 0 . 05 0 . 49 Year B i r th- rank General mean S t andard dev i a t ion GFW (kg) S t o cking rate Year B i r th-rank Gene ral mean S t andard devi a t i on >--' >--' >--' 112. (Langlands and Benne t t , 1973) . D i f f e renc es in t he p lane o f nu t r i t ion due t o s t o cking leve l may have variab l e int e r a c t i ons w i t h the incidence o r seve r i ty of the d i s eas e . Wh i l e increas ing the s t o cking rat e may increase the incidence o f d i s e a s e a s s o c iated w i t h i nc r e a s ing phy s i c a l c o n t a c t b e tween anima l s ( S pedd ing , 1 9 6 5 ) , the r e i s only l im i t ed inf ormat ion on the e f f e c t of s t o cking rate on n ematode i n f e c t ion . Under Au s t r a l i an cond i t ions it appears there i s l i t t l e e f f e c t w i t h the ma ture sheep (McManus and Arno ld , 1965 ; Southco t t et a l . , 1 9 6 7 ) a l t hough s ub s t an t ia l worm burdens may b u i ld up in young sh eep at h i gh e r leve l s o f s t o ck ing p o s s ib ly d u e t o the i r p o o r immun i t y s t atus o r nu t r i t i o n (McManus and Arno ld , 1 9 6 5 ) . Th e animals b o rn as s ingles are sup e r i o r in the i r growth r a t e to animals b o rn as twins , a t t aining a heavier body we ight at ho gge t s t age in this s t udy . S imilar obs erva t ions were mad e by Rae ( 1 9 5 0 ) , Ch ' ang ( 1 9 6 7 ) , T r i p a thy ( 1 9 6 6 ) and Bake r et a l . ( 1 9 7 4 ) in New Zealand Romne y s . Rae ( 1 9 5 0 ) ob s e rved tha t the s ingle born New Z e a l and Romney hogge t s we r e 3 . 0 2 k g heav i e r than twins . The magni tude o f b i r th r ank e f f e c t was h oweve r , lower in t h i s s t udy on HLW t han r e p o r t e d by the se worke r s . Terrill e t a l . ( 19 4 7 ) noted tha t the type o f b i r t h had an imp o r t a n t e f fe c t o n b ody we i gh t a c c oun t ing for 7 and 1 3 % o f t h e t o t a l var i a t ion i n Columb i a and Targh e e ewes r e s p e c t ively . Be tween-year e f f e c t s are caused by f a c t o r s such a s nu t r i t i o n , c l imat e and managemen t p e culiar t o e a ch year . The t rend in t h i s s t udy sugge s t s that the HLW is eas i ly a f f e c t ed by envi r onment al cond i t ions p ecul i ar t o e ach year such as d i f f erences in t h e amount and d i s t r ibut ion of t he rainf a l l . 113. The main sour c e o f environmen t a l var ia t io n in HLW , as ident i f i e d by the analy sis o f var iance and quant i f ie d b y p roport ioning the varian c e , was s t o ck ing rat e . T ab le 5 shows that t h i s a c c ount s for 6 3 . 8 % in the pooled var iance analy s i s and it ranges from 5 1 . 1 % to 6 6 . 8 % in the ind ividual S ire group p eriods . The ' year ' e f f e ct con t r ib ut ed 6 . 9 % ( P < 0 . 0 1 ) t o the t o t al observed var ianc e . B i r t h-rank though s i gni f i cant ( P < 0 . 0 1 ) accounted for only 0 . 8 % of the var i an c e in the p o o l ed analy s i s whi l e i t cont ribu t e d 2 . 6 % in the S ire group 3 p e r iod . The importance o f t he s i gn i f i c ant int e r a c t ions was evalua t e d by var i an c e componen� an alysis from the pooled analys is of variance and the ind ividual S ire group analys es o f var iance . x year and s t o ck ing rate x S i re x s tocking r a t e , s i re year int eract ions were sign i f i c an t ( P < O . O D in the pooled analy s i s o f variance for HLW . HLW is imp o r t an t from a s e l e c t i on s t andp o in t , and the presence o f r andom in terac t i on s wou l d hamp e r the gene t i c p r o g r e s s unle s s properly a c c ounted for . In t eractions o f s i re x s t o cking r a t e are o f pr ime int e r e s t in t h i s inve s t i g a t ion . S ir e x s t o ck ing rate in t e r a c t ion cont rib u t e d 1 . 3 % o f the t o t a l o b s erved var i an c e in the pooled variance analy s i s wh i l e i t cont r ib u t ed 2 . 3 % o f t h e t o t al var iab i l ity i n S ire group 3 p e r io d . Mor le y ( 1 9 5 6 ) repor t e d highly s igni f i cant s i re x nut r i t ion int e r a c t ions at 1 2 and 1 7 mont h s b o dy we igh t . were large and h i gh l y s igni f i c ant . In thes e , t he int erac t i o n componen t s The d i f f e rence b e twee n the p lanes o f nut r i t ion i n h i s e xp e r iment w a s mo re ext reme than commonly encoun t e r e d in prac t i ce . Osman and Brad ford ( 1 9 6 5 ) a l s o f o und highly s i gn i f i cant s i re x nut r i t ion int e r a c t i ons ( from poo led mean s quare s ) for 450 d ay we i gh t in sheep . Cart er e t a l . ( 1 9 7 1b ) ob s erved s ignif i cant int e r a c t ions f o r 1 20 d a y b ody we i gh t . S igni f i cant g eno t y p e x nut r i t ion i n t e r a c t ions 1 14 . were r ep o r t ed for growth and s l augh t e r we i gh t by Budans t ev ( 1 9 7 3 ) . Howeve r , in Dunlop ' s ( 1 9 6 3 ) s t udy s t r a in x l o c a t ion interact ions for adul t weights in sheep were non- s i gn i f i c an t . S i r e x year int e r a c t ions con t r ib u t ed 1 . 2 % t o the t o t a l va r i ab i l i t y f o r HLW in the p o o l e d var ian c e an a l y s i s . Al t hough the s i z e o f in t e r- a c t ions var iance component was abou t 2% in t he S ir e group 2 p e r iod , no s ire x y ear in t e r a c t ions we re observed in S i r e group 4 p e r iod . Pos s ib l e c auses o f s i r e x y ear in t erac t ions have been d i s cussed b y Rae ( 1 9 5 8 ) . The f a c t that the s i r e x year intera c t ions are s i gni f i cant t hough sma l l in the p o o led ana l y s i s has cons iderable s e l e c t ion imp l i cat ions . Ch ' ang ( 1 9 6 7 ) s t ud ied the s i re x year inte ract ion in HLW and f ound i t to be a negl igib l e s o urce o f var i a t ion . Dunlop ( 1 9 6 3 ) o b s e rved non- s i gni f i c an t s t r a in x y e a r int e r a c t ions for adu l t we igh t . King and Young ( 1 9 5 5 ) r e po r t ed non- s i gn i f i cant breed x envi ronmen t interac t i ons in y ea r l ing weight . Rae ( 1 9 5 8 ) found the s i re x year interact ions f o r body t y p e t o b e not s i gn i f i can t . A f u r ther s t ep t aken to a s s e s s the p r ac t i c al imp l i cat ions o f the observed s ign i f i can t r andom interact ions and t h e ro l e p layed by these in t e r a c t ions with r e gard to the s t ructure of h e r i t ab i l i ty e s t imat e s sha l l b e d i s cu s s ed i n the next s e c t i on . S t o cking r a t e X y e a r int eract ions wer e s i gn i f i c an t ( P < 0 . 0 1 ) an d con t r ib u t e d 1 . 5 % o f the t o t a l observed varian c e i n HLW f rom t h e p o o l e d analys i s wh i l e i n S ir e group 3 per iod i t cont r ibuted about 8 % o f t h e t o t al var i a t ion . Such i n t e r a c t ion s were a l s o repor t ed as s ign i f i c ant b y Dunlo p ( 1 9 6 3 ) f o r adul t we igh t s . 1 15 . Greasy f l e e c e we igh t The ove r a l l averages and l e a s t squares cons tants f o r GFW f o r 9 - 1 0 mon ths wo o l growth b e tween l amb and hogget shear ing for e ach o f the S ir e gr oup p e r i o d s analysed a r e p r e s en t ed i n Tab l e 6 . In a l l the four S ir e group p e r iods , CSR anima l s had h i gher GFW than t he HSR an imals . The magn i t ude o f s t o cking r a t e e f f e c t s in S i r e group 2 p e r iod was mo re pronounced than in the o ther S ir e group periods p r ob ably b e cause of s umme r d rought cond i t ions p r evail ing d u r ing t h o s e t w o y ear s . HLW showed s imilar t r ends during t h i s per iod . The re i s cons id e rable ev idence that t he f l e e c e weight is inve r s e l y related t o t h e s t o cking r a t e and is approxima t e ly proport ional t o he rbage int ake . Bub l a t h ( 1 9 6 9 ) r ep o r t e d that the Romney we thers a t l ow s t o c k ing r a t e s grew s i gni f i c an t l y ( P < 0 . 0 1 ) more \voo l as compared wi th tho s e graz ing at h i gh s t o c king r a t e s . Joyce et a l . ( 1 9 7 6 ) ob s e rved that the sheep s t ocked at highe s t r a t e s produced 1 1 % l e s s wool than tho s e at t h e lowe s t r a t e s . McManus ( 1 9 6 1 ) r e f e rred to s ome wo r k carr ied out in V i c t o r i a , Aus t ralia with s t o cking rates o f two , f o ur and s ix sheep p e r acre . The average f l e e c e weigh t s per sheep d e c r eased s u c c e s s ively as f o l lows : 1 3 . 8 , 1 2 . 3 and 1 1 . 3 lb . Resu l t s s imilar to tho s e repor t ed in t he present s t udy were o b t ained by Sumner ( 1 9 6 9 ) in the s ame f lock u s e d in this s tudy . The r esponse to nut r i t ional l evel i s also r e f l e c t ed by chan g e s in both t he d i amet e r of f ib r e s and the ir length growth r at e . A reduc t ion in t he f e e d ing l evel will r educe the f ib r e length growth e f f ec t ively and wi l l also reduce the d i ame t e r of f ib res . As a p r o l onged p e r iod o f s evere under-nut r i t ion i s required t o reduce t h e t o t a l f ib r e popul a t ion 1 16. (Allden , 1 9 6 8 ) , the r e sp onse i n f le e c e we ight t o a change i n s t o cking rate w i l l almost alway s b e due t o a change in f ib r e-vo lume . Ke l l y ( 1 9 4 9 ) i n a n exp e r iment i n wh ich s t rong woo l and f ine woo l Mer ino gave respec t iv e l y 8 . 0 and 7 . 3 lb on a ' Low P l ane ' of nu t r i t ion and 1 8 . 4 and 1 3 . 3 lb on a ' Hi gh P l ane ' of nut r i t ion , a t t r ib u t e d the i n c r e ased d i f f erenc e of GFW b e tween the s t r a ins ma inly to the chan g e s in the c r o s s s e c t ional a r e a o f the f ibres , s i n c e t h e d i f f erence i n mean d iame t e r increased f rom 3 . 6 � on the ' Low P l ane ' t o 8 � on the ' Hi gh P l ane ' . The s i gns o f the b i rth rank e f f e c t s on GFW in t h i s s t udy are con s is t en t with tho s e f o r Romney data repo r t ed by Tripathy ( 1 9 6 6 ) and Baker et a l . ( 1 9 7 4 ) but the ma gn i t ude was l ower than r ep or t ed by t h e s e worke r s . B etween ' year ' e f f e c t s could t ake into ac count a wide array o f comb in a t ions o f a t l e a s t t emp era t u r e s , r a i n f al l , pho t op e r i o d s and sys t em o f managemen t . Adver s e environme n t a l cond i t ions d u r ing t h e y e a r c o u l d depre s s the GFW ind i r e c t ly through the r a t e o f growth i n HLW and the deve lopme n t of se condary f o l l i c le s . The resul t s o f the pooled analys i s o f var iance f o r GFW are present e d in Tab l e 5 . S t o cking r a t e and year e f f e c t s wer e s ig n i f i cant ( P < 0 . 0 1 ) and account f o r 3 7 . 3 % and 24 . 9 % of the t o t a l v a r i an ce . S ir e x s to cking r a t e int e r a c t ions c on t r ib u t ed only 0 . 4 % ( N S ) t o the t o t al observed variance i n t h e p o o l e d analys is o f var i anc e . It cont r ib u t e d 1 . 1 % ( P < O . O S ) only t o the t o t a l o b s e rved var i a t ion i n t h e S ir e g r o up 1 per iod wh ile i n o th e r S ir e group p e r io d s i t w a s nons igni f i cant . The p r a c t i c a l imp o r t an c e o f i t s b e ing s ign i f i cant i n S i r e g r o u p 1 p e r io d would b e neg l i g i b l e in v iew o f t h e sma l l numb e r o f 117. degrees o f f reedom ava i l ab l e for the analys i s . S imi l a r r e s u l t s were o b t a ined by Mo r l ey ( 1 9 5 6 ) who repor t ed non- s i gn i f i cant geno t y p e x nu t r i t ion i n t e r a c t ions f o r GFW . - Ne i t h e r int e r a c t ions o f b reed c r o s s x p l ane of nut r i t io n nor the twin p a i r s within a cross x p l ane o f nu t r i t ion were s igni f i c an t f or GFW in a s tudy condu c t ed by King e t a l . ( 1 959) . The e f f e c t s o f these int erac t ions on GFW we re also found non- s i gn i f i can t by O sman and Brad ford ( 1 9 6 5 ) . S t rain x s t at ions int e r a c t ions f o r GFW , though s i gni f icant , in a s tudy by Dun l o p ( 1 9 6 2 ) were gene r a l l y sma l l and a c counted f o r only a minor f ra c t ion o f the var i ance . S i r e x year int e r a c t ions we r e s i gn i f icant ( P < 0 . 0 1 ) in t h i s s t udy and con t r ib u t ed 1 . 3 % of the t o t a l var iance in the pooled analys is o f var iance . No s i gn i f i cant s ir e x y e a r i n t e r a c t ions f o r GFW were o b s e rved b y Rae ( 1 9 5 8 ) . Dunlop ( 1 9 6 2 ) also r epor t ed s t ra i n x year i n t e r a c t ions f o r the t r a i t we r e non- s i g n i f i c an t . The sma l l s i z e o f variance component account b y t ho s e int eract ions ind i c a t e t h a t s e l e c t ion of rams in o ne y e ar for use in an o t he r is un l ikely to h ind e r gene t i c p rogress i n GFW . S to ck ing r a t e x y ear in t er a c t ions were f ound s i gn i f i c an t ( P< 0 . 0 1 ) and con t r ib u t e d 4 . 5 % t o the t o t al var i ab i l i t y in the p o o l e d ana l y s i s o f var i ance as aga ins t 2 1 . 6 % in t he S ir e g roup 4 p eriod i n wh i c h i t was ob s e rved as h i gh ly s i gn i f i c an t . Dun l o p ( 1 9 6 2 ) repor t ed s t at ion x y e a r s i n t eract ions wer e highly s ign i f i c an t ( P < 0 . 0 1 ) for GFW . H i gh s i gni f i cance of s t o cking r a t e x year in this s t udy sugge s t s that t o s ome e x t e n t t h e lack o f imp o r t ance o f s i r e x s t o cking r a t e intera c t ions r e s u l t s f rom t he y e a r t o y ear variab i l i t y o f c l imat e and hen c e var iat ion in quan t i t y and qual i t y of f o d d e r ava i l a b l e w i t h in ind ividu a l s t o cking r a t e s . 1 18. Clean wool we ight per unit area Ra t e of wo o l growth i s mea s ured as t h e we ight of c l ean ( d r y ) wo o l in grams p e r square cent ime t e r o f skin over a s p e c i f ied p e r iod o f t ime . The overall ave r a g e s o f WA for three S i r e g roup periods analysed are p r e s ented in Tab l e 7 toge ther with the l ea s t squares e s t ima t e s of the main e f f e c t s in the mod e l . D i f feren c e s b e tween s t ocking r a t e s u g ge s t that the WA i s d e p r e s s e d in the H S R . The s t ocking rate e f f ec t c o n t ributed 1 0 . 3 % t o t h e t o t a l var i ab i l i t y and was s i gni f i cant ( P< 0 . 0 1 ) i n t h e p ooled ana l y s i s o f var i anc e . The s t o ck ing rate e f f e c t was more pronounced in the S ire group 2 period p r o b ably b e caus e of t he s ummer d rought cond i t ions p r ev a i l ing dur i n g t ho s e two years and r educed feed int ake . re s ul t s are in a g r e ement with Bub lath ( 1 9 6 9) . The above He r ep o r t e d t ha t the New Zealand Romney sheep grew more woo l p e r un i t area at a l ow s t ocking r a t e as comp ar e d t o the sheep i n the h i gh s t o cking r at e . Between�year e f f e c t s were a l s o h i gh l y s i gn i f ic ant and c o n t r ibuted 9 % o f var iab i l i t y in the p o o l e d analys i s of vari ance . V a r i a t ion in woo l produ c t ion b e tween years was probably a s s o c iated wi t h r e d u c e d p a s ture growth a n d hence feed i n t ake . S ire x s t o ck i ng rate int e r a c t ions were non- s igni f i cant f o r t h i s t r a i t i n t he p o o l e d analys i s o f var i an c e and the ind ividual S ir e group p e r io d s . Thu s the s i r e s ranked cons i s t en t ly in the s ame o r d e r . King and Y oung ( 1 9 5 5 ) h oweve r , r ep o r t ed s i gni f i cant b r e ed x p l ane of nut r it ion i n t e r ac t io n s for c lean we i gh t of woo l f ib r e s o n a t at to o e d area and c l e an we i gh t o f a l l f ib r e s o n t he t a t t ooed area . TABLE 7 : Lea s t square s e s t ima t e s and s t andard e r r o r s o f envir onmental e f f e c t s f o r WA and Y Tra i t Fac t o r S i r e group 1 1 9 6 7 / 1 9 68 WA S t ocking r a t e CSR ( gms / cm2 ) HSR Year 1 2 B i r th-rank S ingle Twin General mean S t andard devia t ion y S t ocking r a t e CSR HSR ( p e r c en t ) ± 0 . 00 3 0 . 00 3 0 . 017 -0 . 0 1 7 ± 0 . 00 2 ± 0 . 00 3 - 0 . 00 2 ± 0 . 00 3 -0 . 004 0 . 004 ± ± 0 . 00 3 0 . 05 0 . 308 -0 . 009 ± 0 . 00 3 0 . 009 + 0 . 0 0 3 0 . 022 - 0 . 022 -0 . 0 1 5 ± 0 . 00 3 0 . 0 1 5 ± 0 . 003 0 . 366 -0 . 2 4 ± 0 . 2 3 0 . 24 ± 0 . 23 Gene ral mean S t andard devi a t i on S i r e group 4 1973/ 1974 - - 0 .012 -0 . 0 1 2 ± 0 . 00 6 0 . 00 6 0 . 003 0 . 003 - 0 . 003 -0 . 003 ± 0 . 00 5 0 . 005 0 . 003 0 . 00 3 - -0 . 0 1 1 0.011 ± 0 . 008 0 . 008 ± 0 . 003 0 . 05 - 0 . 365 ± ± ± ± ± ± ± 0 . 00 7 0 . 07 -0 . 0 7 ± 0 . 3 1 0 . 07 ± 0 . 3 1 0 . 24 0 . 24 1 . 29 ± 0 . 22 - 1 . 29 ± 0 . 22 -2 . 15 2 . 15 ± 0 . 30 0 . 30 2 . 0 2 ± 0 . 35 -2 . 0 2 ± 0 . 3 5 0 . 2 1 ± 0 . 23 -0 . 2 1 ± 0 . 2 3 -0 . 23 ± 0 . 25 0 . 23 ± 0 . 25 -0 . 45 0 . 45 ± 0.41 0.41 -0 . 1 3 ± 0 . 5 1 0 . 13 ± 0 . 5 1 ± 0 . 22 4 . 07 7 6 . 39 ± 0 . 2 2 3 . 83 7 8 . 37 ± 0 . 35 4 . 49 7 6 . 8 1 ± 0 . 48 4 . 53 0 . 40 - 0 . 40 ± ± B i r t h- rank S ingle Twin S ir e group 3 197 1 / 1972 -0. 9 1 ± 0 . 23 0 . 9 1 ± 0 . 23 Year 1 2 S i re group 2 1969/ 1970 7 7 . 14 ± ± 1 . 24 - 1 . 24 ± ± 0 . 38 0 . 38 ,...... ,...... \0 120. S i re x year i n t e rac t i ons though non- s ign i f i c ant in t h e pooled ana l y s i s cont rib u t ed s l igh t ly mo r e than 2 % of t h e var i an c e . in s amp l in g may have con t r ib u t ed t o the s i r e x Var iat ions year in t e r a c t ion s in the S i r e g ro up 2 per iod where i t ( P < O . OS ) a c coun t ed for 4 . 4 % of t he t o t al var i ab i l i t y . S t o c king r a t e x year int e ra c t ions were s i gn i f icant in the p o o l e d analy s i s o f var ianc e . C l ean s coured yield The l eas t s quares e f f e c t s f o r each of the f our S ir e group p e r i o d s f o r y i e l d a r e l i s t ed i n Tab l e 7 . t h e v a r i o u s S ir e g roup p e r iod s . Th e s t o cking r a t e e f f e c t s d i f f e r f o r Th i s could be a t t r i b u t ed to the samp l in g variat ion . Sumner ( 1 9 6 9 ) rep o r t ed h i gh e r means for Y i n t h e CSR an ima l s group . Mor l ey ( 1 9 56 ) a l s o observed higher Y i n the ' Hi gh Plane ' animals as compared to ' Low P l ane ' an ima l s though the d i f f e rence Between s t ocking r a t e e f f e c t s on Y in th e poo led was not s i gnif icant . analys i s of var iance though s i gn i f i c ant , con t r ib u t ed only 2 . 6 % to the t o t al var iab i l i t y wh i l e the b e tween years e f f e c t a ccoun t ed for 1 4 . 4 % and Between years e f f e c t s could be due t o the was h i gh l y s i gn i f i c an t . d i f f er e n c e in r a in f a l l and o ther cl imat i c f a c t or s . D i f f e r in g d e g r e e s o f c o n t amina t ion with mud a n d dus t could be imp o r t an t . S i r e x s t o cking rate int e r a c t ions con t r i b u t e d l e s s t han 2 % t o the t o t a l ob s e rved var iance and was non- s i gn i f i cant in t h e p o o l e d va r i an c e component analy s i s . I t was s i gnif i can t ( P < 0 . 05 ) and a c c ount ed f o r 4 . 5 % t o t h e t o t a l var i ab i l i t y in t h e S ir e group 3 p e r i o d . The r e s u l t ob t ained from t h e pooled analy s is o f var ian c e agrees wi t h Mo r l ey ( 1 9 5 6 ) who r e p o r t e d that s i re x nut r i t ion in t e r a c t ions were non- s i gn i f i c an t . 121 . Dunlop ( 1 9 6 2 ) however , obs erved s i gni f i c an t s t r a i n x s t a t io n i n t e ra c t i on s t hough the s i z e o f the int erac t ions t e rm was not large . In t h e p o o l e d var iance component analys i s s ir e x y e ar i n t e r a c t ions were f ound non- s i gn i f i c ant and r e l a t iv e l y of l e s s imp or t an c e . S i gn i f icant in t er a c t ion ( P < 0 . 0 5 ) b e tween s i r e and year was , however , ob s erved in the S i re group 3 p e r i o d and i t con t r ibuted s l i gh t l y over 4 % to the t o t al variat ion . Dun lop ( 1 9 6 2 ) also observed s i gn i f i c an t s t rain x y e a r int eract ions i n the t r a i t t hough i t accoun t e d f o r j us t over 1 % o f t he t o t al variab i l i t y . S t o cking r a t e x year int e r a c t ions cont r ibut ed maj o r p o r t ion o f var i a t ion due t o interac t ions . S t aple length S t ap l e lengt h in t h i s s tudy reduced wi t h h i gh s t o cking r a t e t hough t h e extent o f r e s pons e d i f f e r ed in d i f f e rent S ir e group p e r i od s . S t ap le length has b e en o b s erved by various wo rkers t o l ower wi t h increased s t ocking rate ( Sharkey e t a l . , 1 9 6 2 ; L ip s on and Bacon-Ha l l , 1 974 ; S umne r , 1 969 ; Canon , Wh i t e and McConch i e , 1 9 7 6 ) . 1972 ; B e tween s t o cking r a t e s SL d i f f e red mor e markedly during the S ir e group 2 p e r i o d a s 1 9 6 9 a n d 1 9 7 0 h a d s umme r d r o ugh t s wh i ch c o u l d dep r e s s woo l growth t hrough nut r i t ional d e p r iva t i on . In t h e p o o l e d analys i s o f v a r iance 1 8 . 2% o f the var i at ion was b e tween s t o cking r a t e s whi l e t h i s component increased to 3 4 . 8% in t he S ir e group 2 p e r iod . In th i s s tudy s ingles have s l ig h t l y short er SL than t h e twins in a l l t he f our S i r e group p e r i od s . Th i s is in agreemen t wi t h Lax and B rown ( 1 9 6 7 ) and E l l io t t ( 1 9 7 5 ) . Lowe red t o t a l f o l l i c l e numbe r o f twins could p erhaps explain these r e s ul t s . Longer f ib res may b e p roduced b y s h e e p wit h lower f o l l i c l e p o p u l a t ion (Fras e r , 1 95 2 ; S chinckel and S ho r t , TABLE 8 : Leas t squares e s t ima t e s and s t andard errors of environmen t al e f f e c t s for SL and MFD Tra i t Fac t o r SL ( cm) S ire group 1 1967/68 S i re group 2 1969/ 1970 S i re group 3 197 1 / 1972 S i r e group 4 1 97 3 / 1 974 S t o cking rate CSR HSR 0 . 27 ± 0 . 09 - 0 . 2 7 ± 0 . 09 1 . 02 ± 0 . 09 - 1 . 02 ± 0 . 09 0 . 36 ± 0 . 1 3 -0 . 3 6 ± 0 . 1 3 0 . 48 ± 0 . 1 2 - 0 . 48 ± 0 . 1 2 1 2 -0 . 12 ± 0 . 10 0 . 12 ± 0 . 10 0 . 68 ± 0 . 09 - 0 . 6 8 ± 0 . 09 -0 . 25 ± 0 . 1 2 0 . 25 ± 0 . 12 0 . 59 ± 0 . 1 1 -0 . 59 ± 0 . 1 1 S ingle Twin - 0 . 1 3 ± 0 . 09 0 . 1 3 ± 0 . 09 -0 . 1 3 ± 0 . 1 0 0 . 13 ± 0 . 10 -0 . 02 ± 0 . 16 0 . 02 ± 0 . 1 6 -0 . 2 6 ± 0 . 1 6 0 . 26 ± 0 . 16 14 . 6 3 ± 0 . 10 1 . 66 1 3 . 90 ± 0 . 09 1 . 57 13 . 58 ± 0 . 14 1 . 82 1 3 . 25 ± 0 . 15 1 . 45 CSR HSR 0 . 53 ± 0 . 15 -0 . 5 3 ± 0 . 1 5 - 0 . 1 1 ± 0. 19 -0. 1 1 ± 0 . 19 1 2 0 . 37 ± 0 . 16 -0 . 37 ± 0 . 16 - 0 . 30 ± 0 . 18 -0 . 30 ± 0 . 18 S ingle Twin 0 . 09 ± 0 . 1 5 - 0 . 09 ± 0 . 1 5 Year Bir th- rank Gene ral mean S t andard deviat ion MFD ( \lm) S t ocking rate Year B i r th- rank Gene ral mean S t andard dev i a t ion 35 . 4 6 ± 0 . 1 6 2 . 66 - - - - 0 . 1 7 ± 0 . 24 0 . 17 ± 0 . 24 - 35 . 02 ± 0 . 2 1 2 . 67 ....... N N 123. 1961) . Lax and B rown ( 1 9 6 7 ) obs e rved an inc r e as e d (P< 0 . 0 1 ) numb e r o f f ib r e s per mm2 f o r s in gl e s . Sumner and Wi c kham ( 1 9 7 0 ) , howeve r , obs erved no s i gn i f icant e f f e c t o f b i r t h r ank on t h e S f / P f r a t io a t t h e h o g g e t shear ing in t h e s ame f lock as und er s t udy . D i f f erences b e tween year ac coun t ed for 3 . 7 % ( P< 0 . 0 1 ) o f the t o t a l var ia t ion i n t h e pooled ana l y s i s o f variance t ho ugh i t exp l a ined 1 7 . 7 % in t h e S i r e group 3 p e r io d . Varia t ion b e tween years coul d b e due t o t h e c l imat i c cond i t ions pr eva i l ing or man agement d e c i s ions such as t ime b e tween shearing s . A short a l t e r a t ion b e tween the shearing t ime s could b e i n s t rument al (Wi ckham and Bigham , ' 1 9 7 3 ) p a r t i c u larly whe n the woo l g r ow t h i s app roaching i t s maximum , i . e . , dur ing Novemb e r ( Hend e r son , 1 9 6 8 ) . Sire x s tocking r a t e in t eract ions were non- s i gn i f i c an t b o t h in the p o o l e d analy s i s of variance and from t h e four Sire group p e r io d s ana l y s e s . The s e resul t s are in agreement with Mo r l e y ( 1 9 5 6 ) who repo r t e d nons i gni f ic an t s i r e x nut r i t ion in t e r a c t ions for t h i s t r a i t . S imilar r e s u l t s we r e reported by King and Young ( 1 9 5 5 ) and King et a l . f o r average f i b r e leng t h . S t an s f i e l d e t a l . ( 1959) ( 1 9 6 4 ) a l s o o b s e rved no s igni f icant g eno t yp e x l o c a t ion i n t e r a c t ions f o r SL . Dunlop ( 1 9 6 2 ) however , ind i c a t ed smal l s i g n i f icant s t r a in x l o c a t ion i n t erac t ions . N e ve r thel e s s t h e in t e r a c t ions f o r t h i s t r a i t in h i s exp e r iment a c coun t e d f o r only a very minor ( l e s s than 1 % ) f r a c t ion o f the var i a t io n . S ir e x f lo c k int e r a c t ions were o b s e rved s i gni f i cant f o r SL f rom t h e p o o l e d e s t imat e s only b y Osman and Brad f o r d ( 1 9 6 5 ) . S i r e x year int e r a c t ions exp l a ined only 1 % (NS ) in t h e p o o l e d v a r i ance c omponent analys i s . S imilar o b s ervat ions f o r s ir e x year i n t e ra ct ions were repo r t e d for t he t r a i t i n t h e New Z e a l an d Romney s h e e p ( 124 . Dunl o p ( 1 9 6 2 ) a l s o s t ud ied s t rain x year in t er a c t ions by Rae ( 1 9 5 8 ) . and f ound no s uch int erac t ions as s i gni f i cant for t h e t r a i t . S t ocking r a t e x year i n t e r a c t ions t hough s i gn i f icant ( P < 0 . 0 5 ) account f o r only 2 . 1 % in the pooled ana l y s i s o f var ianc e . In general , in t er a c t ions were not impo r t ant f o r the t r a i t and a c co un t e d for only a very minor f r act ion of t h e var iance component s . S t o cking rates wer e t he mo s t imp o r t an t s o u r c e o f variat ion . Mean f ib r e d iame t er Resu l t s reco rded in the s t udy und er inve s t i g a t ion in bo th the S i r e group periods ana l y s e d sugge s t ed t h a t MFD d e creases wi th increased The r e is consid erab l e evidence that the MFD d e c r e a s e s s to ck ing rat e . w i t h the incre a s e d s t o cking rat e ( Sharkey e t a l . , 1 9 6 2 ; W i ckham , 1 9 6 9 ; C an o n , 1 9 7 2 ; McConch i e , 1 9 7 6 ) . Sumner and Lip son and Ba con-Hal l , 1 9 7 4 ; Wh i t e and As a p r o longed p e r io d o f d e c re ased l evel o f nut r i t ion i s requ ired t o r educe the t o t al f ibre populat ion o f non b r e e d in g sheep ( A l l den , 1 9 6 8 ) , the l ower f l eece we igh t wi t h increased s t o c k in g r a t e will norma l l y b e due t o a reduced f ibre-vo lume . Ryder ( 1 9 5 6 ) and Coop ( 1 9 5 3 ) have sugges t ed that the length and d i ame t e r o f f ib r e a r e a f f e c t ed equa l l y by p o o r nut r i t i o n . Between year e f fe c t s though s igni f i c an t ( P < 0 . 0 1 ) con t r ibu t ed only 1 . 6 % of the t o t al var ia t i on i n the p o o l e d variance componen t s an alys i s . S ire x s t o cking r a t e interac t ions wer e s i gn i f i c an t ( P < 0 . 0 5 ) f o r MFD and exp lained 2 . 7 % o f t he t o t al v a r i a t ion in t h e p o o l e d v a r i an c e component ana ly s i s . Dunlop ( 1 9 6 2 ) a l s o r e p o r t e d s igni f i cant s t rain x l o c a t ion int e r a c t ions o f mod e r a t e s i z e in MFD . Flocks x l ev e l o f nut r it ion int er a c t ions were f ound s i gn i f i can t f o r f ib r e c r o s s-se c t ional 125 . area by Wi l l i ams ( 1 9 6 6 ) . King and Young ( 1 9 5 5 ) however , d i d not observe any s i gn i f i cant breed x nut r i t ion interac t ions f o r the ave rage d iame t er of wool f ibre . S ir e x year i n t e r a c t ions we r e o f no s i gni f i c ance in t h e populat i on under s t udy and a c coun t e d for l e s s t han 1 % o f the t o t a l var i a t ion in t h e poo led ana ly s is o f var iance . The r e su l t s ob t a ined are suppor t ed by observa t ions on s u ch int era c t ions f o r MFD by Dunlop ( 1 9 6 2 ) . rate x S t o cking year int er a c t ions were f ound highly s i gn i f icant ( P< 0 . 0 1 ) and we r e t h e ma i n s ource o f var i a t ion i n t h i s t r a i t . S t andard dev i a t ion o f the f ibre d i ame t e r The s to cking r a t e e f f e c t wa s n o t s t a t i s t i cally s i gn i f i c ant and cont r ib u t e d le s s t han 2% of t he t o t al o b s e rved variat ion . S FD was howeve r , h i gher in the HSR t han CSR in b o t h the S i re group period anal y s e d though the d i f f erence wa s no t s i gn i f i cant . Year d i f f er en c e s were h i gh ly s i gn i f i c an t and con t r ib u t ed 1 1 . 6 % t o t h e t o t al obs erved var i a t ion . The b i r t h rank e f f e c t was also f ound s i gn i f i c ant ( P < 0 . 0 1 ) . Var i a t ion in f ib r e d iame t e r could be f rom f ib r e t o f ib r e w i t h i n a s i t e o r f rom p o int t o p o in t along the f ibre . S ig n i f icant s i re x s t o cking r a t e ( P < 0 . 0 1 ) and s ir e x year ( NS ) int e r a c t i ons exp l a ined about 4 and 1 . 5 % o f the var i a t ion r e sp ec t ive l y . Var i a t i o n due t o interact ions could be in p a r t due t o nu t r i t ional level x f ib r e i n t e ra c t ions and a l s o the d i f ferences b e twe en y e a r s in s ea s onal ava i l a b i l i ty of f e e d . TABLE 9 : Lea s t square s e s t ima t e s and s t andard errors o f environmental e f f e c t s for S FD and QN Trai t Fac t o r SFD ( \lm ) S i r e group 1 1 9 6 7 / 1 9 68 S to cking r a t e CSR HSR -0 . 1 8 ± 0 . 06 0 . 18 ± 0 . 06 1 2 -0 . 3 5 ± 0 . 0 5 0 . 35 ± 0 . 05 S ingle Twin Year QN ( un i t ) - S ir e group 3 197 1 / 1972 S i re group 4 1973/ 1974 -0 . 08 ± 0 . 07 0 . 08 ± 0 . 07 - -0 . 2 8 ± 0 . 0 7 0 . 28 ± 0 . 07 0 . 03 ± 0 . 05 -0 . 0 3 ± 0 . 05 - -0 . 24 ± 0 . 0 9 0 . 24 ± 0 . 0 9 8 . 9 1 ± 0 . 06 0 . 96 - 8 . 48 ± 0 . 08 1 . 02 B i r th-rank Gene r a l mean S t andard devia t ion S i re group 2 1969/ 1970 S t ocking r a t e CSR HSR -0 . 1 2 ± 0 . 0 9 0 . 1 2 ± 0 . 09 -0 . 1 8 ± 0 . 1 0 0 . 18 ± 0 . 1 0 -0 . 54 ± 0 . 1 3 0 . 54 ± 0 . 1 3 -0 . 2 1 ± 0 . 1 4 0 . 2 1 ± 0 . 14 1 2 0 . 0 4 ± 0 . 09 - 0 . 04 ± 0 . 0 9 - 0 . 24 ± 0 . 1 0 0 . 24 ± 0 . 10 0. 14 ± 0. 12 -0 . 14 ± 0 . 1 2 - 1 . 19 ± 0 . 1 3 1 . 19 ± 0. 13 S ingle Twin 0 . 04 ± 0 . 08 - 0 . 04 ± 0 . 0 8 0 . 17 ± 0. 1 1 -0 . 1 7 ± 0 . 1 1 0 . 08 ± 0 . 1 7 -0 . 08 ± 0 . 1 7 0 . 36 ± 0 . 1 8 - 0 . 36 ± 0 . 1 8 4 8 . 2 2 ± 0 . 09 1 . 50 48 . 5 3 ± 0 . 10 1. 71 48 . 60 ± 0 . 1 5 1 . 86 49 . 40 ± 0 . 1 7 1 . 64 Year B i r th- rank Gener a l mean S t andard devia t i on ....... N 0' 127 . Qua l i ty number QN wh ich has been used to ind i c a t e f inene s s and s p inning chara c t e r i s t i c s , is subj e c t ive ly as s e s s ed ma inly on cr imp f re quency w i t h lus t r e ano t her imp or t an t f a c t o r (Wickham and B i gham , 1 9 7 3 ) . Other factors s uch as leng t h , and handle are cons i d e red t o a f f e c t the a s s e s sment of QN , though the variat ion in the s e a t t r i b u t e s does no t n e c e s s a r i ly e q ua t e w i t h t he changes in f ib re d i ame t er . In a l l t h e four S i re p e r iods an alysed , QN was higher in HSR sheep � the var i a t ion d ue to s t o cking r a t e agrees with the se chan g e s in CP C . S imilar r e s u l t s were o b t ained in New Z ealand Romney hogge t s b y Bub l a t h ( 1969) . The s o f tne s s o f hand le is c l o s e ly r e l a t e d t o t h e f ineness o f . l f ibres and longer s t ap l e s to be ma rked down in QN , probably o f the b e l ie f t h a t they mus t be t he r e f o r e coars e r . rate on QN has been examined by Joyce e t a l . The e f f e c t o f s t ocking ( 1976) . mad e in t h i s s t udy are in agr eement with the s e wo r ke r s . Wickham ( 1 9 6 9 ) however , in � The o b s ervat ions Sumne r and anal y s e s o f QN r e p o r t e d that t h e f l e e c e s were j udged to be coar s e r a t the higher s t o cking r a t e in the New Zeal and Romney ewe s . Th i s was perhap s due t o the wool grown a t the h i gh s t ocking r a t e b e in g mor e lus t rous than t h a t grown a t the low s t o cking r a t e . The e f f e c t o f years accoun t ed f o r the maj or fraction o f the t o tal ob served var i a t ion in the t ra i t and was h i ghly s i gn i f i can t . A part of t h i s var i a t ion could b e due t o var ia t ions i n the s t andards d u e t o varying emp h a s i s p l a c e d on the component a t t r ibutes b y t h e o b s e rvers during t h e years unde r s t udy . S ir e x s tocking r a t e int e ra c t ions wer e found non- s i gn i f i cant f o r the t r a i t s i n t h e p o o led and t h e ind ividual S ir e group p e r i o d s ana l y s e s 128 . of var i an c e . Osman and Brad f o r d ( 1 9 6 5 ) also r e p o r t e d s ir e x f l o ck int e r a c t ions as non- s i gn i f i c an t in t h i s t rai t . Dunl op ( 1 9 6 2 ) obs erved t h a t s t rain x l o c a t ion int e r a c t ions f o r the t ra i t a c c ount s f o r only a n e g l i g ib l e f r a c t ion of the var ian ce and a r e non- s i gn i f i can t . S i r e x year int er a c t ions were non- s ign i f i cant f o r t h e t ra i t i n t h i s inve s t i g a t ion and we re n o t imp o r t an t i n t h e pooled o r t h e individual S i re g r o up per iod anal y s e s . Rae ( 1 9 5 8 ) and Dunlop ( 1 9 6 2 ) a l s o rep o r t ed that geno type x year int e r a c t ions were not s i gn i f i c an t f o r t h e t ra i t . As a cause o f variab i l i t y o f QN , s t o cking r a t e x year int e r a c t ions app e a r s to be more impor t an t t h an CPC in this inve s t igat ion . Cr imps per centime t e r S t aple c r imp i s u s e d in as s e s s ing woo l q ua l i ty b e c au s e o f the app r o x ima t e inv e r s e r e l a t i on s h i p be twe en t h e CPC and MFD (Ry d e r and S t e p he nson , 1 9 6 8 ) , though w i t h some woo l s , a t l e a s t , c r imp is no t a good indicator o f t he f ibre c r o s s - s e c t ional area (Rob e r t s an d Dun lop , 1957) . The e f f e c t of st o ck in g r a t e on the t r a i t exp la ined 3 . 6 % ( P < 0 . 0 1 ) o f t h e t o t al ob s e rved var i a t ion in the poo l ed varian c e componen t s anal y s i s . A t en d e ncy f o r CPC t o inc r e a s e with increa s e d s t ocking r a t e wa s n o t e d in a l l the three S ir e group p e r iods analysed . Re sul t s s imilar t o t h i s s t udy have b e e n repo r t e d by S umner ( 1 9 6 9 ) . A n inc r e a s e in f ib r e l en g t h c au s e d b y nut r i t ion c o u l d r e s u l t in a d e c r e a s e o f CPC , i f c r imp i s a p er io d ic func t ion o f t ime . Robards e t a Z . ( 1 9 7 4 ) s t ud i e d t h e d i f f e r e n c e s i n i n t ake o f f o o d on c r imp f r equency and ob s e rved n o s i gn i f i cant e f f e c t . TABLE 1 0 : Lea s t squares e s t imat e s and s t andard errors of environment a l e f f e c t s for CPC and TCN S i re group 1 1 9 6 7 / 1 9 68 Tra i t Fac tor CPC ( un i t ) S tocking rate S ir e group 2 1969/ 1970 S i r e group 3 197 1 / 1972 CSR HSR -0 . 02 ± 0 . 0 1 0 . 02 ± 0 . 0 1 - 0 . 08 ± 0 . 0 1 0 . 08 ± 0 . 0 1 - -0 . 0 5 ± 0 . 0 3 0 . 05 ± 0 . 03 1 2 0. 17 ± 0 . 01 -0 . 1 7 ± 0 . 0 1 0 . 02 ± 0 . 0 1 -0 . 0 2 ± 0 . 0 1 - -0 . 0 1 ± 0 . 02 0 . 0 1 ± 0 . 02 S ingle Tw in 0 . 01 ± 0.01 -0 . 0 1 ± 0 . 0 1 0 . 03 ± 0 . 02 - 0 . 03 ± 0 . 02 - 1 . 06 ± 0 . 0 1 0 . 23 1 . 14 ± 0 . 0 1 0 . 23 - - 1 . 44 ± 0 . 03 0 . 32 CSR HSR 0. 1 0 ± 0 . 16 -0 . 1 0 ± 0 . 1 6 0 . 05 ± 0 . 15 -0 . 05 + 0 . 15 - 0 . 05 ± 0 . 23 -0 . 0 5 ± 0 . 2 3 1 2 -2 . 28 ± 0 . 16 2 . 28 ± 0 . 16 1 . 06 ± 0. 15 - 1 . 06 ± 0 . 15 - - 0 . 68 ± 0 . 2 1 - 0 . 68 ± 0 . 2 1 S ingle Twin 0 . 12 ± 0. 15 -0 . 1 2 ± 0 . 1 5 0 . 24 ± 0 . 1 6 -0 . 2 4 ± 0 . 1 6 - 0 . 19 ± 0 . 3 1 -0 . 1 9 ± 0 . 3 1 1 5 . 14 ± 0 . 16 2 . 73 15 . 59 ± 0 . 15 2 . 56 - Year - - Bir th- rank Gene ral mean S t andard devia t ion TCN ( un i t ) S i re group 4 1 9 7 3/ 1974 - 0 . 0 4 ± 0 . 04 -0 . 04 ± 0 . 0 4 S to ckin g rate Year B i r t h-rank Gener a l mean S t andard devia t ion - 1 8 . 74 + 0 . 29 2 . 75 ,__.. N 1..0 1 30 . On the pub l i shed evid en c e ( Rob e r t s and Dun lo p , 1 9 5 7 ) CPC is l i t t l e , i f at a l l , a f f e c t ed b y nu t r i t ion . Be tween y e a r d i f f erences we r e the maj o r source o f var i a t ion and a c coun t e d f or 4 4 . 2 % . Th i s could r e s u l t f r om the d i f feren c e s in c l ima t i c con d i t ions such as rain f a l l i n part i cul ar during t h e years , ina c cu r a c i e s o f measureme n t s a n d t e chnician var i a t ion . Wickham and B i gham ( 1 9 7 3 ) sugge s t ed that t h e s t ap le crimp can b e a f f e c t ed by d isor ien t a t ion o f c r imp-waves o f ind ividua l f ib r e s wh i c h r e s u l t s f rom sev eral env ironmen t a l cond i t ions such a s we athering and b rushing o f t h e f l eece again s t obj e c t s . None o f t h e i n t e r a c t ions was s i gn i f i c ant s ources o f v a r i a t ion in the pooled analys i s o f var ianc e . s ire x However , s i r e x s t o cking r a t e and year int e r a c t ions cont r ib u t ed 3 . 2 and 2 . 7 % of the t o t al observed var iat ion r e s p e c t ively in S i re group 2 p e riod . Dunlop ( 1 9 6 2 ) f ound t h e i n t e r a c t ions b e t ween s t r a ins and l o c a t ions though s i gn i f i cant o n o cc a s ions , a c counted for a ne g l i g ib le f r a c t ion o f the v a r i a t ion . S t ra in x x y e a r s and l oc a t ion s i gnif icant . y e ar i n t e r a c t ions were rep o r t ed a s non- Non- s ignif i cant geno t yp e x p l ane o f nu t r i t ion i n t e r a c t ions we re repo r t e d for t he t rai t by Mo r l ey ( 1 9 5 6 ) . T o t a l c r imp numb e r TCN w a s no t a f f e c t ed by the s t ock ing int ens i t y in a l l t h e t h r e e S ir e group p e r iods analysed . Swar t and Ko t z e ( 1 9 3 7 ) sugge s t ed that t o t al numb e r of c r imp s in the f ib r e s of a lock was no t con s t an t , a l t hough there was a c o r r e l a t ion o f +0 . 9 b e tween c r imp s i z e and f i b r e length ind i c a t ing that the t o t a l numb e r of c r imp s i s independent of fibre lengt h . ) 13 1 . The maj o r and only impor t ant s o u r c e o f var iat ion in the t r a i t was I t explained 3 8 . 2% the year e f f e c t . of the t o t a l observed var iat ion in the p o o l e d var i an c e componen t s ana lys i s . As in CPC t h i s cou l d have resul t ed f rom the various environmen t al s ources of var i a t ion wh ich make up t he y e a r ly environment in add i t ion to t he var i a t ions due t o the t e chn i c i an and ina c curacies o f measuremen t s . S i r e x s t ock ing r a t e were t h e only s i gn i f i c an t in t e r a c t ions ( P< O . O S ) and con t r ibu t ed s l i gh t ly l e s s t h a n 2 % t o the t o t a l ob s e rved var i at ion . Howev e r , i t con t r ib u t ed 5 . 9 % o f t he t o t a l var iat ion , though s t a t i s t i c a l l y non- s i gni f icant i n the Sire gr oup 4 per iod when t h e d e g r e e s o f f r e edom we r e l ow . Th i s could be due to the change o f r anking o f s i r e s in the two s to ck ing r a t e s . Cha ra c t e r gr ade CHG is an a s s e s smen t based on s t ap le c r imp c l ar i t y and evenn e s s , s t a p l e f orma t io n , b l o ckine s s o f the s t aple t i p and f r eedom f rom med u l l a t ion (Wickham and B i gham , 1 9 7 3 ) . CHG was l owe r in HSR sheep . Re sul t s obt a ined f rom t h e s tudy we r e i n g e n e r a l agr eemen t with Bub l a t h ( 1 9 6 9 ) , Lan gland s and B enne t t ( 1 9 7 3 ) and Joyce e t a l . ( 1976) . Increased s t o c k ing leve l s w i l l lead t o a p o o r e r charac t e r , p ar t l y as a resul t o f woo l b e coming mor e t ippy ( Sumn e r , 1 9 6 9 ) . The b e tween s t ocking r a t e s e f f e c t was h i ghly s i gn i f i can t and exp lained 3 . 7 % (P < 0 . 0 1 ) of the t o t a l var i a t ion in t h e p o o l e d var iance compon ent s analy s i s . p oi n t e d ou t that CHG s e ems t o become Ryd e r and SHephen s on ( 1 9 6 8 ) wo rse only a f t er p r o longed and s evere nut r i t ional s t r e s s , a l though CHG i s b ad ly a f f e c t e d by copper d e f i c i ency . TABLE 1 1 : Leas t squares e s t ima t e s and s t andard errors of environmental e f f e c t s for CHG and TG S i re group 1 1967/ 1968 Tra i t Fac t o r CHG ( grade ) S t ocking r a t e S ir e group 2 1969/ 1970 S i re group 3 197 1/ 1972 S i re group 4 1973/ 1974 CSR HSR 0 . 02 ± 0 . 06 -0 . 0 2 ± 0 . 0 6 0 . 2 7 ± 0 . 07 -0 . 2 7 ± 0 . 07 - 0 . 0 9 ± 0 . 06 0 . 09 ± 0 . 06 0 . 27 ± 0 . 07 -0 . 27 ± 0 . 07 1 2 0 . 66 ± 0 . 06 -0 . 6 6 ± 0 . 0 6 0 . 59 ± 0 . 06 -0 . 5 9 ± 0 . 06 0 . 05 ± 0 . 0 6 -0 . 0 5 ± 0 . 0 6 -0 . 1 1 ± 0 . 07 0 . 1 1 ± 0 . 07 S ingle Twin 0 . 05 ± 0 . 06 - 0 . 05 ± 0 . 0 6 0 . 20 ± 0 . 07 -0 . 20 ± 0 . 07 0 . 08 ± 0 . 07 -0 . 08 ± 0 . 07 -0 . 0 8 ± 0 . 1 0 0 . 08 ± 0 . 1 0 4 . 95 ± 0 . 05 1 . 03 5 . 22 ± 0 . 06 1 . 09 5 . 49 ± 0 . 06 0 . 83 5 . 69 ± 0 . 09 0 . 90 CSR HSR 0 . 03 ± 0 . 07 -0 . 0 3 ± 0 . 0 7 - 0 . 08 ± 0 . 0 5 0 . 08 ± 0 . 05 -0. 2 1 ± 0 . 07 0 . 2 1 ± 0 . 07 -0 . 03 ± 0 . 06 0 . 03 ± 0 . 06 1 2 0. 15 ± 0 . 07 -0 . 15 ± 0 . 07 - 0 . 09 ± 0 . 05 0 . 09 ± 0 . 05 0 . 1 5 ± 0 . 07 -0 . 1 5 ± 0 . 0 7 -0 . 25 ± 0 . 06 0 . 25 ± 0 . 06 S ingle Twin 0 . 09 ± 0 . 06 -0 . 09 ± 0 . 06 -0 . 0 1 ± 0 . 05 0 . 0 1 ± 0 . 05 0 . 00 3 ± 0 . 0 9 6 -0. 003 ± 0 . 096 0 . 1 2 ± 0 . 08 -0 . 1 2 ± 0 . 0 8 6 . 88 ± 0 . 06 1 . 14 6 . 4 3 ± 0 . 04 0.81 Year B i r th-rank Gener a l mean S tandard dev ia t ion TG ( grade ) S t ockin g r a t e Year B i r th-rank Gene ral mean S t andard devia t ion 5 . 38 ± 0 . 0 8 1 . 06 5 . 1 8 ± 0 . 08 0 . 75 ,..... w N 1 33 . Be tween years d i f f e r e n c e s were f o r the maj o r f r a c t ion , i . e . , 2 8 . 9 % varian c e c omp one n t s a na l y s i s h i gh l y of s i gn i f i cant an d a c c oun t e d t h e t o t a l var iat ion in the po o l e d for t h e t r a i t . Chapman ( 1 9 6 4 ) a s s o c i a t e d d o g g i n e s s in woo l with i n c r e a s ing r a i n f a l l . A s '\vo o l ch ara c t e r " may h ave d i f f e r ent mean i n g to d i f f e rent ob s e rve r s , va r i a t i ons be tween obse rve rs may c o n t r ibute t o year to year var i a t i on in t h i s trai t . Twi n-b o r n hogge t s in general had lower CHG than the s in g l e - h o r ns . S im i l a r o b s erva t i ons on CHG due to b i r t h- rank were re c o r d e d by E l l i o t t ( 1 9 7 5 ) in t h e P e r endale h o g ge t s . None o f the in t e ra c t i o ns analy s e d were s i gn i f i c a n t a n d they c on t r i bu ted o n l y a ne g l i g i b l e frac t i on of the variat i o n t o t h e t o t a l var ia t ion in the pooled vari ance c omp onen t s analys i s . S i re x s t o c k ing ra t e i n t e r a c t i ons though non- s i gn i f i c a n t con t r i b u t e d 4 % t o t h e t o t al va r iat i o n in t h e S i re g roup 3 p e r iod . Dun l o p ( l % 2 ) re c o rded s i gn i f i c ant s t a t i on x s t ra i n i n t e r ac t i o n s ( P < O . O S ) o f mod 0 r a t e s i ze for t he t r a i t . S i r e x year i n t e r a c t ions th ough n o n- s i gn i f i c an t e xp l a i ned 1 . 9 a n d 2 . 2 % i n the S i re group 3 and 4 p e r i o d s re s p e c t ively . Rae ( 1 9 5 8 ) r e corded s ign i f i c ant s i re x year i n t e r a c t i o n s ( P < O . O l ) f o r CHG i n a f l o c k o f New Zea land Romney sh e ep . He s u g ge s t ed tha t th i s could b e d u e t o the genu i n e non- l inear i n t e ra c t i o n s be twe e n t h e s i re geno t ype and envi ronmen t a l cond i t i ons p e c u l i a r to e a ch· year or th e d i f f e r e n c e s b e tween dams and s i re x dam in t e ra c t i ons . o f t h e subj e c t ive a s s e s sment . I t could a l s o be an art e f a c t S t ra i n x years inte rac t ions , howeve r , were found non- s igni f i c a n t in a s t udy by Dun lop ( 1 9 6 2 ) . 1 34 . T ippin e s s gr ade TG is subj e c t ive ly as s e s s e d w i th wool hav ing a ra t h e r p o i n t e d ' t i p ' p ro t rud ing beyond the bulk o f s t ap l e b e ing graded low and woo l wi th ' s quare t ipped ' s t ap l e s ge t t i n g h i gh grades . Hende rson ( 1 9 6 8 ) at t r i b u t e d t h i s t ra i t t o two ma in f a c t o r s (1) h i gh va r iab i l i ty of f i b r e l e n g t h s and d i ame t e r (2) wide d i f ferences i n f i b r e diame t e r b e tween the t ip a n d bu t t o f the s t ap l e . A thin and ' w i s p y ' t i p in t he Merino can b e caus ed b y poor n11 t r i t i on a t the t i me of she a r in g , whe r e a s t i p p i n e s s in Bri t i s h breeds i s due t o mo re rap id growth o f the coarser f ib r e s ( Ryder and S t ephenson , 1968) . Wh en i t is p re s e n t t h i s f aul t b e come s mo r e e v i d e n t in she ep w i th r e l a t ively l ow f i b r e numb e r and l i t t l e yo l k . The l e a s t s q uare s e s t ima t e s pre s e n t e d i n Tab l e 1 1 sugge s t t ha t i s b e t t e r in the HSR group of sheep . TG Howeve r , the b e twe en s t o c k i n g r a t e e f f e c t though s i gn i f ican t ( P <O . O S ) c o n t r ibu ted on ly a negl i g i b l e f ra c t ion o f t h e var i a t ion i n the p o o l e d va r i a n c e c omp o n e n t s an alys i s . The be tween year e f f e c t was found h i ghly s i gn i f i cant ( P < O . O l ) and con t r ibut e d 4 % t o the va r i a t i on in the pooled var ian c e component s an aly s i s . ' Ye a r ' d i f f e r e n c e s could a r i s e f rom d i f f erences in the c l ima t i c c o n d i t i o n s , e s p e c i ally r a in f a l l , as T G may b e a f f e c t ed by we t t in g and d ry ing o f the s t ap l e . S in c e this t r a i t i s sub j e c t ively graded , va r i a t ions in s c o r i n g b y d i f fe rent ob s e rve r s could a l s o cont ribu t e t o t h e var iat ion d u e t o t h i s s ourc e . Non e o f the interact ions con t r i buted t o the t o t al ob s e rved va r i a t ion in the p o o l e d var iance comp on e n t s analys i s . s ir e x S i re x s t o cking r a t e and year i n t e ract ion s tho ugh found non- s i gn i f i ca n t con t r ibuted ove r 3 % i n t he S ir e group 2 p e r i o d . S t ocking ra t e x year in t e ra c t i o n s were 1 35 . howeve r , un impor t an t a s a s o u r c e of va r i a t i o n i n a l l the S ire group p e r iods analysed . Ha n d l e gra d e T h e s t o cking rate e f fect s o n hand l e There wa s a tend ency fo r s igni f i c a n t . g ra d e were sma l l a n d non- H S R woo ls t o be s o f t e r the h a nd l ing . B e tween ye a r e f fe c t s we r e h i gh l y s i gn i f i c a n t and e xp l ained 1 9 . 1 % t h e maj o r cau s e s o f harshnes s , d i f f e r en c e s i n t h e yea r ly envi r onme n t s b e c a u s e o f c l ima t i c c o n d i t i on s may h a ve c on t r i b u t e d t o t h i s f a c t o r s such a s va r i a t i o n s i n o f va r ia t ion . Other s c o r i n g and t h e s u b j e c t i ve con t r ib u t e d to t h e ' year ' of S i n c e wea t h e r in g i s o n e o f t he var i a t i o n in t h e pooled An a l y s i s . a s s e s sme n t o f t h e t ra i t the m i gh t source of s t an d a r d s have a l so e f fe c t s . S in g l e-born h o gge t s d i s p l a yed re l a t ive l y h i gh e r HG t h an t h e twin-b a rns . Th is e f f e c t wa s h i gh ly s i gn i f i c a n t and 2. 1% e xp l a i n e d in t h e p o o l ed va r i an c e c omp onen t s a n a l y s i s . S i re x s t o ckin g rate i n t e ra c t i o n s were con t r ibu t e d only 0 . 6 % in t he p o o l e d Dun lop ( 1 9 6 2 ) a l s o reported s t ra i n n o t s ign i f i c a n t a n d c omponen t s a n a l y s i s . var i an c e x l o c a t i o n s intera c t i on s ( N S ) were a n e g l i g i b l e source o f vari a t i on s f o r the t ra i t . S i re x year in t e r a c t ions we re found s i gn i f i c a n t ( P < O . O S ) exp l a ined 2 . 9 % o f t h e t o t al variat ion i n a nalys i s . t h e p ool e d Highly s i gn i f i can t int era c t i o n s g roup 3 p e r i o d . were I t c o n t ribu t ed 1 1 . 7 % o f t h e real o r an a r t e f a c t o f the g r a d i n g s y s t em . and va rian c e c omp o n e n t s ob s e rved in t h e S i re va r i a t i o n . Th i s c o u l d be TABLE 1 2 : Le a s t squares e s t ima t e s and s t andard errors o f environmental e f f e c t s f o r HG and LG S i r e group 1 1967 / 1968 Tra i t Fac t o r HG ( grade ) S t ocking rate S i re group 2 1 9 69 / 1 9 7 0 S i re group 3 197 1 / 1972 S ir e group 4 1973/ 1974 CSR HSR -0 . 1 0 ± 0 . 0 5 0 . 10 ± 0 . 05 -0 . 0 3 ± 0 . 04 0 . 03 ± 0 . 04 0 . 03 ± 0 . 06 -0 . 0 3 ± 0 . 0 6 -0 . 1 1 ± 0 . 06 0 . 1 1 ± 0 . 06 1 2 -0 . 3 7 ± 0 . 0 5 0 . 37 ± 0 . 05 - 0 . 39 ± 0 . 04 0 . 3 9 ± 0 . 04 0 . 1 5 ± 0 . 05 -0 . 1 5 ± 0 . 05 -0 . 08 ± 0 . 05 0 . 08 ± 0 . 05 S ingle Twin 0 . 07 ± 0 . 05 -0 . 07 ± 0 . 05 0 . 15 ± 0 . 05 -0 . 1 5 ± 0 . 05 0 . 10 ± 0 . 07 -0 . 10 ± 0 . 0 7 0 . 1 5 ± 0 . 07 -0 . 1 5 ± 0 . 0 7 6 . 50 ± 0 . 05 0 . 92 6 . 2 8 ± 0 . 04 0 . 73 5 . 83 ± 0 . 06 0 . 80 6 . 13 ± 0 . 07 0 . 67 CSR HSR 0 . 08 ± 0 . 06 -0 . 08 ± 0 . 0 6 - 0 . 1 2 ± 0 . 04 0 . 1 2 ± 0 . 04 0 . 04 ± 0 . 04 - 0 . 0 4 ± 0 . 04 -0 . 0 3 ± 0 . 0 6 0 . 03 ± 0 . 06 1 2 -0 . 4 6 ± 0 . 0 5 0 . 46 ± 0 . 05 0 . 29 ± 0 . 04 - 0 . 2 9 ± 0 . 04 0 . 002 ± 0 . 0 4 -0 . 002 ± 0 . 04 0 . 1 0 ± 0 . 06 - 0 . 10 ± 0 . 06 S ingle Twin -0 . 0 2 ± 0 . 0 5 0 . 02 ± 0 . 05 0 . 1 1 ± 0 . 04 -0 . 1 1 ± 0 . 04 0 . 06 ± 0 . 06 -0 . 0 6 ± 0 . 0 6 - 0 . 1 6 ± 0 . 08 0 . 1 6 ± 0 . 08 5 . 68 ± 0 . 06 0.91 5 . 93 ± 0 . 03 0 . 62 5 . 5 3 ± 0 . 05 0 . 63 5 . 08 ± 0 . 08 0 . 76 Year Bir th- rank General mean S tandard devia t ion LG ( grade ) S t oc king ra t e Year B i r th- rank General mean S t andard dev i a t ion � w (j\ 1 37 . S to ck ing r a t e I x year i n t e r a c t ions we re non- s i gn i f i cant and con t r i b u t e d very l i t t l e o f the va r iat ion . Lus t re grade LG was sub j e c t ively graded w i thout r e f e rence to f inene s s . H i gh The ove r a l l ave rages o f LG o f hogget wo o l grades were very l u s t rous . f o r e a ch S i re group pe riod ana l y s e d are presented i n Tab l e 1 2 . The leas t s quares cons t an t s for d i f f e rent sub c l a s s e s o f the main e f fe c t s are l i s t e d in Tab l e 1 2 . The s tocking r a t e e f f e c t t h o u gh s i gn i f i c an t ( P < O . O S ) con t r ibuted only 0 . 8% , a negl i g ib l e f r a c t ion o f the to t a l var i a t ion i n the pooled var i anc e c omponen t s analy s i s . Th e s i gn i f i canc e o f s t o cking r a t e appears l a rgely a n a r t e f ac t o f t h e me thod o f s t a t i s t i c a l analy s i s s i n c e t h e r ankin g o f the two s t ocking r a tes w a s non- cons i s t en t . An analy s i s o f var iance with a l l years included as a c ro s s - c l as s i f i c a t ion woul d probab l y r e s u l t i n mo s t of the var iance being a s c r ibed t o the s t o cking rate x year interac t i ons . The b i rth rank e f f e c t was only 1 % ( NS ) o f t he t o t a l var ia t i on . The y ear e f fe c t was the maj o r source of vari a t ion and a c coun t ed for 2 1 . 3 % o f t he total va riat ion in the p o o l e d var iance compone n t s an a ly s i s . Var iat i on s in the s t andards o f s c o ring by d i f f e rent observers i s p robably the maj o r cause of this . S ir e x s to ckin g rate an d s i r e x year in t e ra c t ions we r e non - s i gni f i ca n t in the p o o led var iance comp onen t s analy s i s . Howeve r , in S i r e group 4 period , i t was f ound t o be h i gh ly s igni f i cant and con t r ib u t ed 7 % o f the observ e d vari a t ion . Th i s r e s p o n s e could be due t o genuine non- l inear in t e ra c t ions b e tween the s i re geno type and s t o cking leve l . S i re x year 1 38 . interac t ions were howeve r , unimp o r t an t in a l l the f our S ire group p e r i o d s ana ly s e d . S t o c k in g rate x year intera c t ions exp l a ined 3 . 2 % o f t h e t o t al variat i o n and was obs erved t o be h i ghly s igni f i c an t in the pooled var ian c e component s analys i s . However , t he app arent imp o r tan c e o f these i nt er a c t ions may b e large ly a n a r t e f a c t o f the grading sys t em a s so c i at ed wi th the d i f f icul t y o f ma inta ining cons i s t en t s t andard s . Greasy co lour grade GCG was bet t er in the HSR wool in all the Sire group p e r i o d s analy s ed . The response o f GCG t o s t o cking r a t e was in a c cord wi t h the f ind ings by Bublath ( 1 9 6 9 ) , and Joy c e e t al . ( 1976) . Sumner ( 1 9 6 9 ) , Lan g l ands and Bennett ( 1 9 7 3 ) , Th i s may have been due to f ewer p i gmen t s s e c r e t e d b y skin glands (Ryder and S t ephenson , 1968) . The d i f f e ren ce be tween s t o cking rates exp la ined about 1 2 . 4 % ( P < 0 . 0 1 ) of the variat ion in t he p o o led var ian ce c ompone n t s analys is . The year e f f e c t was h i ghly s i gni f i cant and was the maj o r s ource o f var i a t i o n a c co un t ing f o r 28 . 2 % o f t he varia t i on i n t h e p o o led v a r i an c e component s ana ly s i s . Var iat ions in c l imat i c cond i t ions are imp o r t a n t in caus i ng year t o y e a r d i f f erenc e s i n woo l co lour . The causes o f d i s c o loura t ion are comp lex but i t appears that prolonged wet t in g , p ar t ic ul ar ly in the warm condi t ions , t ends to be a s s o c i a t e d w i t h h i gh leve l s o f d is co l ourat ion . Problems o f s ubj e c t ive a s s e s sment may a l s o cont ribute t o t h i s s ource o f v ar i a t i on . S ire x s t o c king rate i n t e r a c t ions a c coun t ed f o r 1 . 4 % ( P < 0 . 0 5 ) o f the t o t al var iat ion i n the p o o l e d var iance componen t s ana ly s i s . TABLE 1 3 : Leas t squar e s e s t ima t e s and s t andard errors o f environment a l e f f e c t s for GC G and SCG S ire group 1 1967/ 1968 Tra i t Fac t o r GCG ( gr ade ) S tocking rate S ire group 2 1969/ 1970 S ir e group 3 197 1 / 1972 S ir e group 4 1973/ 1974 CSR HSR -0 . 33 ± 0 . 05 0 . 3 3 ± 0 . 05 -0 . 23 ± 0 . 03 0 . 23 ± 0 . 03 -0 . 07 ± 0 . 03 0 . 07 ± 0 . 0 3 - 0 . 0 1 ± 0 . 04 0 . 0 1 ± 0 . 04 1 2 0 . 55 ± 0 . 05 - 0 . 5 5 ± 0 . 05 -0 . 02 ± 0 . 03 0 . 02 ± 0 . 03 -0 . 2 5 ± 0 . 0 3 0 . 25 ± 0 . 03 -0 . 2 2 ± 0 . 05 0 . 22 ± 0 . 05 S ingle Twin 0 . 05 ± 0 . 05 -0 . 05 ± 0 . 05 0 . 03 ± 0 . 03 -0 . 03 ± 0 . 03 - 0 . 0 1 ± 0 . 04 0 . 0 1 ± 0 . 04 0 . 05 ± 0 . 06 -0 . 0 5 ± 0 . 0 6 6 . 5 6 ± 0 . 05 0 . 88 6 . 35 ± 0 . 03 0 . 53 6 . 15 ± 0 . 03 0 . 46 6 . 37 ± 0 . 06 0 . 53 CSR HSR -0 . 1 7 ± 0 . 0 4 0 . 17 ± 0 . 04 -0 . 1 1 ± 0 . 04 0 . 1 1 ± 0 . 04 - 0 . 1 9 ± 0 . 04 0 . 1 9 ± 0 . 04 0 . 02 ± 0 . 08 -0 . 02 ± 0 . 08 1 2 -0 . 2 5 ± 0 . 04 0 . 25 ± 0 . 04 0 . 0 6 ± 0 . 04 - 0 . 0 6 ± 0 . 04 - 0 . 1 1 ± 0 . 04 0 . 1 1 ± 0 . 04 -0 . 2 1 ± 0 . 0 7 0 . 2 1 ± 0 . 07 S ingle Twin - 0 . 06 ± 0 . 0 4 0 . 06 ± 0 . 04 - 0 . 0 4 ± 0 . 04 0 . 04 ± 0 . 04 0 . 06 ± 0 . 0 5 -0 . 06 ± 0 . 05 -0 . 01 ± 0 . 10 0 . 01 ± 0 . 10 6 . 2 1 ± 0 . 04 0 . 70 6 . 38 ± 0 . 0 3 0 . 65 6 . 1 3 ± 0 . 04 0 . 56 5 . 62 ± 0 . 10 0 . 94 Year B i r t h- rank Gene r a l mean S t andard deviat ion SCG ( grade ) S tocking rate Year B i rth-rank General mean S tandard devi a t i on ,_. w \.0 140 . S ignif i c an t d i f f erences ( P < 0 . 0 1 ) in GCG due to the s e i n t e r a c t ions were ob s e rved i n S ir e g r oup 1 per iod whe re in i t con t r ib uted 2 . 8% o f the ob s e rved var i at i o n . Dun lop ( 1 9 6 2 ) rep o r t ed s ign i f ican t s t rain x s t a t i on interac t io n s , though the ave rage s i z e o f the i n t e r a c t i o ns t e rm was sma l l . S ir e x year inte rac t ions contribu t e d only a l i t t l e ove r 1 % o f the variat ion and we r e non- s i gn if i c ant . S imilar resu l t s o f s t r a i n x year i n t erac t ions in the trait we re repor t ed by Dunlop ( 1 9 6 2 ) . I t was howeve r , s i gn i f ic an t in three of the f our S ir e group p e r iods analy sed and exp lained s l i gh t ly over 2 % of the var i at ion in each analys i s . S t o cking r a t e x year interact ions we r e unimpo rtan t as a s ou r c e o f var i a t ion . S coured co l ou r grade S CG o f wo o l was subj e c t ively a s s e s s e d f o l l owing s cour in g , u s ing the s ame s t andards a s for GCG of woo l . H S R woo l a s c omp ared to CSR woo l . Sumner ( 1 9 6 9 ) . L ike GCG o f woo l , S C G wa s h i gher in The s e resul t s are i n agr eement w i t h S t o cking rate a c coun t ed for 5 . 6 % (P<0 . 0 1 ) o f the t o t a l var iat ion in t he pooled analy s i s . The year e f f ect though h i gh l y s i gn i f icant a n d a maj or sour c e o f va r i a t i on was comparat ive l y l e s s imp o r t an t than i n GCG . Int e r a c t ions in general were imp o r t an t sources o f var i a t ion and c o n t r ibuted ab out 10% of the t o t a l v a r i a t ion . S ire x year int e r a c t ions were observed to b e s ign i f i c an t ( P < O . O S ) an d contr ibuted 2 . 7 % i n the p o o l ed var i anc e component s analy s i s . The extent o f the r e s p o n s e c l e a r l y d i f f ered b e tween S ir e group p er iods , t h e great e s t var i a t i o n d u e t o s i r e x 14 1 . year i n t e rac t ions being in S i re group 3 p e r iod when i t con t r ibuted 6 % o f t he varia t i on . As a cause o f variab i l i t y S ir e x s t o ck i ng r a t e i n t e r a c t ions were l e s s imp o r t ant than t h e s i re x year in t er a c t ions and a c coun ted for a l i t t le ove r 1% of the ob s e rved var i a t ion in the p o o l e d ana ly s is . I t was f ound e q ua l ly unimp o r t an t as a source o f va r i ab i l i ty i n t h e S i re group p e r i o d s analysed ind ividual ly and shows a good r e s emb lance t o those e s t ima t e d in the GCG . S t ock ing r a t e x year i n t e r a c t ions were highly s i gn i f i c an t and exp l a ined 6 . 1 % of the t o t a l ob s e rved var iat ion i n the pooled an aly s i s . D i s c o loured area grade DAG was a s s e s s ed a t the t ime of shearing ma inly on the bas i s of how f a r the d is co lourat ion ext ended over the wh o l e f l e e ce w i t h ac count t aken o f the seve r i t y of d i s c o lourat ion . The ove r a l l averages o f DAG o f f le e c e for each S i re group p e r i o d anal ysed are pre sent ed i n Tab l e 1 4 . DAG was b e t t e r in t h e C S R f leec e s , a f i nding s imilar t o that o f Sumner ( 1969) . W i c kham and B i gh am ( 1 9 7 3 ) sugge s t ed that t he very h i gh s t o c k in g r a t e appears t o result i n increased d i s c o l ourat ion pe rha p s as a r e s u l t o f inc reased d i r t con t amina t i on o r s lowe r drying o f more c o t ted woo l . D i f feren c e s due to s t o ck ing rate in the t r a i t we r e found t o be h i gh ly s i gn i f i cant and accoun t ed f o r 5 . 6 % o f the t o t al ob served va r i a t ion in the p o o led var iance componen t s an a lys i s . The year e f f e c t was f ound t o b e non-s i gni f i cant and cont r ib u t e d a sma l l f ra c t ion t o t h e t o t a l var i ab i l i t y i n t h e pooled analy s i s . Bo th s ire x s t ock ing r a t e and s ir e x year i n t e r a c t ions were f ound t o b e non- s i gn i f i c ant and d id no t c on t r ib u t e t o the t o t a l var i a t ion in DAG . Howeve r , in S i re group 4 p e r i o d , s ir e x s t o c king r a t e and s i r e x year TABLE 1 4 : Le a s t squares e s t imat e s and s t andard errors o f environment a l e f f e c t s for DAG and CG S i re group 1 1967/ 1968 Tra i t Fac t o r DAG ( grade) S tocking rate S ire group 2 1969/ 1970 S ire group 3 197 1 / 1972 CSR HSR - - 0 . 09 ± 0 . 04 -0 . 09 ± 0 . 04 0 . 1 5 ± 0 . 05 -0. 1 5 ± 0 . 05 1 2 - - -0 . 05 ± 0 . 04 0 . 0 5 ± 0 . 04 0 . 06 ± 0 . 05 -0 . 0 6 ± 0 . 0 5 - -0 . 0 6 ± 0 . 0 5 0 . 06 ± 0 . 05 0 . 04 ± 0 . 0 7 -0 . 04 ± 0 . 0 7 - 6 . 3 1 ± 0 . 04 0 . 57 5 . 28 ± 0 . 07 0. 63 Year B i rth- rank S ingle Twin Gene ral mean S t andard deviat ion CG ( grade) S ire group 4 1973/ 1974 - - - S t ocking ra t e CSR HSR -0 . 0 6 ± 0 . 0 4 0 . 0 6 ± 0 . 04 0 . 10 ± 0 . 02 - 0 . 10 ± 0 . 02 -0 . 08 ± 0 . 0 3 0 . 08 ± 0 . 03 0 . 1 1 ± 0 . 05 -0 . 1 1 ± 0 . 05 1 2 0 . 1 9 ± 0 . 04 -0 . 1 9 ± 0 . 0 4 -0 . 0 8 ± 0 . 0 2 0 . 08 ± 0 . 02 0 . 004 ± 0 . 0 3 -0 . 004 ± 0 . 0 3 -0. 1 1 ± 0 . 05 0 . 1 1 ± 0 . 05 S ingle Twin 0 . 06 ± 0 . 03 -0 . 0 6 ± 0 . 0 3 0 . 04 ± 0 . 03 -0 . 04 ± 0 . 03 0 . 0 3 ± 0 . 04 -0 . 0 3 ± 0 . 04 -0 . 04 ± 0 . 0 7 0 . 04 ± 0 . 0 7 6 . 88 ± 0 . 0 3 0. 63 6 . 89 ± 0 . 02 0 . 40 6 . 02 ± 0 . 0 3 0.41 6 . 5 7 ± 0 . 06 0 . 59 Year B i r t h- rank Gene ral mean S t andard deviat ion ....... .,... N 143 . in t e r a c t ions con t r ibuted 3 . 3 % ( N S ) and 1 . 4 % (NS ) o f the t o t a l ob s e rved var i a t ion re s p e c t ively . s t oc k i n g rate x As a c ause o f var i ab i l i ty in the t ra i t , y ear int erac t ions we r e a maj o r f a c t o r . C o t t ing grade W i c kham and B i gham ( 1 9 7 3 ) a t t ribu t ed the co t t ing of the f leece ma inly t o two even t s : shedd ing of f in e f ib re s ; the migra t ion of t h e she d f ib r e s We tne s s and d ry ing o f t he t o e n t an gle w i t h o ther f ib r e s in the f l eece . f l e e c e may aid the p roce s s . C o t t in g is s e ldom s evere in ho gge t f l e e c e s . D i f ference s in CG b e tween s t o cking r a t e s were h i ghly s i gn i f i c an t ( P <0 . 0 1 , 3 . 7 % o f the var i a t i o n ) b u t incons i s t ent i n rankin g . Bub l a t h ( 1 9 6 9 ) , Sumner and Wickham , ( 1 9 6 9 ) and Langlan d s and B enne t t ( 1 9 7 3 ) repo r t ed that C G increased w i th the s t ocking ra t e . Joyce ( 1 9 6 1 ) ob s e rve d tha t t h e low p l an e nut r i t ion mo re t han doub led the inc i d en c e o f CG . The ' ye ar ' e f fe c t was h i ghly s i gn i f i cant and was the maj o r s ou r c e o f var i a t i on i n t he poo led an a lys i s . The c l ima t i c d i f f e ren c e s b e tween t h e y e a r s , espec ially the rai n f a l l , c o u l d be a maj o r f a c t o r in t h i s s ource o f var i a t i on . Joyce ( 1 9 6 1 ) found that the incidenc e o f CG was a f f e c t e d by s e a s on , b reed , age , reproduc t ive p e r formanc e and nu t r i t ion . As in o th e r sub j ec t ively graded t r a i t s , t h e obse rver var i a t ion could a l s o con t r ib u t e t o t he ' year ' e f f e c t in t h e t ra i t . Both s ir e x s t ocking r a t e and s i re x year interact ions were non s ig n i f i can t and d id not c o n t r ibute to the t o t a l var i a t ion in the p o o l e d analy s is . Though non- s i g n i f ican t , the s ir e x s t ocking r a t e i n t e r a c t i o n s were respons i b l e for 2 . 7 a n d 1 . 8 % o f var i a t ion in t h e S i r e group 2 and 3 p e r i od s r e s p e c t ively . imp o r t anc e . S ire x year int e rac t ions were no t o f any 144 . S t o ckin g r a t e x year interact ions were s i gn i f i c an t in the pooled an a l y s i s and t h i s was r e i n f o r c e d by the incon s i s t ency of the s t o cking r a t e e f f e c t s b e tween p e r iod s . I t was o f part icular imp o r t an c e in S i re group 4 pe r i od wh ere i t cont ributed ove r 10% t o the t o t a l obs erved var i a t i on . Cot t ed area grade CAG was s ubj e c t i vely a s se s s e d on the d e g r e e and extent o f ent angleme n t o f the wo o l f ibres over the who le f l eece . In a l l f l e e c e s t he re i s s ome evidence o f entanglement o f wo ol f ib res b u t i t i s only when i t is severe enough to c ause d i f f i c u l t y in d iv i d ing the f l ee c e that a f l eece i s given the de sc r ip t ion " c o t t e d " o r " ma t t ed " (Henderson , 1 9 6 8 ) . CAG was ge nerally more s evere in the HSR f l eec e s . The s e resu l t s are in a g reeme n t wi th Joy ce ( 1 9 6 1 ) , Sumner ( 1 9 6 9 ) and Langlan d s and Benne t t ( 1973) . Sumner and Wickham ( 1 9 6 9 ) ob s e rved that inc r e a s e d s t ockin g r a t e t ends t o r e s u l t in a grea t e r amp l i t ud e o f t h e s e ason a l rhy t hm o f woo l growth and f ib re d iame t e r with the t rough i n t h e year . o f the rhy thm o c c u r r in g l a t e r Th i s c an r e s u l t in inc reased co t t ing . I t is b e l ieved t hat poor f e e d in g or any other s t re s s wh ich i s l ike ly to r e i n f o r c e o r p rolong the normal win t e r d e p r e s s ion w i l l c au s e she d d i n g o f mo r e f ib r e s and may r e s u l t in more c o t t in g . Co t t ing t en d s t o b e mo re severe o n t h e r e gions having the gre a t e s t var iab i l i t y o f f ib r e d i ame t e r . S t o c king r a t e wa s observe d to be s ign i f i cant ( P < 0 . 0 1 ) and con t r ib u t e d 4 . 9 % to the t o t a l variat ion in the poo l e d analy s i s . The ' year ' e f f e c t was h i gh ly s i gn i f i can t and exp l a ined 3 9 % , a very h i gh p r op o r t ion of t h e total varia t ion in the pooled variance componen t s analys i s . C l ima t i c d i f ferenc e s and grading d i f f i c u l t i e s h ave probab ly both con t r ibuted t o t h e e f f e c t . TABLE 1 5 : Leas t squares e s t ima t e s and s t andard errors of environmen tal e f fects for CAG and S G S i r e group 1 1967/ 1968 Trai t Fac t o r CAG ( grade ) S t o cking r a t e S ir e group 2 1 9 69 / 1 9 7 0 S ire group 3 197 1 / 1972 CSR HSR - 0 . 05 ± 0 . 0 4 0 . 05 ± 0 . 04 0 . 2 7 ± 0 . 04 -0 . 2 7 ± 0 . 0 4 0 . 04 ± 0 . 0 3 - 0 . 04 ± 0 . 0 3 0 . 04 ± 0 . 0 6 -0 . 04 ± 0 . 06 1 2 -0 . 5 0 ± 0 . 0 4 0 . 50 ± 0 . 04 -0 . 1 9 ± 0 . 0 4 0 . 1 9 ± 0 . 04 -0 . 0 9 ± 0 . 0 3 0 . 09 ± 0 . 03 0 . 59 ± 0 . 05 -0 . 5 9 ± 0 . 0 5 S ingle Tw in -0 . 0 3 ± 0 . 0 3 0 . 03 ± 0 . 03 -0 . 04 ± 0 . 0 5 0 . 04 ± 0 . 05 0 . 00 ± 0 . 04 0 . 00 ± 0 . 04 -0 . 0 5 ± 0 . 0 8 0 . 0 5 ± 0 . 08 ± 0 . 04 0. 71 6 . 85 ± 0 . 03 0 . 44 6 . 11 ± 0 . 07 0 . 68 - 0 . 46 ± 0 . 07 -0 . 46 ± 0 . 07 -0 . 1 1 ± 0 . 0 9 0 . 1 1 ± 0 . 09 1 . 25 ± 0 . 10 -1 . 25 ± 0 . 10 - 0 . 63 ± 0 . 07 -0 . 6 3 ± 0 . 0 7 0 . 4 2 ± 0 . 09 -0 . 4 2 ± 0 . 0 9 -0 . 09 ± 0 . 0 9 0 . 09 ± 0 . 0 9 0 . 10 ± 0 . 08 -0 . 1 0 ± 0 . 0 8 0 . 09 ± 0 . 1 1 -0 . 09 ± 0 . 1 1 -0 . 0 7 ± 0 . 1 3 0 . 07 ± 0 . 1 3 6 . 3 1 ± 0 . 07 1 . 21 5 . 88 ± 0 . 10 1 . 27 5 . 49 ± 0 . 1 3 1 . 15 Year B i r th- rank Ge ne ral mean S t andard devia t ion SG ( grad e ) S ire group 4 1973/ 1974 6 . 6 2 ± 0 . 04 0. 61 6 . 72 S tocking rate CSR HSR Year 1 2 B i r th- rank S ingle Twin General mean S t andard d evia t i on - - - ,_. +:' \.J1 146 . None o f the i n t e r a c t ions was s ign i f i c an t in t h e pooled analys i s . S ire x s t o cking rat e interac t i ons , though non- s i gn i f i c an t exp l ained 2 . 7 % in the S ir e group 2 p e r iod . n e g l i g ib l e impor t an c e . In o t her p e r io d s i t was found t o b e o f S t o c king r a t e x year interact ions we r e s igni f i cant i n t he S i re group 1 p eriod whe r e i t exp lained 2 . 1 % only o f t h e t o t a l observed var iat ion . Soundne s s grade S t o c king rat e wa s high ly s i gn i f icant and cont ribut ed 2 5 . 4 % of t h e t o t a l variat ion i n the pooled analys i s . Hender son ( 1 9 6 8 ) at t r ib u t ed the uns oundne s s in woo l t o t h e d e c r ea s e in c ro s s- s e c t iona l area o f a r e g ion o f t h e f ib re s , shedd in g a n d the f undament al s t ru c tural weakne s s o f the f ib r e s , - these e f f e c t s a c t ing s ingly o r in c omb in a t ion . Wickham ( 1 9 6 8 ) examined the var ious f a c t o r s caus ing t h e lack o f s t r e n g t h in the f ibres and p o in t ed out that increas ing s t o cking-r a t e s can r e s u l t i n t he h i gher leve l s o f uns oundne s s . Other p o s s ib l e c aus e s are s e a s on a l d i f f e r e n c e s in woo l growth r at e , p r e gnancy , l ac t a t ion , l ambing and o t h e r s t r es s e s accentuat ing the f undamen t al seasonal e f f e c t . B r own ( 1 9 7 1 ) sugge s t ed that sudden changes in feed s u ch as sudden int r o du c t ion o f sheep t o an a l l hay o r a l l crop d i e t o r t h e sheep f rom d ry f e e d to lush g r een f e e d could a l s o be a f a c t or in t h e b r e ak o f woo l . Analyses o f SG app r a i s a l s ind i c a t e that SG was gen e r a l l y lower in the HSR f l eeces . The s e resul t s are in c o n f o rmi t y with Bub l a t h ( 1 9 6 9 ) and Lan g l and s and B enne t t ( 1 9 7 3 ) . r e su lt s ; Howeve r , Sumn e r ( 1 9 6 9 ) o b t ained var i a b l e the hogget woo l in 1 9 6 7 was sounder in HSR whi l e in t h e ewe f l e ec e s in 1 9 6 6 the HSR g roup had s ounde r woo l , the p o s it ion was rever s ed in 1 9 6 7 . 147. ' Year ' e xp lained 1 2 . 8 % o f the t o t al ob s e rved var iat ion and was found h i gh l y s ign i f ic an t . Year t o year d i f ferences could b e due t o the c l ima t i c cond i t ions such as r a in f a l l , paras i t ic i n f e c t ions , or any o t h e r s t re s s e s c o n t r ib u t in g t o t h e fund amental s e asonal e f f e c t . Var i a t ions in the s t andards o f s c o r ing may a l s o have con t r ibuted to t h i s s ou r c e o f var ia t i on . Bo th s ire x s t o c king r a t e and s ire x year in t e rac t ions were non s i gni f i c an t , the e s t ima t e s are e x t reme ly sma l l and cause only a sma l l f r a c t ion o f the var iance i n t h e analy s e s . Dun lop ( 1 9 6 2 ) also r ep o r t e d s t r a i n x locat ion and s t r ain x y e a r in t er a c t ions were no t s i gn i f icant f o r soundne s s . S t ocking r a t e x year int e r a c t ions cont ributed 1 7 . 5 % to the t o t a l ob s e rved var i a t ion and were h i ghly s i gn i f i c ant i n t h e p ooled varian c e compo nen t s analy s i s . 148 . HERITABILITY E S T IMATES , INTRA-TRAIT GENET I C CORRELAT IONS AND INTERACTION VARIANCE COMPONENT S To this po int , the d is cu s s ion o f s i r e x s t o cking r a t e and s i r e x y e a r int e ract ions has b e en l ar gely conf ined t o t he conc lus ions that int e r a c t ions have or have no t b een d e t e c t e d . The imp a c t o f t h e s e i n t e r a c t i ons , with par t icul ar r e g a r d t o the s t ruc ture o f he r i t ab i l i ty e s t imat es for various t ra i t s , needs further cons idera t ion . The he r i t ab i l i ty e s t ima t e s o f the t ra i t s f o r the C S R , HSR and the c omb ined data analyses f rom the poo led variance c omponent s an alys e s by two d i f f e ren t me t hods are l i s t ed along w i t h their s t anda r d e rrors in Tab l e 1 6 . The two me t ho d s u s ed are NEI ( i n t e r a c t io n var i an c e component s excluded in the numer a t o r o f the he r i t ab i l i t y exp r e s s ion ) and N i l ( intera c t ion variance componen t s inc luded in the nume r a t o r o f the he r i t ab i l i t y e xp r e s s ion ) . The s i gn i f i c an c e o f d i f f e rences b e tween t h e var ious he r i t ab i l i t y e s t imat e s w e r e a s s e s s ed by calculat ing the s t an d a r d e r r o r o f the d i f f erence a n d examining t he change i n the e s t ima t e s i n t e rms o f t h i s s t andard e r ro r . Wh en compar ing the e s t imates o f her i t ab i l i t y in the p r e s e n t s t udy w i t h the e s t ima t e s f r om o t h e r s t u d ies , it mus t b e r ememb e r e d t ha t the b as i c mod e l a s s umed i s f re quent ly d i f f e r en t . Mo s t es t imat e s o f he r i t ab i l i t y a r e based on mo d e l s which l ea d t o e s t imat e s s imilar t o tho s e o f N i l t y p e o f Tab l e 1 6 . When int erac t ions are impor t an t sour c e s o f v a r i anc e , sele c t ion resp onses cal cula t e d f rom thes e types o f e s t ima t e s may wel l b e h i gher t han t he responses l ikely t o b e ach i eved i n p r ac t i c e . The g en e t i c corre l a t ions o f e ach t ra i t b etween t he two s t o cking r a t e s w e r e calculated as a quan t i t a t ive expre s s io n o f t h e s ir e x s t o cking r a t e TABLE 1 6 : Her i tab i l i ty e s t imat e s and s t andard errors o f var ious trai t s obtained f rom the poo led analys e s by d i f fe rent me thod s * CSR HSR COMBINED NEI Nil NEI h2 ± S . E . h2 ± S . E . h2 ± S . E . 0 . 7 2 ± 0 . 24 0.21 ± 0. 11 0 . 47 ± 0 . 22 0 . 2 7 ± 0 . 10 0 . 64 ± 0 . 20 0 . 38 ± 0 . 1 5 0 . 38 ± 0 . 1 5 0.61 ± 0.21 0.61 ± 0.21 0 . 39 ± 0 . 13 0 . 60 ± 0 . 1 7 WA 0 . 4 1 ± 0 . 19 0 . 4 7 ± 0 . 19 0 . 3 1 ± 0 . 16 0 . 3 1 ± 0 . 16 0 . 40 ± 0 . 1 5 0 . 49 ± 0 . 1 7 y 0 . 53 ± 0 . 19 0 . 53 ± 0 . 19 0. 19 ± 0 . 1 1 0 . 19 ± 0 . 1 1 0 . 2 8 ± 0 . 10 0 . 42 ± 0 . 1 2 SL 0 . 54 ± 0 . 19 0 . 5 7 ± 0 . 20 0 . 5 5 ± 0 . 20 0 . 56 ± 0 . 18 0 . 57 ± 0 . 17 0 . 6 3 ± 0 . 18 MFD 0 . 8 1 ± 0 . 34 0 . 87 ± 0 . 33 0 . 34 ± 0 . 2 0 0 . 46 ± 0 . 26 0 . 49 ± 0 . 20 0 . 66 ± 0 . 25 S FD 0 . 5 7 ± 0 . 26 0 . 58 ± 0 . 2 5 0 . 4 7 ± 0 . 24 0 . 58 ± 0 . 2 7 0 . 35 ± 0 . 15 0 . 66 ± 0 . 24 Me thod NEI Nil Trai t h2 ± S . E . HLW 0 . 46 ± 0 . 17 GFW h 2 ± S . E. * For CSR and HSR data N:� Nil 2 h - = 4 4 * [ o o2 s [ o2 s 0 � 1 1 + o2 + o2 st e 2 s + 0 + 2 st 2 o2 + o e st Nil For Comb ined data N:� - 4 NII h2 = 4 [ [ o2 s o2 s o + o + 2 s h � o2 sr + o2 st + + o2 sr + o2 st o2 sr + o2 st 2 ± S.E. ] ] o2 e o 2 e ....... The no t a t ion used in the above exp re s s ion have been des c r ibed earl ier in Chap t e r 3 . � TABLE 1 6 : ( cont inued ) HSR CSR COMB INED NEI Nil NEI Nil NEI Tra i t h2 ± S . E. h2 ± S . E. h2 ± S . E. h2 ± S . E. h2 ± S . E. h2 ± S . E . QN 0 . 46 ± 0 . 17 0 . 46 ± 0 . 1 7 0 . 59 ± 0 . 20 0 . 7 2 ± 0 . 25 0 . 52 ± 0 . 16 0 . 56 ± 0 . 1 7 CPC 0 . 48 ± 0 . 20 0 . 56 ± 0 . 2 1 0 . 75 ± 0 . 28 0 . 88 ± 0 . 26 0 . 64 ± 0 . 2 2 0 . 66 ± 0 . 2 2 TCN 0 . 65 ± 0 . 25 0 . 8 1 ± 0 . 27 0 . 86 ± 0 . 3 1 1 . 09 ± 0 . 2 9 0 . 7 0 ± 0 . 24 0 . 83 ± 0 . 26 CHG 0 . 24 ± 0 . 1 2 0 . 28 ± 0 . 1 3 0 . 31 ± 0 . 14 0 . 32 ± 0 . 13 0 . 29 ± 0 . 10 0 . 34 ± 0 . 1 2 TG 0 . 1 3 ± 0 . 09 0 . 26 ± 0 . 17 0 . 27 ± 0 . 1 2 0 . 27 ± 0 . 12 0 . 22 ± 0 . 09 0 . 2 2 ± 0 . 09 HG 0 . 30 ± 0 . 1 3 0 . 66 ± 0 . 2 2 0 . 48 ± 0 . 1 1 0 . 48 ± 0 . 1 1 0 . 23 ± 0 . 09 0 . 42 ± 0 . 15 LG 0 . 42 ± 0 . 16 0 . 42 ± 0. 16 0 . 32 ± 0 . 1 4 0 . 32 ± 0 . 14 0 . 32 ± 0 . 1 1 0 . 39 ± 0 . 1 2 GCG 0 . 3 1 ± 0 . 10 0. 31 ± 0 . 10 0 . 34 ± 0 . 1 4 0 . 44 ± 0 . 1 6 0 . 2 2 ± 0 . 09 0 . 4 1 ± 0. 15 SCG 0. 19 ± 0 . 1 1 0 . 39 ± 0 . 20 0 . 1 2 ± 0 . 09 0 . 36 ± 0 . 15 0 . 10 ± 0 . 06 0 . 30 ± 0 . 1 3 DAG 0 . 04 ± 0 . 0 7 0 . 2 1 ± 0 . 17 0 . 20 ± 0 . 17 0 . 20 ± 0 . 1 7 0 . 10 ± 0 . 08 0 . 10 ± 0 . 0 8 CG 0 . 39 ± 0 . 1 5 0 . 67 ± 0 . 23 0 . 12 ± 0 . 10 0 . 12 ± 0 . 10 0 . 2 3 ± 0 . 09 0 . 2 3 ± 0 . 09 CAG 0. 37 ± 0. 15 0 . 53 ± 0 . 18 0 . 18 ± 0 . 1 1 0 . 27 ± 0 . 1 3 0 . 2 3 ± 0 . 09 0 . 29 ± 0 . 1 1 SG 0 . 22 ± 0 . 13 0 . 22 ± 0 . 13 0 . 00 ± 0 . 00 0 . 00 ± 0 . 00 0 . 1 6 ± 0 . 08 0 . 16 ± 0 . 08 Me thod Nil ,_. Ul 0 . TABLE 1 7 : Int ra- t r a i t gene t ic co rrelat ions and s t andard errors o f t ra i t s i n two s t ocking rates Tr a i t re S.E. Trait re S. E. HLW 0 . 58 0 . 20 CHe 0 . 92 0. 13 eFW 0 . 90 0 . 10 HG 0 . 90 0. 16 y 0 . 74 0 . 17 Le 0 . 80 0 . 15 MFD 0 . 93 0 . 09 GCe 0 . 65 0.21 SFD 0 . 52 0 . 27 see 0 . 57 0 . 37 QN 0 . 95 0 . 07 CAG 0 . 96 0 . 15 CPC l . 03 0. 18 se 1 . 06 0 . 20 TCN 0 . 87 0 . 09 ...... Ul ...... 152 . The s e i n t e r a c t ions t o e xamine i t s p r a c t i c a l s i gn i f i canc e in s e l e c t ion . int ra- t ra i t gene t i c corre l a t ions a l o n g w i t h the i r s t and ard e r r o r s a r e The s i gn i f i can c e o f devi a t ion o f the i n t r a- t rai t p r e s en t e d i n Tab l e 1 7 . corre l a t ions f rom unity was t e s ted . Th e r e l a t ive magn i tudes o f the s i r e x s t o cking r a t e and s i r e x year var iance componen t s to the t o t a l var iance and t o t a l gene t i c variance we re comp u t ed t o i l lu s t r a t e the imp o r t an c e of t h e s e random int e r a c t ions in the t r a i t s unde r inve s t i ga t ion . Hogge t l ive-we igh t The her i t ab i l i ty e s t ima t e s o f HL\� comp u t ed by N E I a n d N i l me thods in the pooled an a l yses were 0 . 4 6 ± 0 . 1 7 and 0 . 2 1 ± 0 . 1 1 and 0 . 4 7 ± 0 . 2 2 in the HSR ; 0. 72 ± 0 . 2 4 in the C S R ; 0 . 2 7 ± 0 . 1 0 and 0 . 6 4 ± 0 . 20 in Th e e s t ima t e s by NEI me thod in gene r a l the comb ined d a t a resp e c t ively . are s imilar to the o ther e s t ima t e s o f t h e he r i t ab i l i t y o f HLW i n t h e New Zeal and Romney ( 0 . 4 6 Tripathy , Baker et a l . , 1974 ) . 1966 ; 0 . 5 1 Ch ' an g and Rae , 1970 ; 0 . 22 The e s t ima t e s b y N i l me t hod in th i s s t udy though at the upper l imi t are w e l l within the range o f e s t imat e s f o r the o th e r b r e e d s repo r t ed in t h e l i t e rature . A l t hough t he her i t ab i l i t i e s c a l cu l a t e d f rom the C S R d a t a were h i gher than tho s e for t he HSR , there were no s i gnifi c an t d i f f e r e n c e s b e tween the s e e s t imat e s . As a r e s u l t o f large s t and ard error s , there we r e no s ign i f i c ant d i f f e r ences in all t h e three ana ly s e s b e tween the e s t imat e s b y NEI and N i l method s . S i gn i f i c an t sire x year int e r a c t ions ( P < 0 . 0 5 ) con t r ib u t e d 6 . 4 and 6 . 5 % in th e C S R and HSR r e s p e c t ive ly to the t o t a l var i an c e and f o rmed a 153 . very s ub s t an t i a l prop o r t ion of the t o t al gene t i c varian c e in b o t h the analys e s . In HSR , whi l e compar ing t he r e l a t ive magn i tude of s ir e x year interact ions and b e tween s ir e var ian c e component s , the r a t i o was exc e e d ingly large indicat ing that the p e r f ormanc e o f the pro geny of a s ir e would no t b e h i ghly repeatab l e over the year s . The r anking o f s i res may b e very d i f f e rent in var ious y e ars . In the comb ined d a t a analy s i s , s i re x s t o ck ing r a t e and s i r e x year interact ions were s i gn i f i cant ( P <0 . 0 1 ) , c on t r ibuted 4 . 6 and 4 . 5 % r e s p e c t ive l y t o t he t o t a l var i ance and f o rmed 2 9 . 1 o f t he t o t a l gene t ic var iance . and 2 8 % r e s p e c t ive l y The rat i o o f s i re x s t o cking r a t e and s ir e x year i n t e r a c t ions to the b e tween- s ire var iance was abou t 1 . 3 , ind i c a t in g t h e impor tance o f t h e s e random interac t ions in t h i s t rai t . The same t rend wa s observed in the ind ividual S i re group p e r iod s . The d i f f e rence b e twe e n the e s t ima t e s by two methods appro ached s i gn i f i c an c e ( 0 . 0 5 < P< O . 1 0 ) . Evidence of gen o t ype x nut r i t i on int e r a c t ions b e ing important in t h i s trait has been provided by var ious workers (Mo r l e y , 1956 ; Osman and Brad f o r d , 1 9 6 5 ; Car t e r et a l . , 1 9 7 1b ; Budans t ev , 1 9 7 3 ) . In Dunlop ' s ( 1 9 6 3 ) wor k , the lack o f l a r g e and cons i s t en t genotype x l o c a t ion i n t e r a c t ions in HLW were a t t r ibuted to the p r e s e n c e o f year x lo cat ion in t erac t ions o f some imp o r t anc e . The in t r a- t ra i t gene t i c c o r r e l a t ion be tween the two s t o ck i n g r a t e s f o r HLW was e s t imated t o be 0 . 58 ± 0 . 2 0 , s ign i f icant l y ( P< 0 . 0 5 ) d i f fe rent f r om uni t y . Rob e r t s on ( 1 9 5 9 ) sugg e s t e d that an e s t imat e o f r e around 0 . 6 would be o f consequence in s e l e c t io n . Falconer ( 1 9 5 2 ) s t ated that the r a t io o f the ' co r r e l a t e d r e s p ons e ' ( � ' G 1 ) in environment 1 t o the ' d i r e c t r e s p on s e ' (�G l ) i s 1 54 . r G .. .. .. . . .. . (l) whe re h 2 and h 1 are t h e square roo t s o f t he h e r i t ab i l i t y in envi ronme n t 2 and 1 r e s pe c t ively and rG is t h e intra- t r a i t gene t i c corre l a t ion be tween the two env i r onmen t s . Au a s s ump t i on o f e qua l in t en s i t y o f s e l e c t ion was made in de riving t h e e q u at ion . From the above exp r e s s ion i t f o l lows , that an advantage of s e l e c t i on in t he secondary environmen t would a c c rue only t h r o u gh an increase o f he r i t ab i l i t y . The i n c r e a s e in her i t ab i l i ty wou l d have t o be great enou gh to o f f s e t the l o s s o f e f f i c iency th rough s e l e c t i on b e i ng mad e i n o n e envi ronment t h a t h a s n o t exa c t ly t h e same gene t i c bas is a s t h e o t h e r environmen t , i . e . , h 2 r G mu s t be grea t er t han h 1 . The observed h e r i t abi l i t i e s in t h i s inve s t iga t ion were 0 . 4 6 and 0 . 7 2 in the CSR ; resp e c t ive ly . 0 . 2 1 and 0 . 4 7 in the H S R by NEI and N i l me t h o d s W i t h t h e va l ue of r G be ing 0 . 5 8 , t he above r a t i o s ( e q ua t i on 1 ) worked o u t t o be abo u t 0 . 8 7 and 0 . 7 2 wi t h N E I and N i l respe c t ive ly . Thu s no advan t age would be o b t ained by s e l e c t in g sheep in t h e C S R for u s e in t he H S R . The d i r e c t s e lec t ion i n the ind ividual s t ocking rates w i l l y i e ld b e t t e r r e s u l t s s in c e the inc r e a s e o f I h e r i t ab i l i t y in the C S R was n o t great enough t o o f f s e t the l o s s c a u s e d b y r G b e tween t h e t wo s tock ing rat e s . Th e p r e s ence o f s i re x year i n t e ra c t ions may have some imp l i c a t ions in comme r c i a l b r e e d ing pra c t i c e as the rams s e l e c t ed for b r e e d ing are normal ly used ove r s everal years and their progeny a r e exp o s e d t o year t o year var iat ions in environmen t . 155. Gre a sy f l eece we igh t Value s calcu l a t ed for h e r i t ab i l i ty o f GFW by NEI and N i l me t h o d s i n t h e p oo led an alyses were 0 . 3 8 ± 0 . 1 5 and 0 . 3 8 ± 0 . 1 5 in the C S R ; 0 . 39 0 . 6 1 ± 0 . 2 1 and 0 . 6 1 ± 0 . 2 1 in t h e HSR ; the comb in ed data r e s p e c t ive l y . ± 0 . 1 3 and 0 . 60 ± 0 . 1 7 in The e s t ima t e s though somewha t h i gher comp a re we ll with other e s t imates o f the he r i t ab i l i ty o f GFW in New Zealand Romney hogge t s ( 0 . 3 5 Rae , 1966 ; 1946 ; 0 . 2 9 and 0 . 5 7 B aker e t a l . � 0 . 3 2 Rae , 1974) . 1958 ; 0 . 4 3 T r i p a t hy , The her i t ab i l i t ie s o b t a ined in this s t udy are also we l l w i thin the range of e s t ima t e s reported f o r t h e o t her breeds in t h e l i t e ra t ure . N o s igni f i cant d i f f eren c e s b e tween the h e r i t ab i l i ty e s t ima t e s ob t a ined in the C S R an d in t h e H S R were ob s e rved . The e s t imat e s we re iden t i c al by two me thods in the C S R and in t h e H S R , as s i re x year in t e r a c t ions (NS ) d id not cont r ibu t e to the t o t al var i a t ion in the t ra i t . S imilar observa t ions were re corded in the ind ividual S ire group p e r i o ds . In t he comb ined d a t a an alys i s , s ire x s t o cking r a t e in t e r a c t ions (NS ) con t r ibuted only 1 % to t h e t o t al varian c e and f o rmed about 7 % o f the t o t a l gene t i c v a r i anc e . Geno type x nut r i t ion intera c t ions in GFW have a l s o been ob s e rved as non- s i gn i f i c an t and of l i t t l e impor t an c e b y o ther workers (Mor l e y , 1 9 5 6 ; 1965 ; Car t er et a l . � 197 1a) . King e t a l . � 1959 ; Osman and Brad f o r d , The d i f f e ren c e in the her i t ab i l i t y es t imat e s (NS ) b e tween the values ob t a ined b y two met hod s , could l ar g e l y b e a t t r i bu t ed t o t h e s i gn i f i cant (P<0 . 0 1 ) s ir e x y e a r int erac t ions ( 4 % o f the t o t al var i an c e and 2 7 . 5 % o f t h e t o t a l gene t ic var i anc e ) . S in c e the h e r i t ab i l i t ie s o f GFW d i d no t d if f er s i gn i f i c an t l y b e t we en t he two s t o cking ra t e s and s in c e no s ign i f i c an t s ire x s t o cking r a t e 156 . i n t e r a c t ions were d e t e c t ed in the comb ined data analy s i s , i t s e ems t hat no meaningful d i f f e rences in the ranking of sires exi s t ed . No par t i cul a r advan tage would a c c Y� by s e l e c t ing sheep in 'the HSR ( h i gher he r i t ab i l i t y ) for use in CSR ( l ower her i t abil i t y ) d e s p i t e r e b e in g 0 . 90 . Cl ean wo ol we igh t pe r u n i t area E s t ima t e s for WA h e r i t ab i l i t y comp u t e d in t he poo l ed analy s e s by NEI and Ni l meth o d s we re 0 . 4 1 ± 0 . 1 9 and 0 . 4 7 ± 0 . 1 9 in the C S R ; 0 . 3 1 ± 0 . 1 6 and 0 . 3 1 ± 0 . 1 6 i n t h e HSR ; 0 . 4 0 ± 0 . 1 5 and 0 . 4 9 ± 0 . 1 7 in the comb ined d a t a respe c t ively . Al t hough t h e h e r i t ab i l ity e s t imat es were h i gher in t he C S R t han in the HSR , the d i f f er enc es were n o t s i gn i f i cant . The two e s t ima t e s o f the The d i f f erence in the two h e r i t ab i l i t y we r e i dent i c a l in the H S R . her i t ab il i t y e s t ima t e s in the CSR were non- s i gn i f i can t . S ire x year i n t e r a c t ions con t r ibuted 1 . 5 % t o the t o t a l var i an c e and f o rmed 1 2 . 7 % The s e int e r a c t ions wer e o f t he t o t al gene t i c variance in the C S R . imp o r t an t only i n t h e S ire group 2 p e r i o d whe re i t ac coun t ed f o r over 1 0 % o f t h e t o t a l var iance b u t i t d id n o t c on t r ibut e t o the t o t a l var i a t ion i n the S ir e group 3 per iod . In the comb in e d data analy s i s , s ir e x s t o cking r a t e int er a c t ions (NS ) d id not con t r ibute t o t he t o t a l var i a t ion . Iden t i c a l r e su l t s were r e c o rded i n the ind ividual S ir e g roup p e r i o d analy ses . breed x S ign i f i can t p l ane o f n ut r i t ion int e ra c t ions f o r c l e an we ight o f woo l f ib r e s a n d c lean we i gh t o f all f ib re s on the t a t t o ed area wer e repo r t ed b y K i n g a n d Young ( 1 9 5 5 ) f rom s t u d i e s on a small s amp le o f b r e e d s and e nvironmen t s . 157. S ir e x year interact ions (NS ) cont r ib u t e d s l i gh t ly mo r e t han 2 % o f the t o tal var i ance and f o rmed about 1 9 . 1 % o f the t o t a l genet ic var ianc e The d i f f erence (NS ) b e tween the two i n t he comb ined dat a analy s i s . e s t ima t e s by NEI and Ni l were due t o the p r e s ence of s ir e x year in t e r action s . The ab s ence o f s i gn i f i c an t s ir e x s t o ckin g ra t e , s ir e x year int e ract ions and t he non- s ign i f i c an t d i f f erence in the her i t ab i l it y e s t ima t e s b e twe en t h e two s t o cking r a t e s sugge s t t hat i n t e r a c t ions are n o t l ikely t o b e imp o r t an t f o r WA i n the f lo cks under s t udy . The high e s t imat e s f o r h e r i t ab i l i ty in WA ind icate that s e l e c t ion i s l ikely t o b e e f f e c t ive if t here was s u f f i c ient j us t i f i ca t ion t o i n c l u d e t h i s as a s e l e c t io n c r i t er ion . C l e an s coured yie ld The her i t ab i l i ty e s t imat e s for Y ob t a ined by two me thods in the p o o l e d analy s e s we r e 0 . 5 3 ± 0 . 1 9 and 0 . 5 3 ± 0 . 1 9 in the CSR ; 0 . 1 1 and 0 . 1 9 ± 0 . 1 1 in the HSR ; comb ined data r e s p e c t ively . New Z ealand Romney . 0. 19 ± 0 . 2 8 ± 0 . 1 0 and 0 . 4 2 ± 0 . 1 2 in the There are no comparable r ep o r t s for the Howeve r , these e s t imat e s compare we l l w i t h those in t h e l i terature a t 1-2 years o f age in o th e r bre eds (Morley , 1 9 5 5a ; Young et a � . � 1 9 60 ; Ve s e ly and Rob i s on , 1970; Mullaney e t a � . � 1970) . The her i t ab i l i ty e s t imat e was lower w i t h large s t andard e r r o r s i n the H S R when compared t o the e s t imat e i n the C S R but no s igni f i c an t d i f f e rence was observed b e tween t he two e s t imat es . The her i t ab i l i t y e s t ima t e s wer e ident ical by N E I and N i l methods b o t h in t h e CSR a n d HSR . S ir e x year i n t e ract ions ( N S ) d i d not con t r ib u t e t o the t o t a l variance 158. Howeve r i t con t r ibut ed 4 . 0 and 1 6 . 0% in t h e in b o th t h e analy s e s . S i re group 1 p e riod in t h e CSR (NS ) and H S R ( P < 0 . 0 1 ) r e s p e c t ively . In t h e comb ined d a t a analy s i s s ir e x s t ocking r a t e (NS ) a c c ounted f o r 2 . 6 % of the total var i ance and formed a s ub s t ant ial f r a c t ion ( 2 4 . 6 % ) The above r e su l t s agree with Mo r l ey o f the t o t al gene t i c var iance . ( 1 9 5 6 ) , who reported that s i r e s i gn i f icant in this t r a i t . s t rain x x nu t r i t ion int e r a c t ions were non- Dun lop ( 1 9 6 2 ) however , o b s e rved s i gn i f i cant s t a t ion int er a c t ions though the s i z e of t he int erac t ions t e rm wa s no t l arge . Sire x y e ar i n t e r a c t ions (NS ) in this analy s i s were r e l a t ive ly l e s s imp o r t an t and con t r ibut ed a n e g l i gib l e f r a c t ion t o t he t o t al var i ance . The d i f f erence (NS ) in the e s t imates by NEI and N i l x w a s thus l argely at t r ib u t able t o t h e s i r e s t o ck ing r a t e in t e rac t ions . The int ra- t r a i t gene t ic correlat ion c a l cu l a t ed was 0 . 7 4 ± 0 . 1 7 ( devi a t ion f rom uni t y , 0 . 0 5 <P< 0 . 1 ) . The ob s erved her i t ab i l i t i e s were The rat i o o f t h e 0 . 5 3 and 0 . 1 9 in the CSR and H S R resp e c t ive ly . ' c orrela t e d ' t o t h e ' d i r e c t ' r e sponse e s t ima t ed w a s 1 . 2 4 sugge s t in g t h a t n o d i s t in c t advant ag e would b e a ch i eved by s e l e c t ing sheep i n the CSR for use in the H S R . S t apl e l engt h The h e r i t ab i l i ty e s t imat e s o f SL comp u t ed by NEI and N i l were 0 . 54 ± 0 . 1 9 and 0 . 5 7 ± 0 . 2 0 in t h e C S R ; t he HSR ; 0 . 5 7 ± 0 . 1 7 and 0 . 6 3 ± 0 . 55 ± 0 . 20 and 0 . 5 6 ± 0 . 1 8 in 0 . 1 8 i n t h e comb ined d a t a r e s pe c t ively . The s e e s t imat e s in g en er a l comp a r e we l l w i t h the est imat e s o f t h e h e r i t ab i l i t y o f S L i n N e w Zealand Romney hogge t s ( 0 . 50 , 0 . 3 5 , 0 . 4 8 Rae , 1 9 5 8 ; 0 . 4 6 Tripat h y , 1 9 6 6 ) and o ther b r eeds lis t ed in Tabl e 1 . 159 . The h e r i t ab i l i ty est ima t e s o f SL in the C SR and i n the HSR wer e almo s t s imilar . Osman and Brad f o rd ( 1 9 6 5 ) wh i l e examining genotype x loca t io n interac t i ons in SL al s o did not ob s e rve any s i gnif i c an t d i f f e rence o f the her i t ab i l i ty e s t ima t e s in two locat ions . The e s t ima t e s of h e r i t ab i l i ty by two me thod s were al ike b o t h in the CSR and S i r e x year interac t ions ( N S ) were small and f o rmed l e s s than 1 % HSR . I t however , contributed o f the t o t al variance both in the CSR and HSR . ove r 4 . 1 % in the S ire group 1 p e r i od in the HSR and 4 . 8% in the S ir e group 3 p e r iod in t h e C S R resp e c t ively t o t h e t o t a l var i a t ion . S i re x s t o cking rate int e r a c t ions (NS ) d id n o t cont r ibute to the to tal var i ance in the comb i ned d a t a analy s is . S imi lar resul t s we re ob t a in e d in the indiv idual S ir e g roup p e r iods analys e s . Evi d ence o f geno type x nu t r i t ion interac t i ons b e ing unimportan t i n S L has b e e n provided b y o t h e r wo rke rs (Mo r ley , 1 9 5 6 ; Brad fo r d , 1965 ) . Dun lop , 1 9 6 2 ; King and Young ( 1 9 5 5 ) and King e t a Z . rep o r t e d s imilar r e sul t s for ave r a ge f ib r e length . O sman and ( 1 9 5 9 ) al s o S ir e x year interact ions ( N S ) too , as in the CSR and HSR analy s e s were extreme ly sma l l ( 1 . 3 % o f the t o t al varianc e ) in the comb ined data analy s i s . Rae ' s ( 1 9 5 8 ) and Dunlop ' s ( 1 9 6 2 ) observat ions for such interac t ions in SL suppo r t the r e s u l t s ob t a ined f o r s ir e x year in t e r a c t ions in the s t udy . Mean f ib r e d i ame t e r T h e h e r i t ab i l i ty e s t imat e s o f MFD in t h e poo led analys e s b y NEI and Nil me t hods we r e 0 . 8 1 ± 0 . 3 4 and 0 . 8 7 ± 0 . 3 3 i n the C S R ; and 0 . 4 6 ± 0 . 2 6 in the HSR ; data r e s p e c t ive ly . 0 . 4 9 ± 0 . 2 0 and 0 . 66 ± 0 . 34 ± 0 . 20 0 . 2 5 in the comb ined The only o th e r e s t imat e , 0 . 1 7 ± 0 . 1 0 (DDR) f o r MFD 1 60 . in New Zealand Romney hogget s , wa s rep o r t ed by Tripa t hy ( 1 9 6 6 ) . It was l ow when comp ar e d t o the values reported i n the o ther bre e d s . The values d e r ive d from t h i s s t udy are q u i t e comp a r able t o E l l i o t t ' s ( 1 9 7 5 ) PHS ( 0 . 5 4 ± 0 . 0 1 ) and DDR ( 0 . 4 7 ± 0 . 0 2 ) in P er endal e s . The s amp l ing errors were large in the p re s en t inve s t igat ion becau s e o f the sma l l numb e r o f observat ions ava i l ab l e . Al th ough the h e r i t ab i l i t ie s we r e comparably h i gher i n the CSR t han in the H S R , d i f f e ren c e s b e twe en the e s t ima t e s were n o t s i gn i f i cant . The gene t i c var iance was reduced by the h i gher s t ocking r a t e r e s u l t ing in the l ower e s t ima t e s of her i t ab i l i ty in t he H S R . I t sugge s t s that CSR i s more favourab l e for the expr ess ion of gene t ic d i f ferences in this t r a i t . The h e r i t ab i l i t y e s t imat e s were somewha t h i gher by N i l me thod a s c ompared t o b y NEI . However , there were no s i gn i f i cant d i f f e rences in all the t hree ana l y s e s b etwe en the two e s t imat e s . S ir e x year intera c t i on s (NS ) con t r ibuted about 1 . 4 and 2 . 9 % t o t he t o t a l var iance i n the CSR and HSR r e s p e c t ivel y . In t he comb ined d a t a ana l y s i s s i gn i f icant s ire x s t o cking r a t e intera c t i on s ( P < 0 . 0 5 ) ac coun t e d for 3 . 2 % o f the t o t a l variance and f ormed 1 9 . 7 % of the t o t a l gene t i c variance conf i rming the imp o r t an c e o f t hese i n t e r a c t i on s . Such o b s e rvat ions we r e a l s o mad e by W i l l i ams ( 1 9 6 6 ) and Dunlop ( 1 9 6 2 ) for MFD in exp e r ime n t s o f s imilar n a t ur e . The d i f f er ence (NS ) b e tween the her i t ab i l i t y e s t imat e s by two me thods i n the p r e sent s t udy was largely due t o the p r e s ence of s ign i f i c an t s i re x s to cking r a t e i n t e r a c t ions . S i r e x year int e r a c t ions ( N S ) contrib ut e d l e s s t han 1 % o f t h e t o t a l var iance a n d wer e unimp o r t an t , a s imilar f in ding to t h a t o f Dunlop ( 1 9 6 2 ) . 16 1 . The he r i t ab i l i t ies in t h i s s t udy by NEI and N i l me thods r e s p e c t ivel y we r e 0 . 8 1 and 0 . 8 7 i n t h e CSR ; 0 . 3 4 and 0 . 4 6 in the HSR . W i t h the va lue of intra- t r a i t gene t i c c o r r e l a t ion b e ing 0 . 9 3 ± 0 . 0 9 , the r a t i o o f t he ' co r re l at ed ' to the ' d ir e c t ' response in the HSR wo r ked out t o b e 1 . 4 4 and 1 . 2 8 b y N E I and N i l r e s p e c t iv e ly . The h i gh h e r i t ab i l i t y e s t ima t e s f o r MFD ind icate that there is an advantage in s e l e c t ion f o r MFD as c omp ared to t he s e l e c t ion f o r the r e l a t ive ly l e s s-he r i t ab l e subj e c t ive l y- a s s e s s e d qual i t y numb e r s as a c r i t e r ion o f f in ene s s . I f s e l e c t ion f o r f iner wool was j us t i f ied mea s ur ing d i ame t e r to use in the f inal s t ages of ram s e l e c t ion p a r t icularly in nuc leus f locks could b e worthwh i l e . S t andard devia t ion o f the f i bre d iame t e r The he r i t ab i l i t y est ima t e s o f S FD we r e 0 . 5 7 ± 0 . 2 6 and 0 . 5 8 in t he CSR ; 0 . 4 7 ± 0 . 2 4 and 0 . 5 8 ± 0 . 2 7 in the HSR ; 0 . 6 6 ± 0 . 2 4 in the comb ined d a t a r e s p e c t ive ly . r ep o r t s for SFD i n the New Zeal and Romney . ± 0 . 25 0 . 3 5 ± 0 . 1 5 and Ther e are no comparab l e However , the e s t ima t e s o f t h e s ame magn i t u d e s f o r SFD a r e g iven by Kyl e and Ter r i l l ( 1 9 5 3 ) , Bea t t ie ( 1 9 6 2 ) and Gj edrem ( 1 9 6 9 ) . Kyl e and T e r r i l l ( 1 9 5 3 ) r e p o r t e d a her i t ab i l i t y o f int erme d i a t e magn i tude f o r d i ame ter var i ab i l i t y and Be a t t i e ( 1 9 6 2 ) f ound a h e r i t ab i l i ty o f 0 . 4 3 for C . V . o f f ib r e d i ame t e r . Her itab i l i t y e s t ima t e s for SFD r epo r t e d by Gj edrem ( 1 9 6 9 ) range b e tween 0. 31 - 0.61. No s i gni f i can t d i f f erenc e s were ob s e rved b e tween the e s t imat e s o f her i t ab i l i t y i n the CSR and HSR owing t o t he large s t andard error s . 162 . x S ir e year int e r a c t ions (NS ) accoun t e d f o r 2 . 7 % o f the t o t a l variance in t he HSR wh i l e it was negligib l e ( 0 . 2 2 %) in the CSR . However , the d i f f erence ( 0 . 1 1 ) b e tween the e s t ima t e s by NEI and N i l methods in t h e HSR w a s non- s i gn i f i can t . In t he combined d a t a analy s i s , s ire x s t o c k ing r a t e int erac t ions ( P< 0 . 0 1 ) accoun t ed f o r 5 . 5 % o f the total va r i a t ion and 3 3 . 4 % o f the t o t al gene t i c variat i o n . S ir e x year intera c t i ons ( N S ) though r e lat ive ly l e s s imp o r t ant , ac count ed for 2 . 4 % o f the t o t al var iance and were s l i gh t ly over 14% of t he t o t al gene t i c var i an c e . In t he comb ined d a t a analy s i s , t he r a t io o f sire and s i re x x s to cking rat e year int e r a c t ions to the b e tween- s ir e var iance was 0 . 9 1 indicat ing t he impor t ance o f t h e s e r andom int e r a c t ions . The l arge d i f f erence o f the he r i t a b i l i t y e s t imat e s in the comb ined data analys i s ( 0 . 3 5 v s 0 . 6 6 ) was howeve r , non- s i gn i f icant . The intra- t r a i t gene t i c correlat ion b e tween the two s t o cking r a t e s was 0 . 52 ± 0 . 2 7 ( d ev i a t io n f rom un it y , 0 . 0 5 < P < 0 . 1 ) . By s e l e c t ing i n C S R (her i t ab i l i t y b e in g 0 . 5 7 ) f o r u s e in t he HSR (he r i t ab i l i t y b e in g 0 . 4 7 ) , t h e gen e t i c p r o gre s s f o r f ibre var i ab i l i t y would b e at a lmo s t h a l f o f t he r a t e o f improvement ob t a ined b y d i r e c t s e l e ct ion . Qua l i ty number E s t ima t e s for QN her i t ab i l i t y computed in t h e p o o l e d ana ly s e s wer e 0 . 46 ± 0 . 1 7 and 0 . 4 6 t h e HSR ; 0 . 52 ± ± 0 . 1 7 in t h e C S R ; 0 . 1 6 and 0 . 5 6 ± 0 . 59 ± 0 . 20 and 0 . 7 2 ± 0 . 25 in 0 . 1 7 in t h e c omb ined d a t a r e s p e c t ive l y . These e s t imat e s are somewhat h i gher t han t h e o th e r e s t imat e s o f QN i n New Zealand Romney h o g ge t s ( 0 . 2 5 , 0 . 34 , 0 . 3 5 , 0 . 4 7 Rae , 1 95 8 ; 0 . 35 - 0 . 40 McMahon , 1 9 4 3 ) b u t are well with in t he range of e s t imat e s f o r o th e r breed s repo r t ed i n the l i t erature . 163. The he r i t ab i l i t i e s ob t ained were h i gh e r in the HSR than in the C S R b u t t h e d i f f erences b e tween t h e e s t ima t e s wer e non- s i gn i f i c an t . S ir e x year int e r a c t ions (NS ) did not con t r ib u t e t o the t o t al var i ance in the CSR wh i l e i t formed s l i ght ly over 3 % o f the t o t a l varian c e in t he HS R . The d i f f e ren c e ( 0 . 1 3 ) b e tween t he es t imat e s b y NEI and N i l me thods in t he H S R w a s however , non- s igni f i c an t . In the comb ined data analys i s , s i r e x s t o c king r a t e interac t io n s (NS ) In the ind ividual S i r e c o n t r ibut ed l e s s than 1 % o f the t o t al varian c e . g r ou p p e r i o d s as we l l , s u c h interact ions w e r e unimp o r t an t . d emons t rated that s t ra in x Dunlop ( 1 9 6 2 ) locat ion interact ions in QN ac counted f o r only a n e g l ig ib l e f r a c t i on o f the variance . S ir e x year interact ions ( N S ) were not o f any importan c e b o th in the pooled and ind ividual S ir e group p e r iods . Evidence o f genotype x year interact i ons b e in g unimp o r t an t in t h i s t rait was p rovided by Rae ( 1 9 5 8 ) and Dun l o p ( 1 9 6 2 ) . The h e r i t ab il i t i e s by two me thods were q u i t e s imilar . The ab sence of s i gni f i c ant int erac t ion s , the s imi lar ity o f h e r i t ab i l i t ies i n the t wo s t o cking rat e s and the very h i gh ( 0 . 9 5 ± 0 . 0 7 ) i n t r a- t ra i t gene t i c c o r r e l a t ion ind icat e that s ir e s ir e x x s t o cking rate and year interact ions a r e not imp o r t an t f o r QN in t h e s e group s o f sheep . C r imps pe r cent ime t e r Values c a l culat e d f o r h er i t ab i l i t y o f C P C were 0 . 4 8 0 . 56 ± 0 . 2 1 in the C S R ; ± 0 . 20 and 0 . 7 5 ± 0 . 2 8 and 0 . 8 8 ± 0 . 2 6 i n t h e HSR ; 0 . 64 ± 0 . 2 2 and 0 . 6 6 ± 0 . 2 2 in the comb ined d a t a r e s p e c t ively . The values derived f rom the p r e s en t analyses comp a r e wel l with the h e r i t ab i l i t y e s t imate of 0 . 7 2 in New Zealand Romney hogget s by T r i p athy ( 1 9 6 6 ) and t h e e s t imat e s for other breeds . 1 64 . E s t imates o b t a i ned in the HSR were h i ghe r than the e s t imat e s i n t h e CSR s ugge s t in g that HSR w a s mo re f avourab l e for t h e exp re s s ion o f t he gene t i c d i f f e rences . Howeve r , the d i f f erenc e s b e twe en t h e e s t ima t e s The int r a- t r a i t gene t ic correlat ion c a l cu l a t ed were non- s i gn i f i cant . b e tween the two s t o cking rates was 1 . 0 3 ± 0 . 1 8 . S ire x year i n t e r a c t ions (NS ) accoun t e d for 2 . 0 and 3 . 0 % o f t h e t o t a l vari a t i on i n the CSR and H S R r e sp e c t ively . The two e s t ima t e s o f her i t ab i l i ty d e r ived in the comb ined d a t a ana ly s e s we re s im i l a r . S i re x s t o cking r a t e interact ions ( N S ) cont r ib u t e d l i t t l e ( 0 . 3%) t o t h e t o t a l varian c e . Mo r ley ( 1 9 5 6 ) and Dunlop ( 1 9 6 2 ) a l s o reported such intera c t i on s to be of no consequence in the t ra i t . S ire x year interac t ions ( N S ) d id not con t r ib u t e to the t o t al var i ance , a f ind ing s imilar t o that of Dunlop ( 1 9 6 2 ) . To t a l c r imp numb er E s t ima tes of t he he ri t ab i l i t y we r e 0 . 6 5 ± 0 . 2 5 and 0 . 8 1 ± 0 . 2 7 in the C S R ; 0 . 8 6 ± 0 . 3 1 and 1 . 09 ± 0 . 2 9 in t he HSR ; 0 . 8 3 ± 0 . 2 6 in the c omb ined d a t a r e s p e c t ively . 0 . 70 ± 0 . 2 4 and No p ub l ished e s t ima t e s are ava i l ab le on t he New Zealand Romney and o t her breeds w i t h wh ich t o comp a r e t h e es t ima t e s obt ained i n this s t udy . A l though the h e r i t ab i l i t ies o b t a ined were h i gher in the HSR than in the C S R , the d i f f er en c es b etween the e s t imat e s were n o t s i gn i f i can t . The int ra- t rait gene t i c correlat ion b e tween t he two s to cking r a t e s was close to uni ty ( 0 . 8 7 ± 0 . 09 ) . 165 . S ire x year interac t i ons (P< 0 . 0 5 ) cont r ibut ed 4 . 0 and 5 . 7 % t o the However , no s i gn i f i c ant t o t a l var i an c e in the CSR and HSR r e s p e c t ively . d i f f erences were ob s e rved b e tween the e s t ima tes both in the CSR and HSR analys e s . In the c omb ined data analys i s s i gn i f i c an t s i re x s t o cking r a t e inter a c t ions (P< 0 . 0 5 ) acc oun t e d f o r 2 . 9 % o f the t o t a l var i an c e and formed 1 3 . 8 % of the gene t i c varian c e . Sire x year i n t e r a c t ions ( N S ) cont ribu t e d l i t t l e ( 0 . 3 % ) t o the t o t a l variat ion . The d i f f erence b e tween t h e t wo e s t ima t e s in the c omb ined data was largely due t o the p r e sence of s i gn i f i cant s i re x s t o ck ing rate int erac t ions . However , this d i f f e rence was obs e rved to be non- s igni f i c ant . The p r e s ent s t udy reveal e d that TCN i s a h i ghly heri t ab l e t ra i t and c o u l d b e cons idered as a p o s s ib l e s e l e c t ion c r i t e r ion f o r gene t i c improvemen t in s ome t r ai t s . Charac t e r grade Th e heri t ab i l i t y e s t ima t e s of CHG comput ed by NEI and N i l me thods were 0 . 2 4 ± 0 . 1 2 and 0 . 2 8 ± 0 . 1 3 in t he CSR ; in the H S R ; respect ively . 0 . 3 1 ± 0 . 1 4 and 0 . 3 2 ± 0. 13 0 . 2 9 ± 0 . 1 0 and 0 . 3 4 ± 0 . 1 2 in the comb ined d a t a analys e s The s e e s t imat e s in general compare well w i th Rae ' s ( 1 9 5 8 ) t ab u l a t ed values (DDR) 0 . 2 5 ± 0 . 1 0 , 0 . 1 6 ± 0 . 1 2 , 0 . 2 2 (PHS) 0 . 1 2 in New Zealand Romney h o g ge t s . ± 0 . 0 7 and The he r i t ab i l i t y ( 0 . 2 5 ) calculated f r om the regress i on o f h o g get measurement o f daugh t e r o n ma t ure measur ement o f dam in h i s work d i f fered non- s i gn i f i cant ly f rom the heri t ab i l i ty ( 0 . 1 6 ) calculated f r om the hogget measuremen t o f daugh t e r o n ho gge t measuremen t o f dam. The her i tab i l i ty e s t ima t e o f 0 . 1 2 c omp u t ed f rom PHS corre l a t ion i n Rae ' s ( 1 9 5 8 ) wor k we r e b ased o n 166 . The e s t ima t e s d e r ived f rom the p r e s e n t f ew s ir e degrees o f f reedom . s tudy are we l l w i t h in t h e range o f e s t ima t e s f o r othe r b r e e d s r ep o r t ed in t h e l i t erature . There were no s i gn i f ican t d i f f e r e n c e s b e tween t h e h e r i t ab i l i t y The int ra- t r a i t gene t i c e s t imat e s ob t a ined i n t h e CSR a n d HSR . corre l a t i on calculated b e tween the two s t o c k ing rates was c l o s e to unity ( 0 . 92 ± 0 . 13) . S ir e x year in t e r a c t ions (NS ) c o n t rib u t e d l i t t le ( 1 . 2 and 0 . 2 % the CSR and HSR resp e c t ively ) t o the t o t al var i a t ion . in Howeve r , t hey contributed s l i gh t l y ov e r 7 and 4 % i n the C S R an d HSR r e s p e c t ively to t h e to t a l var i a t i on in t h e S i re group 3 period . No s i gn i f i can t d i f ferences were ob s e rved i n the e s t ima t e s b y two me thod s both i n t h e C S R and HSR anal y s e s . In the combined d a t a an alys e s s i re ( N S ) con t r ib u t ed l e s s t h an 1 % to x s t o ck i n g-r a t e i n t e r a c t ions the t o t a l varia t ion . i n t e rac t ions ( N S ) al so a c coun t e d for a S ir e x year n e g l i g i b l e percen t a ge ( l e s s than one) o f t he to tal var i a t i o n , a r e s u l t s imi lar t o that of Dun lop ( 1 9 6 2 ) . Cont rary t o the above r e s u l t s , Ra e ( 1 9 5 8 ) r e p o r t e d s i gn i f icant s i re year interac t ions in t h e t rait . x In the p r e s e n t inve s t i gat ion t h e r e w e r e no s ign i f i cant d i f f e r en c e s between t h e h e r i t abil i t y e s t ima t e s ob t a in ed b y two me thod s . I t h a s been a s s umed t ha t s e l e c t i on f o r CHG i n New Z e aland Romney is an ine f f ic i e nt way o f u s ing s e l e c t ion p o t en t i a l s in c e the her i t ab i l i ty e s t imat e s rep o r t e d so f a r are o f low magn i t ud e (Wi ckham , 1 9 7 3 ) . Howeve r , t h e h i gh e r e s t ima t e s o f i n termed i a t e ma gn i t ude in this s t udy sugge s t t h a t t h ere i s a pos s ib i l i t y o f a c h i ev i n g s ome gene t i c improvemen t i n C H G b y s e le c t ion . 167 . Tippiness grade Values c a l cu l a t ed f o r he r i t ab i l i t y o f TG we re 0 . 1 3 0 . 2 6 ± 0 . 1 7 in t h e C SR ; 0 . 22 ± 0 . 0 9 and 0 . 2 2 ± ± 0 . 09 and 0 . 2 7 ± 0 . 1 2 and 0 . 2 7 ± 0 . 1 2 i n the HSR ; 0 . 0 9 in the comb ined d a t a analy s e s r e s p e c t ivel y . No p ub l i shed e s t imat e s are ava i lable f o r compar i son . There we r e no s i gn i f i cant d i f f erences b e tween the e s t ima t e s in the CSR and HSR. S ir e x year int e r a c t ions ( NS ) exp lained 3 . 2 % of t h e t o t a l var i a t ion in the C S R . The s e int e r a c t ions were ab sent in t h e HSR . The di f f e rence ( 0 . 1 3 ) b e tween the e s t ima t e s o b t a ined by NEI and N i l me t h o d s in t h e CSR was non- s i gn i f i cant . None o f the i n t e r ac t i ons ( s i re x s t o cking r a t e and s i r e x y e a r i n t e r a c t ions ) cont r ib u ted to the to t a l var i a t ion i n the c omb ined analy s i s , al tho ugh in the S ir e group 3 per iod , s i re x s t o ck ing r a t e and s i r e x year int e r a c t i ons exp l a ined ove r 3% each o f the t o t al varian c e . The he r i t ab il ity e s t ima t e s ob t a i ned f rom the pooled d a t a we r e s imilar b y the NEI and N i l me t ho d s . In the p a s t t ip p ine s s has generally b e en a s sumed to b e l argely d e t e rmined by gen e t i c f a c t o r s a l t hough proof o f t h i s wa s lacking ( Hende r s on , 1 9 6 8 ) . Con t r ary t o the above , the e s t ima t e s o f h e r i t ab i l i t y obt ained in t h i s s t udy sugge s t s that i t i s a lowly heritable f a u l t and there i s n o t much s cope f o r improvement o f TG through s e l e c t i o n . s eems t h a t t ipp ine s s in t he s e f locks o f sheep was mor e a r e s u l t o f weathering and no t b e c ause o f inhe r i t e d var iab i l i t y o f f ib r e grow t h rat e . It 1 68 . Hand le grade The heri t ab i l i t y e s t ima t e s of HG computed in the pooled an alyses we r e 0 . 3 0 ± 0 . 1 3 and 0 . 6 6 ± 0 . 2 2 in the CSR ; in t he H S R ; resp e c t ively . 0 . 4 8 ± 0 . 1 1 and 0 . 4 8 ± 0 . 1 1 0 . 2 3 ± 0 . 09 and 0 . 4 2 ± 0 . 1 5 in the comb ined d a t a analys e s Th e values d e r ived from the p r e s ent analyses comp a re we l l with t h e heri t ab i l ity e s t ima t e o f 0 . 4 4 in the New Zeal and Romney by Rae ( 1 9 4 8 ) and are we l l wi thin the range of the est ima t e s f o r o t h e r b r eeds repo r t ed in the l i t e r a t ure . The r e we re no s i gn i f i cant d i f ferences b e tween t h e e s t ima t e s ob t a i ne d i n the C S R and H S R . The int r a- t r a i t gene t i c c or r e l a t ion be tween the two s t ocking r a t e s was 0 . 9 0 ± 0 . 1 6 . Th e d i f f er e n c e ( 0 . 3 0 vs 0 . 6 6 ) b e tween t he es t ima t e s by NEI and N i l me thod s in the C S R app ro a ched s i gn i f i c ance ( O . O S < P< 0 . 1 ) . S i gn i f i cant s ir e x year in t er a c t ions ( P < O . OS ) explained ove r 9 % o f t h e t o t al var i a t ion in the C S R . Such int e r a c t ions we re not app aren t i n the HSR d a t a . I n t h e comb ined data ana ly s i s s ir e x s t ockin g r a t e int e r a c t ions (NS ) formed a n e g l i g lb l e fract ion ( 0 . 8 % ) of the t o t a l var i a t i o n , a f inding s im i l a r to tha t of Dun lop ( 1 9 6 2 ) . Such in t e ra c t i ons were e qual ly unimp o r t an t in the ind ividual S i r e group p e r i o d an a ly s e s . S igni f icant s ire x year i n t e r a c t ions ( P < O . OS ) accounted f o r 3 . 8% o f t he t o t a l varia t io n i n the p o o l e d ana l y s i s f o r the comb i ned da t a . The d i f f er e n c e ( 0 . 2 3 vs 0 . 4 2 ) of t he her i t ab i l ity by two d i f f erent me thods was l ar g e l y a t t r ib u t ab l e to t h e p r e s ence of s i gni f i cant s ir e x year in t e r a c t ions in t h e comb ined data analy s i s . However , t here was no s ig n i f i c a n t d i f fe rence b e tween the two e s t ima t es . HG d epends great ly on subj e c t ive grading and t h i s is probab ly a maj o r f a c t o r l imi t ing t h e 169 . h e r i t ab i l i t y . To some extent the subj ec t iv i t y of t h e s e grades may b e a f ac t or in t h e s i re x year i n t e r a c t ions s ince t h e gr aders chan ged be tween years and d i f fe re n t graders may have emph a s ised sligh t ly d i f f e r en t f ace t s o f h andle . Lus t re gr ade The corre s p onding e s t ima t e s of her i t ab i l i t y for LG in the p o o l ed analys e s were 0 . 4 2 ± 0 . 1 6 and 0 . 4 2 ± 0 . 1 6 in the CS R ; 0 . 32 ± 0 . 1 4 in the HSR ; d a t a r e s pec t ive ly . 0 . 32 ± 0 . 32 ± 0 . 1 4 and 0 . 1 1 and 0 . 39 ± 0 . 1 2 in the comb ined The s e e s t ima t e s are s l i gh t ly high e r than t h e value of 0 . 2 7 repor t ed b y Rae ( 1 9 4 8 ) in New Zeal and Romney . The re are no o t her p ubl ished e s t ima t e s . There were no s i gn i f icant d i f f e rences be tween the e s t ima t e s o f h e r i t ab i l i t y ob t a ined in the C S R and H S R . The intra- t ra i t gene t i c c o r r e la t ion c a l c u l a ted b e tween the two s t o cking rates was 0 . 80 ± 0 . 1 5 . S ir e x year i n t e r a c t ions were abs ent b o t h in the C S R and HSR analy s e s . Such i n t e r a c t ions were unimpo r t an t in the ind iv idual S ir e g r o u p p e r iods exce p t in S i r e group 3 p e r iod whe r e in i t e xp l a ined 6 . 7 % o f t h e t o t a l var i a t ion . However , s i re x year interact ions could n o t inf luence t he h e r i t ab i l i t y e s t ima t e s b o t h i n C S R and H S R p o o l e d analy s e s . In the c omb ined d a t a analy s is s i re x s t o cking r a t e i n t e r a c t i o ns ( N S ) ac coun t ed for 1 . 9 % o f t he t o t al var i a t ion ; exp l a ined 7 . 3 % o f the t o t a l vari a t ion . unimp o r t an t . in S ir e group 4 p e r i od i t S i r e x year i n t e rac t io n s were The sma l l d i f ference in t he two her i t ab i l i ty e s t i ma t e s f r om the comb ined d a t a analy s i s was due t o t he e f f e c t o f s i r e x s t o ck in g r a t e i n t e rac t ion s , which w a s n o t s i gn i f i c an t however . 170. The her i t ab i l i t y e s t ima t e s o f int erme d i a t e magnitude in LG p o in t t o t h e pos s ib i l i t y o f improv ing L G by s e l e c t ion ( i f the l us t re i s s u f f i c i ent t o j us t ify cons ide rat ion i n s e l e c t i o n p l an� ) . Greasy co lour grade Her i t ab i l i t ies of GCG in the poo led ana l y s e s were 0 . 3 1 ± 0 . 1 0 and 0. 3 1 ± 0 . 1 0 in the C S R ; 0. 22 ± 0 . 0 9 and 0 . 4 1 ± ± 0 . 34 0 . 1 4 and 0 . 4 4 ± 0 . 1 6 i n t h e HSR ; 0 . 1 5 in the combined d a t a ana ly s e s r e sp e c t ively . Th e only o ther New Zealand s t udy in Romney sheep ind i c a t e d that GCG wa s no t h e r i t able ( Rae , 1 9 4 8 ) . Rae ' s s t udy . A sma l l numb er o f sheep wer e invo lved i n Mul l aney e t a l . ( 1 9 7 0 ) found GCG to have me d i um h e r i t ab i l i t y (Me r ino 0 . 2 9 - 0 . 40 , C o r r ie dale 0 . 2 9 - 0 . 4 1 , P o lwar th 0 . 24 - 0 . 38) . Mo r ley ( 1 9 5 5 b ) repo r t ed an e s t ima t e o f 0 . 6 3 for GCG in the Aus t r a l ian Me rino . The he r i t ab i l i ty e s t ima t e s o f GCG in the C S R and HSR by NEI me thod were almo s t iden t ical . Th e d i f f e rence o f the e s t ima t e s ( 0 . 3 1 vs 0 . 4 4 ) b y N i l me thod i n the C S R and H S R was non- s i gni f i c ant . The intra- t r a i t gen e t i c correlat ion c a l c u l a t e d b e tween t h e two s t o cking r a t e s was 0 . 6 5 ± 0 . 2 1 ( deviat ion f rom un i ty , 0 . 0 5 < P < 0 . 1 ) . P ro gr e s s f r om GCG in C S R ( lower h e r i t ab i l i t y ) by sel e c t ing in HSR ( h i gh e r h e r i t ab i l i t y ) w i th N i l me thod would b e only three quar t e r s t h e r a t e o f improvement o b t a in e d by d i r e c t s e l e c t ion . S ir e x year intera c t ions were un impor t ant in the C S R . h e r i t ab il i ty e s t ima t e s in t h e C S R we r e iden t i c a l . The two In the HSR analy s i s , s i r e x y ea r in t er a c t ions ( N S ) e xp l ained 2 . 5 % o f t he t o t a l var iat ion and 2 3% of t he t o t a l gene t i c var ian c e . The d i f f erence b e t ween t he two h e r i t ab il i ty e s t imat e s howeve r , was non - s i gn i f i c an t . 171 . In the c omb ined data analy s i s , s i re x s t o ck ing r a t e interact ions ' ( P < O . O S ) exp l ained 2 . 4 % o f t he t o t al var i an c e and f o rmed 2 3 . 7 % o f the t o t al gene t i c var i an c e . S i re x year in t e r a c t ions (NS ) a l s o a c c o un t e d f o r 2 . 2 % o f the t o t a l variance a n d 2 1 . 7 % o f t h e t o t al gene t i c variance . The s e f indings a r e s imilar t o those o f Dunlop ( 1 9 6 2 ) . The d i f f erence of the her i t ab i l i t ie s ( 0 . 2 2 vs 0 . 4 1 ) b y two d i f ferent me thods was non- s igni f i c an t . Med ium he r i t ab i l ity e s t ima t e s o f GCG in this s t udy ind i c a t e t h e pos s ib i l i ty o f ach i ev ing mo re wh i t ene s s i n Romney woo l b y s e l e c t i o n o f GCG . The ind i re c t s el e c t ion f o r GCG in woo l would not y i e ld wo r t hwhi l e resul t s b ecause o f i t s weak gene t i c a s s o c i a t ions wi t h other w o o l t ra i t s cons i dered t o b e o f importance i n s e l e c t io n p lans . Scoured colo ur gr ade The he r i t ab i l ity est ima t e s of SCG were 0 . 1 9 ± 0 . 1 1 and 0 . 3 9 in the C S R ; 0 . 30 ± 0 . 1 2 ± 0 . 0 9 and 0 . 3 6 ± 0 . 1 5 in the HSR; 0 . 1 3 in the combined d a t a anly s e s r e s p e c t ively . comp arable e s t ima t e s in the New Zeal and Romney . ± 0 . 20 0 . 1 0 ± 0 . 0 6 and The re are no Jackson ( 1 9 7 3 ) has rep o r t e d an e s t ima t e of 0 . 2 0 in Aus t ra l ian Me r inos ( the only o t her s t udy rep o r t e d i n the l i t e r a ture ) . The e s t imat e s obt ained f o r SCG are l ower than t he h e r i t ab i l i ty e s t ima t e s for GCG , p r e s umably b ec au s e o f a gene t i cally inf luenced coloured contaminan t b e ing washed out during scouring o r b ecause o f gre a t e r d i f f i c u l t y i n maintain ing s t andards dur ing the visual g r ad ing of s coured woo l . A l tho ugh t he h e r i tab i l i ty e s t ima t e s were h igher in the C S R than i n the H S R , the d i f f e re n c e b e tween t h e e s t ima t e s w e r e non- s igni f i can t . The gen e t i c var iance was reduced by the h i gher s t o cking r a t e e f f e c t re sul t ing in the l ower est ima t e s o f h e r i t ab i l i t y in t h e HSR . The 172 . intra- t r a i t gene t i c cor relat ion b e twe en the t wo s t ocking r a t e s was 0 . 57 ± 0 . 3 7 (deviat ion f rom un i t�, O . O S < P< O . l ) . Th e ob s e rved her i t ab i l i t ies by NEI methods w e re 0 . 1 9 and 0 . 1 2 in the C S R and HSR resp e c t ive ly . The ratio o f the ' c orre lated ' to the ' d i r e c t ' r e s ponse e s t imat e d was 0 . 7 2 sugge s t in g that ind i r e c t s e l e c t ion wou ld b e l e s s e f f i c ie n t t han t h e d i r e c t s e l e c t i o n i n H S R . S ir e x year i n t e r a c t ions ( P < O . O S ) in t he H S R e xp l a ined 6 . 1 % o f the total v a r i a t ion and 6 7 % of the t o t a l gene t i c varian c e . The c o r r e s ponding f i gur e s for s ire x year int e r a c t ions ( P < O . O S ) in the CSR were 5 and 5 1 % r e sp e c t ive ly . The ranking o f s ir e s may be very d i f f erent in various y ears ind i c a t ing that the p e r fo rman c e of the progeny of a s i re wo uld not b e h i gh ly r e p e a t ab l e . In the c omb ined data ana ly s i s , sire x s t ockin g r a t e i n t e r a c t i ons (NS ) accoun t e d f o r 1 . 6 % o f the t o t a l var iat ion and 2 0 . 9% o f t h e t o t a l gene t i c varian c e . The corresponding f i gu r e s for s i gn i f icant ( P < O . O S ) s i r e x y ear i n t e rac t ions we r e 3 . 4 and 4 5 . 7 % respe c t ively . The h e r i t ab i l i t y e s t ima t e s by NEI and N i l me tho ds were not s i gn i f i c an t ly d i f ferent . The r e s u l t s in t h i s s t udy r eve a led that re sponse to s e l e c t ion f o r S C G i s l ikely t o b e s low . Discoloured area grade Val u e s c alculated for h e r i t ab i l i ty of DAG by NEI and N i l me thods were 0 . 04 ± i n the H S R ; 0 . 0 7 and 0 . 2 1 0 . 10 ± ± 0 . 1 7 in t he CSR; 0 . 0 8 and 0 . 1 0 ± 0 . 20 ± 0 . 1 7 and 0 . 2 0 0. 17 0 . 08 in the comb ined d a t a r e s p e c t ively . The s amp l in g e rrors were large b e c au s e o f the sma l l numb e r o f observa t ions ava i lab l e . ± There a r e no o th e r publ i shed e s t imat e s . 173. There were no s i gn i f i c ant d i f ferenc e s b e twe �n the e s t imat e s ob t a ined i n the two s t ocking r a t e s . S i re x year in t e r a c t ions (NS ) c on t r ib u t ed s l i gh t ly ove r 4% to the t o t al var iat ion in the CSR wh e r e as they were ab s ent in the HSR . As a cons equence , t h e two e s t ima t e s o f h e r i t ab i l i t y w e r e d i f ferent ( N S ) i n C S R . Wid e ly d i f f e r ing he r i t ab i l i t y es t imat e s were evident f rom t h e d a t a i n t h e two individual S i r e group p e r iods analysed . The e s t imat e s t hough p o s i t ive had large s t andard errors in t h e S i r e group 3 p e r iod b o t h in the CSR ( 0 . 0 9 ± 0 . 1 7 ) and HSR ( 0 . 4 2 ± 0 . 3 2 ) . The corresponding e s t imates in t he S i re group 4 p e r iod wer e -0 . 3 2 ± 0 . 3 5 and -0 . 09 ± 0 . 1 2 . A s imilar t rend was ob s e rved in the ind ividual S i re group periods f o r the comb ined da t a . Th e values o f h e r i t ab i l i t y computed f rom the ind ividual S i r e group p e r iods are of l im i t e d r e l iab i l i t y s ince sma ll d e gr e e s of f r e ed om ( 9 and 6 in the S i re group 3 and 4 periods r e s p e c t ive l y ) were ava i l ab le on wh ich t o b a s e a n e s t ima t e of var i an c e among gene t i c values of t h e s i re s . I t i s o f t en though t that scourab 1 e d i f fuse y e l l ow d i s c o l our a t ions in wool are i nh e r i t e d (Hen d e r son , 1 9 6 8 ) and this fault could be c o nt r o l led b y b reed ing me thod s . No wo r t hwh i l e e xamina t i o n o f the gene t i cs o f the trait has b e en made so f a r . Low he r i t ab i l i ty e s t ima t e s f o r DAG in th i s s t udy su gge s t that l i t t l e gene t i c imp rovement can be made by s e l e c t ion on th i s c r i t er i on . Co t t ing grade The es t ima t es o f h e r i t ab i l i t y for CG were 0 . 3 9 ± 0 . 1 5 and 0. 67 ± 0 , 2 3 in the C S R ; 0 . 1 2 ± 0 . 1 0 and 0 . 1 2 ± 0 . 1 0 in the HSR ; 0 . 2 3 ± 0 . 09 and 0 . 2 3 ± 0 . 09 in the comb ined d at a . c omp ar ab l e e s t ima t e s i n t h e l i t e r a t ur e . The r e are n o 1 74 . The e s t ima t e s o f he r i t ab i l i ty d i f f ered w id e ly . The re were s i gni f i cant d i f f e rences ( P< 0 . 0 5 ) b e twe en the e s t ima t e s by N I I me thod in the CSR and HSR b u t such d i f f e rences wer e non - s i gn i f i c an t b e tween the e s t ima tes by NEI me thod . S i g n i f i can t s ire x year i n t e r a c t ions ( P < 0 . 0 5 ) accoun t ed f o r 6 . 9 % o f the t o tal var i a t ion and 4 1 . 5 % o f the t o t a l gene t i c var i a t ion i n t h e C S R . Th i s resulted i n t h e d i f f e rence ( 0 . 2 8 ) o f t he h e r i t ab i l i t y e s t ima t e s by two metho ds . This d i f f e rence was howeve r , non- s ign i f i c ant b ec a u s e o f th e large s t and ard error s . S i r e x year interact ions were ab s e n t in the HSR da t a . In t he comb ined dat a , s ir e x s t o cking rate and s i r e were ab sent . x year in t e r a c t ions In t he ind ividual S i r e group analyses , the interact ions were equally unimp o r t an t excep t in g S i re group 3 and 4 periods whe re they were smal l in magn i t ude . Co t t ing i s a s s umed t o b e a fault a s s o c iated wi th hered i t y , f ib r e va r i ab i l i t y b e ing a he r i t ab l e t r a i t o f the sheep and with the env i ronment through poor nut r i t ion and the p r e s ence o f mo i s ture ( Hend e r s on , 1955) . The l ow to med ium s i z e of h e r i t ab i l ity e s t ima t e s o f CG in t h i s s tudy sugge s t that ve ry l imi ted gene t i c improvement is l ike ly to be a c h i eved by s e le c t ion to c on t rol c o t t ing . C o t t e d area grade The he r i t ab i l i t y e s t ima t e s of CAG computed i n the pooled analys e s wer e 0 . 3 7 ± in the HSR ; 0 . 1 5 and 0 . 5 3 0 . 23 ± ± 0 . 1 8 i n the C S R ; 0 . 0 9 and 0 . 2 9 ± 0. 18 ± 0 . 1 1 and 0 . 2 7 0 . 1 1 in the comb ined d at a . ± 0. 13 No p ub l i s hed e s t ima t e s are ava i l ab l e f o r CAG in the New Zealand Romney and o th e r b reeds w i th wh i ch to c ompare the r e s u l t s ob t ained i n t h i s s t udy . 175. Al th ough the h e r i t ab i l i t y e s t ima t e s we r e h i gher in the C S R than in the H S R , no s igni f i c an t d i f f e r en c e s b e tween the e s t ima t e s were observed . The gene t i c var iance was lowe r a t the h i gher s t ocking r a t e and t h i s re s ul t ed i n t h e lower e s t ima t e s o f h e r i t ab i l i t y in t he HSR. S ire x year int e r a c t ions ( N S ) con t r ibuted 4 . 6% t o the t o t al varia t i on and f o rmed 3 4 � 3% o f the t o t a l gene t i c var iance in the CSR . The c o r r e sponding f i gures in the HSR for such intera c t ions wer e 2 . 3 and 3 3 . 5 % r e s p e c t ively . The her i t ab i l i t y e s t ima t e s in the C S R and HSR b y NEI a n d N i l me thods d i f f e red non- s i gn i f i c an t l y . The i n t r a- t r a i t gene t i c co rrelation was c l o s e t o unit y . I n t h e comb ined data an a ly s i s , s i re x s t ocking r a t e inter a c t ions ( N S ) c on t r ibuted 1 . 2 % to the t o t a l var iat ion and 1 6 . 3 % t o the t o t a l gene t i c var ian ce . S i re x year interact ions were ab sent b o t h in the pooled a s well as the ind ividual S i re group perio ds . The d i f f e renc e o f the h e r i tab i l i t y e s t imat es ( 0 . 2 3 vs 0 . 2 9 ) by two me thods was non- s i gn i f i c ant . I t i s ob s erved that the h e r i t ab i l i ty e s t ima t es f o r C G and CAG are comp arab l y lower in the HSR . Th e gene t i c variance was r e duced by the h i gh e r s t ocking r a t e e f f e c t r e s u l t ing in the lower e s t ima t e s o f he r i t ab i l i t y . S in c e CG and CAG do not re s pond gre a t ly , i t s e ems that direct s e l e c t i on for the s e t r a i t s i s an ine f f ic ient way of us ing s e le c t io n p o t en t i a l . 1 76 · S oundne s s grade A l l e s t imat e s of the h e r i t ab i l i t y of SG were l ow , the e s t ima t e s b e in g 0 . 2 2 0 . 16 ± ± 0 . 1 3 and 0 . 2 2 ± 0 . 1 3 i n the C S R ; 0 . 0 8 in the combined data . 0 . 16 ± 0 . 0 8 and The e qu ivalent r e s u l t s in the H S R data ind icated that S G was not he r i t ab le . There a r e no o t h e r comparable e s t ima t e s . Env ironmen t a l variat ions we r e o f cons iderab l e impo r t an c e in the pooled HSR analy s is ( reducing the gene t i c d i f f erences to a lmo s t z e ro ) . The r a t i o o f the g e ne t i c to t o tal var i ance was much h ighe r in the C S R , sugg e s t ing t hat C S R was mo re f avou rab le f o r t h e exp r e s s i o n o f t h e gene t i c differences . S imilar trends we re r e co rded in the individual S ire group perio d s analys e s . The intra- t r a i t gene t i c correlat ion cal culated b e tween the two s t o cking r a t e s was 1 . 0 6 ± 0 . 2 0 . With the obs e rved h e r i t ab i l i t i e s o f 0 . 2 2 i n t he CSR and 0 . 0 0 in t h e H S R , the s e l e c t ion r e spons e o f S G could only b e obt ained when s e l e c t ing the sheep in the C S R . S i r e x year i n t e r a c t i ons we re absent in a l l t h e t h r e e p o o l ed ana ly s e s . S imilar t rend was periods analy ses . o b s e rved in t h e individual S ir e group S ir e x s t o ckin g r a t e int e r a c t ions were o f no consequence in the comb ined da t a . Howeve r , t h ey con t r ibuted s l i gh t ly ove r 4 % t o the to t al variation in the S i re group 4 p e r iod wh i l e i t wa s ab s en t in the o th e r two period s . Low e s t imat e s o f h e r i t ab i l i ty in SG reveal that there i s a l i t t l e l ikelihood o f a l l evi a t i ng the maj o r f a c t o r s inducing unsoundn e s s in wo o l by s e l e c t in g for S G . 177 . INTER-TRAIT GENET I C CORRELAT IONS The e s t ima t e s of the gene t i c c o rrelat ions ob t a in e d in t h e pooled analy s i s for the comb ined d a t a are p re s en t e d in Tab l e 1 8 . The l i t er a ture con t a in s l i t t le i n f o rmat ion on the gene t i c b a s i s o f covar i a t ion among the var ious t r a i t s inve s t i ga t ed i n t h i s s t udy . S in c e no o ther p ub l i shed e s t ima t e s are available for comp a r i s o n with the p r e s e nt value s of gene t i c c o r r e l a t ions for c lean woo l we i gh t per un i t a re a , t o t a l c r imp numb e r , t ippine s s grade , lus t r e grade , s coured colour grade , d i s co l oured area grade , c o t t ing grade , c o t t ed area grade and s o undne s s grade of wo ol , the f o l l owing d i s cu s s ion is ma inly con f ined t o t he resul t s in this s t udy . S ome o f the gene t i c corre lat ions ob t ained in t h i s s t udy exceeded the the o r e t ic a l l imi t ing value of unity ; errors n o doubt have cont ribut e d t o these result s . s ampl ing Al though t he unc e r t a in t y ab out the real value ( large s t andard errors b e cause o f small numb er of observa t i ons ) do not a l l ow d e f i n i t e conclus ions to be drawn from the p resent e s t ima tes , an o u t l ine o f the gene ral p a t t ern o f d i r e c t and c o r r e l a ted r e s p o n s e to s e l e c t i on w i th refe rence t o gene t i c imp rovemen t o f hogget l ive-we i gh t , f l e e c e we i gh t , f inene s s , wh i t ene s s , c o t t ing and soundn e s s o f woo l can b e sket ched . The her i t ab i l i t y r e s u l t s used f o r th i s purp o s e are tho s e ob t a ined f rom the p o o l e d analy s is f o r t h e c omb ined d a t a by N E I me thod p r e sented in Tab l e 1 6 . The in f orma t ion avai lab le on the gene t ic corre lat i o n s among HLW and wool t r a i t s in sheep , though o f cons iderab l e s i gn i f i cance ( e x t en t a n d d ir e c t ion o f the correlated r e s ponses e xp e c t e d with HLW s e le c t ion ) , is s can t y i n the l i t er a ture . As HLW is one o f the imp o r t an t t r a i t s in s e l e c t i o n p l ans f o r the Romney s h e e p , it i s wor thwh i l e to d i s cus s wha t wool t r a i t s may change i n the Romney f l o cks as a resul t o f s e l e c t ion f o r HLW . 178. TABLE 1 8 : Gene t i c c o r r e l a t ions 1 and s t andard errors 2 among various t r a i t s f r om t h e po o l e d analys i s o f variance and cova r i ance Tra i t s HLW HLW y SL TCN CHG TG HG LG 0 . 53 0 . 44 0 . 07 0 . 02 o . 2s 0 . 69 0 . 24 0 . 03 -0 . 02 0 . 04 0 . 43 0 . 18 -0 . 62 -0 . 4 3 - 0 . 32 - 0. 36 0 . 29 -0 . 5 3 - 0 . 44 0 . 53 -0 . 09 MFD S FD QN 0 . 50 0 . 02 0 . 55 0 . 37 0 . 14 0 . 58 0 .81 0.21 0 . 02 0 . 89 0 . 66 0 . 88 -0 . 2 3 0 . 03 0 . 33 0.41 GFW WA 0. 11 0 . 22 0 . 06 0 . 98 GCG SCG DAG CG CAG SG 0 . 29 0 . 30 0 . 26 -0 . 26 0 . 15 0 . 14 0 . 20 -0 . 84 - 0 . 20 -0. 19 -0 . 1 1 -0 . 7 9 0 . 50 0 . 53 0 . 74 0. 19 - 0 . 86 0 . 01 0. 13 -0 . 2 2 - 0 . 02 0 . 66 0 . 58 >1 0 . 15 -0 . 18 0 . 02 0 . 50 0 . 67 0 . 44 <- 1 0 . 10 0 . 22 0 . 36 0 . 07 -0 . 28 -0 . 6 1 -0 . 48 0 . 21 -0 . 06 -0 . 2 3 0 . 22 -0 . 10 0 . 02 0 . 46 0 . 40 0 . 93 0 . 54 0 . 36 <- 1 - 0 . 09 0 . 43 0 . 30 - 0 . 88 0 . 77 0 . 75 0 . 46 >1 >1 0 . 34 0 . 45 -0 . 7 3 -0 . 77 - 0 . 07 0. 13 <- 1 0 . 08 0 . 40 -0 . 4 7 >1 >1 0.61 0 . 97 -0 . 1 6 -0 . 84 0 . 02 0 . 27 0 . 50 0 . 58 0 . 57 -0 . 35 0 . 86 0 . 33 0. 88 -0 . 3 1 -0 . 87 0. 12 0 . 40 0.31 0. 71 0 . 68 0 . 14 0 . 54 0. 7 2 -0 . 6 6 <- 1 0 . 08 0 . 25 0 . 32 0 . 77 0 . 78 0 . 32 0 . 74 0. 13 0 . 25 0 . 57 0 . 20 0 . 36 0 . 63 0 . 60 0.01 <- 1 0. 21 0 . 26 0 . 89 0 . 77 0 . 78 <- 1 0 . 54 0 . 02 0 . 08 -0 . 06 -0. 50 >1 -0 . 57 -0 . 0 2 -0 . 4 3 -0 . 4 7 -0 . 44 -0 . 7 1 0 . 08 >1 0 . 37 0 . 65 -0 . 4 7 0 . 34 0 . 35 0 . 67 -0 . 44 0 . 17 0 . 44 -0. 19 0 . 99 0. 21 CPG GFW 0 . 25 WA 0 . 25 0.01 y 0 . 26 0 . 24 0 . 05 SL 0 . 23 0 . 15 0 . 13 0 . 23 MFD 0 . 48 0 . 09 0 . 12 0 . 23 0.21 S FD 0 . 36 0 . 23 0 . 44 0 . 17 0 . 23 0.21 QN 0 . 12 0 . 23 0 . 24 0 . 19 0. 15 0 . 25 CPC 0.21 0 . 22 0 . 25 0 . 22 0 . 18 0 . 22 a a TCN 0 . 18 0. 12 0.21 0 . 22 0 . 22 0. 18 a a CHG 0 . 20 0 . 16 0 . 06 0 . 24 0.21 0 . 19 0 . 24 0 . 14 0 . 22 0 . 17 TG 0 . 27 0 . 26 0 . 27 0 . 26 0 . 16 0 . 25 0 . 24 0 . 02 0 . 06 0. 13 0. 12 HG 0 . 27 0 . 07 0 . 06 0 . 26 0 . 19 0 . 13 0 . 24 0 . 23 0 . 14 0 . 26 LG 0 . 24 0 . 23 0 . 25 0. 18 0 . 22 0 . 26 0. 11 0 . 07 0 . 06 a 0 . 23 GCG 0 . 25 0 . 25 0 . 27 0. 15 0 . 25 0 . 23 0 . 29 0 . 25 0 . 26 0 . 26 0. 18 0 . 28 0 . 28 0 . 27 SCG 0.31 0.31 0 . 32 0 . 26 0 . 28 0. 11 0 . 13 0 . 28 0 . 27 0 . 30 0 . 31 0 . 33 0 . 34 0 . 26 DAG 0 . 36 0. 13 0 . 38 0 . 32 0 . 09 0 . 26 0 . 25 0. 33 0 . 32 0 . 08 0 . 39 0 . 29 CG 0. 26 0 . 19 0 . 15 0 . 26 0 . 24 0. 11 0 . 29 0 . 16 0 . 13 0 . 10 0 . 16 0. 12 0.21 0.21 0 . 24 0 . 30 0 . 38 CAG 0 . 26 0 . 18 0. 18 0 . 25 0 . 24 0. 12 0 . 24 0 . 17 0 . 14 0 . 10 0. 17 0. 12 0 . 13 0. 16 0. 19 0 . 40 0.01 SG 0 . 29 0. 13 0 . 26 0 . 22 0 . 25 0 . 25 0 . 24 0 . 29 0 . 26 0 . 29 0 . 29 0 . 25 0 . 33 0 . 43 0 . 30 1 . 2 a a a a Gene t i c corre l a t ions a bove d iagonal S t andard e r r o r s b e low d iagonal Great e r than t h eo r e t i c al l imi t ing value o f un i ty 0 . 26 0 . 24 a 0 . 06 -0 . 2 9 0 . 26 a a 0. 18 a 0.21 • 0 . 85 0 . 10 a 0.43 -0 . 99 0 . 01 179. S l i gh t pos i t ive c o r r e l a t e d r e s p.on s e s wou l d be exp e c t e d in GFH w i th HLW s e le c t ion b e caus e o f the low ( 0 . 1 1 ) gene t i c co rre l a t i o n s among t h e s e The only o ther Romney e s t ima t e is much h i gher a t 0 . 5 4 ( T r i p at hy , traits . 1966) . The r ange repo r t ed in the r evi ew for Me r inos i s - 0 . 0 3 to +0 . 2 6 which is mo r e i n agre emen t . Sma l l po s i t ive r e sponses in body-we i gh t dur ing s e l e c t io n f o r f l e e c e we i ght h ave been repor t ed b y Dun ( 1 9 58 ) and Brown and Turn e r ( 1 9 6 8 ) con f i rming a s mal l p o s i t ive gene t i c c o r r e l a t ion b e tween HLW and GFW . E l l iot t ( 1 9 7 5 ) r ep o r t e d e s t ima t e s a t 0 . 1 8 in Pe renda l e s . A med i um- s i z e d p o s i t ive gene t i c c o r relat ion (0 . 5 0 ) wa s f ound f o r HLW � i th SL and i s i n gene ral agreemen t w i th Mul l aney e t a l . Po h..:r a rth a n d Bass e t t e t a l . ( 1 9 6 7 ) in Rambo u i l l e t . ava ilable i n Romney was 0 . 2 1 ( T r i p a t hy , 1 9 6 6 ) . ( 1970) in The o n ly es t ima t e Mo s t o f the o ther e s t imat e s in the l i t e rature were e i t h e r l ow p o s i t ive or negat ive . If the cor r e l a t i o n ob t a ined i n t h i s s t udy i s re a l , then i t wou l d b e u s e fu l t o rely on HLW s e le c t ion for l o n g e r s t ap l e s . S e l e c t ion f o r HLW is a common way o f us ing s e l e c t ion p o t en t i a l and returns c an b e made in t e rms o f both HLW and SL . Conve r s e l y s e l e c t i on f o r inc reased s t ap le length wo uld imp rove HLW at about two- th irds the r a t e ach ieved b y d i r e c t s e l e c t ion . Thi s s t udy p rovi des eviden ce t ha t s e l e c t i on for inc r e a s e d hogge t l i ve-we i gh t wo uld r e s u l t in b e t t e r f l e e c e ch arac ter . Mo r l e y ( 1 9 5 5 b ) a l s o ob t a ined p o s i t ive gene t i c cor r e l a t i ons o f intermed i a t e magn i tude b e tween HLW and CHG . Other e f f e c t s o f HLW s e l e c t io n s u g ge s t ed by the e s t imat e s in this s t udy are inc r e a s e d var iat ion in f ib r e d i ame t e r , incre a s e d qua l i ty numb er and c r imp ing and mo r e lust r e . 180 . C lean woo l we i gh t is the commercial c r i t e r ion of quan t i ty o f w o o l and s e l e c t ion should h ave improvement o f c le an f le e ce we i gh t as a n ob j e c t ive . But the e s t imat ion o f c l e an woo l we ight ent a i l s e x t r a c o s t and e f f o r t s in col l e c t ing and measuring a s amp le f o r percentage c l e an yield . Greasy f l e e c e we i gh t is a mo re e as i ly me asured c r i t e r io n and i t s gen e t i c and phen o t y p i c c o r r e l a t ions with c l e an woo l we i gh t a r e b o t h p o s i t ive ( 0 . 8 t o 0 . 9 ) as reviewed b y Turn e r ( 1 9 7 7 ) . H i gh po s i t ive gen e t i c c o r r e l a t ions b e tween GFW x SL ( 0 . 5 8 ) and WA x SL ( 0 . 6 6 ) were f o und . S e l e c t ion f o r h i gher GFW wou ld resu l t i n l onge r s t aples wh i l e s e l e c t ion for s t ap l e length would improve f l e e c e weigh t at two-thirds t he r a t e ach ieved b y d i r e c t s e le c t io n . The e s t ima t e s for GFW x SL gene t i c co rrelat ions for New Zealand Romney are w i thin the range ( 0 . 2 1 - 0 . 6 0 ) of the p revious e s t ima t e s r ep o r t e d b y Rae ( 1 9 5 8 ) and Tripathy ( 1 9 6 6 ) . Es t ima t e s o f 0 . 70 and 0 . 7 6 have b e en repo r t e d re � pe c t ively by Be a t t ie ( 1 9 6 2 ) in Me r inos and E l l i o t t ( 1 9 7 5 ) in P e r endales . V e ry h i gh ne g a t i ve gene t i c correlat ions for GFW x HG ( - 0 . 8 4 ) and WA x H G ( -0 . 8 6 ) s ugge s t that s e l e c t ion for h i gher f l eece we i gh t wou l d r e s u l t i n harsh h and l e o f woo l . E s t imat e s o f s imi lar magn i tude f o r GFW x H G were a l s o reported b y Mu llaney e t a l . ( 1 9 7 0 ) i n Po lwa r t h ( - 0 . 8 7 ) , Me rinos ( -0 . 4 7 , - 0 . 7 0 ) and Corri edale ( - 0 . 5 3 ) . Other co r r e l a t e d responses to be exp e c t ed in the woo l w i t h f l e e c e we i gh t s e l e c t ion are le s s c o t t in g and l e s s e r suscep t i.b i l i t y t o b re ak . S e l e c t ion for GFW c ould r e s u l t i n h i gh e r d e gree o f y e l l ownes s i n w o o l b e c a u s e o f i t s ne gat ive gene t i c a s s o c i a t ions w i th GCG , SCG and DAG . Negat ive gene t i c c o r relat i on s o f int e rme d i a t e magn itude f o r GFW x GCG have also b een r e p o r t ed b y Mor l ey ( 1 9 5 5b ) and Mul laney et a l . ( 1970) . 181. S el e c t ion for SL may r e sul t in mo r e t ipp i ne s s in woo l . Th i s i s e v i dent f r om t h e h i gh negat ive gene t i c correlat ions ( - 0 . 6 1 ) b e tween SL x TG. Other imp o r t an t corre l a t ed r e spons e s e xp e c t e d with SL s e l e c t i on are decrease in QN and harsher hand l e of woo l . The negat ive gene t i c c o r r e l a t ions of i n t ermediate ma gn i t ude exist for SL x QN ( - 0 . 5 3 ) and SL x HG ( -0 . 4 8 ) . Rae ( 1 9 5 8 ) r e p o r t e d the e s t imat e s f o r SL x QN a t -0 . 7 3 ( DDR) and -0 . 7 6 (PHS ) i n t h e New Zealand Romney . I f s e l e c t i on f o r f ineness in woo l was to b e cons idered , the very h i gh p o s i t ive gene t i c c o r r e l a t ions for MFD x G�� ( 0 . 8 1 ) and MFD x WA ( 0 . 8 8 ) woul d h inder p r o g re s s . The s e are in cont rast t o very sma l l gene t i c c o r r e l a t ions o f QN with GFW ( 0 . 0 2 ) and WA (- 0 . 0 2 ) . Trip a thy ( 1 9 6 6 ) and E l l i o t t ( 1 9 7 5 ) rep o r t e d values of MFD x GFW a t 0 . 5 8 i n New Z e a land Romney and 0 . 4 4 in Perendales r e� � e c t ivel y . The negat ive gene t i c correlat ions b e tween QN and MFD was surpr i s ingly sma l l ( - 0 . 09 ) . A med i um- s i z ed p o s i t ive gene t i c c o r r e l a t ion ( 0 . 4 1 ) was f ound f o r HFD x SL . Gene t i c corre l at ions o f s imilar magn i tude were r epor t ed by o th e r worke rs ( S chincke l , 19 5 8 ; Tripathy , 1 9 6 6 ; Ellio t t , 1 9 7 5 ) . A n e gat ive gene t ic correlat i on o f interme d i a t e magn itude ( - 0 . 5 3 ) b e tween QN and SL suppo r t s the e s t ima t e ob t a ined for MFD x SL . The gene t ic c o r r e l a t ions reported here s how the ant agon i sm f o r a t t a inme n t o f a comb ina t ion o f heavier f l e e c e we i ght and longer s t ap l e s w i th f in e r wo o l . MFD has a very h i gh negat ive gene t i c c o r r e la t io n with HG , a f inding s imilar to that o f Mul l aney et a Z . ( 1970) . Th i s ind i c a t es the p o s s ib i l i ty o f imp roving f inene s s by sele c t in g f o r s o f t e r handle . The p ro g r e s s · would howeve r , b e 1 . 5 t imes as r a p i d i f s e l e c t i o n i s b a s ed o n me asured f ibre d i ame t e r . 182 . O t her adver s e cor r e l a t ed responses exp e c t ed with reduced MFD selec t io n includ e s higher de gree o f f ib r e entanglement and l e s s sound woo l . QN is p o s i t ively co r r e l a t ed ( 0 . 3 7 ) with HLW sugge s t ing the possib i l i t y o f p o s i t ive correlated r e s p o n s e s with HLW s e l e c t ion . Elliott ( 1 975) ob t a ined s imilar gene t i c c o r r e l a t ions in Peren d a l e s b y the PHS met ho d . B u t t h e ind i r e c t response t hr ough HLW wou ld be a lmo s t one-quart e r as e f f i c ient as d i r e c t s e l e c t ion for QN . As exp e c t e d a very h i gh pos it ive gene t i c c o r r e l a t ion was f ound b e t w e en QN and TCN . S FD is p o s i t ively c o r r e l a t ed ( 0 . 5 3 ) wi t h MFD . Gj e d r em ( 1 9 6 9 ) a l s o ob t a ined a very high ( 0 . 6 9 ) g ene t i c corre l a t ion b etween S FD and MFD thus s up p o r t ing t h e e s t imat e o b t a ined in this s tudy . S FD has b e en ob s e rved t o be very highly c o r re l a t ed w i t h TCN , indi c a t ing the p o s s ibi l i t y of imp roving SFD through ind i r e c t se l e c t io n f o r reduced TCN . SFD i s also negat ive l y corr e l a t ed with HG ( - 0 . 7 3 ) and LG ( -0 . 7 7 ) . The o t he r corre l a t e d r e s p onses expe c t ed wi t h s e l e c t ion f o r reduced v a r i a b i l i ty are h i gher y i e l d , mo re sound and l e s s d i s co loured woo l . Po s t - s couring colour ( d e gree o f whi t enes s ) i s s t a t ed by manu f a c t u r e r s t o b e imp o r t an t s ince p u r e wh i t e woo l can b e d y e d t o any o ther c o lou r . S C G i s very h i ghly p o s i t ively corre l a t ed ( 0 . 8 5 ) w i t h GCG , t hu s ind i ca t in g t h e p o s s ib i l i ty o f improving SCG by s e l e c t ing f o r GCG . I f t h e gene t i c c o r r e lat ion b e tween t h e SCG and GCG is real ( t he her i t ab i l it i e s f o r SCG and GCG being 0 . 1 0 and 0 . 2 2 respe c t ively ) , t h e ' co r r e l at e d ' r e s p o n s e wou l d be s l ight ly mo re , i . e . , 1 . 3 t imes the d ir e c t r e spons e . The c o r r e l a t ions o f S CG , excep t ing w i t h Y ( 0 . 4 4 ) , CPC ( 0 . 4 0 ) CAG ( 0 . 6 7 ) , S G ( - 0 . 4 4 ) and L G (- 0 . 4 3 ) a r e l ow w i t h o th e r t ra i t s . 183 . x Mo r l e y ( 1 9 5 5b ) r ep o r t ed e s t imat e s at 0 . 3 1 and 0 . 2 9 f o r GCG GC G x CP I resp e c t ive ly . Mu l l aney e t a l . Y and ( 1 9 7 0 ) ob served h i gh gen e t i c c o rr e l a t ions ( 0 . 5 9 - 0 . 8 2 ) f o r GCG x Y . A very h igh pos i t ive gene t i c corre lat ion was found f o r GCG x DAG . S in c e t h e h e r i t ab i l i t y f o r DAG is low ( 0 . 1 0 ) , it c an b e changed mo re read i ly through ind i r e c t s e l e c t i on for GCG . De s p i t e p o s i t ive gene t i c c o r r e l a t ion o f int erme d i a t e ma gnitudes b e tween GCG x CH G ( 0 . 5 7 ) , no wo r thwhi le gene t i c improvement would be p o s s ib l e in GCG through ind i r e c t s e l e c t i on for CHG ( t h e heri tab i l i t y o f CHG b e ing 0 . 2 9 ) . Mo rley ( 1 9 5 5b ) howeve r , ob s e rved a low gene t i c c o r r e l at ion at 0 . 1 8 between GCG x CHG . Lack o f t en s i l e s t rength i n f ib r e s a nd entanglement o f f i bres a r e f a c t o r s cont r ib u t ing to f i b r e breakage during p r o c e s s ing ; t h e reduced f ib re l en g t h c an be o f con s i d e rable proces s i ng s i gn i f i cance (Wi ckham , 1973) . CG , CAG , S G , have a h igh p o s i t ive gene t i c c o r r e l a t ion with GFW ( 0 . 5 0 - 0 . 7 4 ) and WA ( 0 . 5 8 - 1 . 0 ) . S e l e c t ion f o r GFW o r WA ,,.;o u l d r e s u l t i n l e s s cot t ing and mo re sound woo l by ind i r e c t s e l e c t ion . S in c e the h e r i t ab i l i t ie s o f C G ( 0 . 2 3 ) , CAG ( 0 . 2 3 ) an d SG ( 0 . 1 6 ) are c omp a r a t ive ly lowe r than G FW or WA , not much advan t a ge wou l d b e ob t a ined b y d i re c t s e le c t ion f o r t h e t ra i t s . S e l e c t ion for f l e e c e we i ght cou l d b e r e l i e d on t o imp rove t h e t ra i t s i nd i r e c t ly . H i gh p o s i t ive gene t i c c o r re l a t i ons exist b e twe en CG x and CAG x CHG ( 0 . 6 0 ) b u t t h e r e i s no correlat ion b e tween S G CHG ( 0 . 6 3 ) x CHG . S e l e c t ion f o r CHG wou l d no doub t r e s u l t in a sma l l p o s i t ive c o r r e l a t e d r e s p onse f o r l e s s cot t in g b u t i t would b e about th r e e- quar t e r s as e f f i c ient as d i re c t s e l e c t ion . 1 84 . CG and CAG are nega t ively c o r r e l a t e d gene t ic al ly ( - 0 . 44 and -0 . 7 1 ) with LG , and there are ind i c a t ions o f improving co t t ing ind i re c t ly by s e l e c t in g for lowe r LG . The r e are ind i c a t ions that f r eedom f rom c o t t ing can b e imp roved ind i r e c t ly by s e le c t ing for CPC or TCN a s the gene t ic c o r r e l a t ions f o r C G and CAG wi t h CPC and TCN b o t h a r e h i gh ( th e her i t ab i l i t i e s f o r CPC and TCN b e ing 0 . 64 and 0 . 7 0 r e s p e c t ively ) . I f the c o r r e l a t ions b e tween the t ra i t s are real , the r a t io of t he ' correla t ed ' response through T CN s e l e c t ion t o t h e d i r e c t r e sponse i s about 1 . 3 6 . From the gene t i c c o rr e l a t i on s i t app e a r s t h a t s e l e c t ion f o r TCN would a l s o r e s u l t in f avourable changes i n HLW , GFW , WA , TG , co lour and s oundne s s but y i e ld , l u s t re and s o f t ne s s would d e c l ine . Surp r i s ingly b o t h the me an and var i a t ion in f ib r e d i ame t e r wo uld increase wh i l e t h e qu a l i t y number , CPC and LG would sugge s t t h a t t h e woo l was g e t t ing f ine r . S i n c e CG , CAG and SG are a l l p o s i t ive l y corre l a t e d ( 0 . 4 6 - 0 . 7 7 ) w i t h MFD , s e le c t io n for f iner mean d i amet e r would adve r s e ly a f f e c t the s e t ra i t s b u t s e l e c t i on f o r reduced SFD would imp rove s oundne s s ( t he gene t i c corr e l a t ion b e in g - 0 . 4 7 b e tween SFD and SG) . CG and CAG are p o s i t ive ly correlated ( 0 . 5 8 and 0 . 5 7 ) with QN whereas a negat ive c o r r e l a t ion of med ium s i z e ( - 0 . 3 5 ) exis t s with SG . 185 . CHAPTER S IX CONCLUDING D I SCUS S ION ON PRACTI CAL IMPLICAT IONS Gene t i c gains from s e l e c t ion within a f l o ck or wi t h in a b r e ed depend mainly on the he r i t ab i l i t y o f t he char a c t e r i s t i c s unde r s el e c t ion , on t he numb er of t hem con s i d e r e d in the s e l e c t ion obj e c t ive ( the g r e a t e r t h e numb e r o f charac t e r i s t i c s cons idered , the l e s s t h e p r o g r e s s i n any one o f t hem ) and t he gene t i c co r r e lat ions b e tween t hem . E s t ima t e s o f he r i t ab i l ity o f a cha r a c t e r a r e norma l l y mad e within a s ingle macro env i ronmen t ; i t i s usually a s s umed t ha t the micro- f luc t uat ions o p e r a t e independen t ly o f t he gene t i c va r i a t ions , and t hat t he t w o comb ine t h e i r e f f e c t s add i t ively . In New Zealan d , i t is common prac t i c e t o breed and s e l e c t rams o n s tud f arms wh ich provide relat ive ly g o o d env i ronmental cond i t ions , above average husb andry and managemen t and op e r a t e at low s t o cking r a t e s to ensure adequate l ev e l s o f f ee d in g . The progeny o f t h e s e r ams a r e exp e c t e d t o produce s a t i s f a c t o r i l y over a w i d e range o f env i ro nme n t s and s t o cking r a t e s but usually at l ower leve l s of f e eding and poorer husb andry . Rams s e le c ted f o r b r eed ing are normally u s e d over several years and the ir p ro geny are expo s ed to y e ar- t o-year variat ions i n environment . The p r e s en c e o f s i re x s t o cking r a t e and s i r e x year i n t e r a c t ions thus h ave imp l i c a t i ons in comme r c ial b r e ed ing . The u sual her i t ab i l ity e s t imat e s based on t he ana ly s e s o f s i r e- e f f e c t s ne s t e d within y ears and a t one p ar t i cu l a r s t o cking l evel a r e t hu s n o t ent i r e l y approp r i a t e f o r use in t h e f o rmul at ion o f s e l e c t ion p l ans ; t he average gene t i c d i f f erenc e s c an b e ove r e s t imat ed thus reduc ing t he e f f e c t iven e s s o f s e l ec t ion . Thi s may l imit t he rat e o f gene t i c imp rovement . 186. Th e r e fore t he he r i t ab i l i t y e s t ima t e s app l i c ab l e under t he comme r c i al cond i t ions may we l l requ ire cons idera t i o n o f t h e s e random int er a c t ions to i ncreas e the e f fec t ivene s s o f s e l e c t i o n . The concep t o f p r e d i c t in g b r e e d in g values a c cura t e ly when s i r e x s t o cking rate or s i r e x year in t er a c t i on s are presen t thus needs cons iderat ion before d i s c us s ing the ap p l i c a t i on of the resu l t s in the s t udy . Supp o s e the ma t hema t ical mo de l und e r ly ing the analy s i s o f the d a t a is : y l. ]. k ]..1 + a l· + 8 J· + ( a B ) l· J· + e l· J· k wher e , as s uming f o r s imp l i c i t y equal s ub c lass numbers . . . . . a j . 1 , 2 , . . . . . b and k i 1, 2, ]..1 mean o f a l l r e c o r d s o f a charac ter 1, 2, ..... n the e f f e c t of i t h s i r e the e f f e c t o f j t h s t o ck ing r a t e o r j th year the e f f e c t s o f i n t e r a c t ion be tween s i r e and s t o cking r a t e or s i re an d y e ar y l. J. k the obs erva t ion on the kth individual maint a ined on j t h s t ocking r a t e or j th year and daugh t e r of the i t h s ir e is t h e random error p e culiar t o ij k t h ob s e r v a t ion and f o l l ows NID ( 0 ; 0 2 ) I t w i l l b e a s s umed that b j are f ixed e f f e c t s whereas a i and ( a B ) ij and r an dom e f f e c t s w i th var i ances 0 2 and 0 2 a aS The p r e d i c t i on o f breed ing val u e s b y b e s t linear unb ia s e d pred i c t ion a s s uming the var iance componen t s are known , i s worked out o n the f o l lowing bas is : 187 . 1. When o 2 = aB 0 , the regress ion coe f f ic ient in the pred i c t ion o f g iven the s amp le is as f o l lows nbo 2 o2 a et o2 e 2 o + a bn 2. When o �B o 2 + nb o 2 e a I 0 and i t is r e q u i red to r ank the sires a c c o r d ing t o I f , for knowledge o f the i r l ike ly u s e over t h e s t ocking rat e s . examp l e , t h e s i r e s a re t o b e u s e d equally over all s t ocking ra t e s , 1 one wo uld r ank on the bas is o f pred i c t ion o f a . + b l t represen t s L j ( a B ) . . , where lJ the f r a c t i o n o f the f u t ure pro geny in t h e j t h s t o cking In the case o f d a t a w i t h une qual sub c l a s s numb e r s , the rate . a. + on ranking of s ires is based l L A . (a B ) . . , whe r e lJ J j A . J r e p r e s en t s the f r a c t ion o f fut ure progeny in t h e j th env i ronment a l s i t ua t ion . The r e g r e s s ion coe f f i c ie n t in the p r e d ict ion o f a . + l 1 b - given the s amp le is as f o l l ows o2 + a a2 aB b o2 a2 2 � 0 + � + b bn et nbo 2 a + o 2 + no 2 aB e L . J (aB) . . , lJ no 2 aB + bno 2 a The u s e o f the above regre s s ion co e f f i c i ent a s s umes t h a t t h e env ironmen t a l e f f e c t s ( i . e . , s t o cking r a t e s ) wh ich o c curred in the samp l e were the same as tho s e f o r which the s i r e s are t o be s e l e c t ed . 3. When o �B I 0 and in co n t r a s t t o the 2 . above i f t h e Bj r e p r e s e n t the ' year ' e f f e c t s and the s e l e c t e d s i res are to b e u s ed i n ano t h e r set of ' ye a r s ' . As the ' ye ar s ' and s ire x y ear e f f e c t s wh i c h w i l l o c c u r in t h e f u t u r e a r e unp r e d i c t ab l e , t h e s ir e s can only b e r anked on the i r general comb ining ab i l i t y (a . ) . l In mo s t r am b reeding f locks , i t is very d i f f i c u l t t o p r e d i c t the s t o cking r a t e s at wh i ch 1 88 . t h e p ro geny o f rams s o l d from the f l ock wou l d be e xp e c t e d t o p e r f o rm , t h i s procedu re would apply t o s t o ck ing r a t e s a s we l l as years . The regre s s ion coe f f i c ient in the pred i c t ion o f a , given the i s amp le is a s fo l lows a2 a a2 nbo 2 a a2 a2 + � + � b a bn a 2 + no 2 + bno 2 e aB a Th e above regre s s ion co e f f i c i e n t s in 2 . and 3 . above may b e wr i t t en in t e rms o f h e r i t ab i l i t i e s . The he r i t ab i l i t i e s by two me thods (NEI and H l l ) given e a r l i e r in chap t e r 5 are in t h e present s i tua t ion a s f o l lows and Now the regre s s ion c o e f f i c ient for 2 . above is as f o l lows b n h 2 + n (h 22 - h 2 ) 1 1 1 + ( n - 1 ) h 22 + (b n - n ) h t The s e cond term in the nume r a t o r o f t h e regr e s s ion co e f f i c i ent g iven above e x i s t s bec ause o f the a s s ump t ion that B . s t o ck i n g r a t e J e f f e c t s are f i xe d and thes e s ame e f f e c t s are p r e s e n t f o r wh i ch the s ires are to be s e l e c ted . But whe n the B . rep r e s en t s ' year ' e f f e c t s J and s ir e s a r e t o be s e l e c t e d for u s e in another s e t o f y e a r s , the s e cond t e rm in the nume r a t o r should be d e l e ted in comp u t i n g regr e s s i o n c oe f f i c i ent s . The p r e s e n t s t udy was unde r t aken w i t h the maj o r obj e c t ives o f d e t e c t ing a n d evaluat ing the r o l e p l ayed b y s i re x s t ocking r a t e and s i re x year i n t e r a c t ions on various e s t ima t e s of her i t ab i l i t y o f c haracters o f e c onomic impo r t ance ( i . e . , HLW , wool quan t i t y and qual i t y t ra i t s ) in N ew Zealand Romney hogget s . Howeve r , i n the app l i c a t ion o f t he s e resul t s t o f i e l d cond i t ions , i t i s above all , n e c e s sary t o assume 1 89 . that gene t i c and environment a l r e l a t ionships in o t her Romney f l o cks are s imi l ar t o tho s e in t he present f l o ck . B e f o r e d i s cu s s in g the p r a c t ical app l i c a t ions o f t h e s e f indings on the s heep and woo l improvemen t in the New Zea land Romney , i t is n e c e s s a ry t o d e f ine t he pr e s en t obj e c t ives and t he r e l evan t s e l e c t ion c r i t e r i a invo l ve d . The s e l e c t ion obj e c t ive s in a p a r t icular s e l e c t ion g r o up o f sheep depend on t he end use o f t he produc t . In t he New Zealand Romney , a d u a l p urp o s e sheep , HLW and f l e ece weight are imp o r t an t s e l e c t ion obj e c t ive s . The Good c o lour i s des i red in t he general purp o s e wo o l s . o t h e r s e le c t ion c r i t e r i a cons idered impor t an t for the imp rovemen t o f wo o l q ua l i t y include s o undne ss and f r eedom f rom c o t t ing . a t t a ched t o chan g ing f ibre d i ame t e r (NZ SAP , No value i s 1974) . The evi dence pre sent ed i n t h i s s t ud y sugge s t s s t rongly t ha t s i re x s t o c king rate i n t e r a c t ions are rea l f o r HLW . Such interac t ions howev e r , are of n o import ance in t r a i t s concerned with woo l p r o duc t i on . S i g n i f i c ant s i re x s t o cking ra t e in t e r a c t ions we r e f ound b o t h f o r mean and var i a t ion in f i b re di ame t e r , TCN and GCG o f wool . S i r e x s t o c k ing rate in t e r a c t ions we re however , unimp o r t an t in o t her woo l q ua l i t y t r a i t s . S i re x year in t e ract ions we re h i ghly s i gn i f i can t b o t h f o r HLW and G� . Su ch int e r a c t ions were a l so o b s e rved s i gn i f icant in SCG . The only o ther woo l q u a l i t y t ra i t (measured or subj e c t ively a s s e s sed ) a f f e c t ed by t h i s r andom source o f var i a t ion was HG . The presen c e o f s i re x s t o cking r a t e and s i re x year in t e rac t ions in HLW has clear imp l i c a t ions in comme r c i a l b r e ed ing pra c t i c e . The r e s u l t s f r om t h e s t udy s ugge s t ed that the low ( C SR) s t o cking r a t e is mo r e f avo urab l e f o r the e xp r e s s ion of t he gene t i c d i f f e r e n c e s in HLW . 1 90 . The gene t i c var i an c e wa s re duc ed by the h i gh s t ocking r a t e thus r e s u l t ing i n the lowe r e s t ima t e s of her i t ab i l i t y . The impor t an c e o f t h i s i n t e r a c t i on w a s f u r t her demonst r a t e d b y t h e low int ra- t ra i t gene t i c correlat ion b e tween the two s t o c king rat e s . The s t udy f ur ther s ub s t an t i a t e d t h a t d irect s e l e c t ion in the ind ividual s t o ck in g r a t e wo uld yield b e t t er gene t i c gains ( 1 3 % by NEI and 2 8 % by N i l me t h o d s r e sp e c t ively i n H S R ) than ind ir e c t s e l e c t ion i n othe r s t o cking r a t e . This means that t he cur rent pol i cy o f s e le c t in g breeding r ams a t t h e s t ud breeder ' s f arm at low s t ocking r a t e a n d in above-ave rage husbandry and manageme n t f o r use over a wide r ange o f high s t ockin g r a t e s wou l d s ever l y reduce the ef f e c t iven e s s o f s e l e c t ion . No doub t , the only s a f e course i s to s e le c t the rams a t the ' c ommerc ial ' s t ocking r a t e but t h i s has prac t i c a l prob l ems and l imi t a t ions . I t is thus sugge s t ed that wh i l e e s t imat in g he r i t ab i l i ty for us e in the f ormulat ion o f s e l e c t ion p l ans , it i s e s s en t i a l to t ake into accoun t the imp a c t of the s ir e x s t o cking rat e i n t e r a c t ions in HLW . The average redu c t ion in e xp e c t e d g a ins would b e o f much consequence in s e l e c t ion because o f the d e c rease i n he r i t ab i l i t y . S ire x s to cking r a t e int e r a c t ions a r e of very sma l l magn i t ud e f o r GFW . The s e r e s ul t s are suppor t e d by the absence o f such int e r a c t ions i n characters c l o s e ly rela t ed to f l ee c e we i ght . Fur ther evidence o f t h i s observat io n was provided b y a very l arge intra- t r a i t gene t ic c o rr e la t ion b e t ween the two s t o cking r a t e s . The much sma l l e r s i r e x s t o ck in g rat e in t e r act ions in GFW ind i c a t e that s e l e c t ion o f r ams in one s t o cking r a t e f o r use in the o t he r is un l i kely to hinder gen e t i c p rogre s s a n d the decrease i n he r i t ab i l i t y as a r e s u l t o f i t w i l l b e o f n o c on s e quence . 191 . S ir e x year i n t e r a c t ions cont r o l led over 4 % o f t h e t o t a l var i a t ions in HLW and GFW . Und e r the condi t ions , as t h e s i res s e l e c t ed are u s e d ove r a number o f y e a r s , i t i s n o t f e a s i b l e t o nar row down t h e envi ronmental f l u c t u a t ions that make u p the y e arly e nvironment . The only p r a c t i cal me asure sugge s t ed by the f inding o f s ignif i c an t s ir e x year in t er a c t ions i s c ons ide r a t io n o f i t s e f f e c t on the h e r i t ab i l i t y e s t imat e s and pred i c t i o n o f b reed ing values wh i l e f o rmul a t ing s e l e c t ion p l an s for HLW and GFW . S ir e x s t o cking r a t e interac t ions o f mod e r a t e ma gn i t ud e have b e e n f ound s i gn i f i c an t f o r MFD , S F D and TCN . In t he New Zealand Romn e y a s s e l e c t ion for f ib re f i nene s s is s e ldom p r a c t i c ed (be cause o f v i r t u a l l y n o p r ic e d i f feren t i a l for f inene s s i n wo o l c o a r ser t han 3 3��) such int er a c t ions are of no economic impor t anc e . The low s t o cking r a t e ( C SR) was mo r e f avourable for the e xp re s s ion of t h e genet i c d i f f erence s . S ir e x year int e r a c t ions were r e l a t ively l e s s impo r t an t in t h e s e t r a i t s . S i re x year i n t e r a c t ions of interme d i a t e magn i t ud e in s ubj e c t ively a s s e s s e d t ra i t s of woo l in SCG , GCG and HG could result f rom t h e p r o b l ems o f s ubj e c t ive a s s e s sment . D i f f i culty in main t a ining s t andards o f v i sual grading f r om year to y ear and t e chnic i an var i a t ion are t h e l ikely c a u s e s o f such interac t io n s . Graders c hanged b e tween years and d i f f e r e n t g r ad e r s may have p u t emphas i s o n s l ightly d i f f er ent f a c e t s o f co lour and hand l e . S ire x s t o c k ing r a t e i n t e r a c t ions were r e l a t ively unimp o r t an t f o r t h e s ubj e c t ively a s s e s s e d t r a i t s ( excep t ing GCG ) i n woo l . Such int e r a c t ions in GCG , n o doub t r e a l , cont r ib u t e very l i t t le t o t h e t o t al var i a t i o n . The d e c r ease in her i t ab i l i t y w i l l be sma l l . A mor e comp l e t e a s s e s smen t o f the app l i c ab il i t y o f the r e su l t s r e q u i r e s consider a t i o n o f the he r i t ab i l i t y e s t imat e s and t h e gene t ic 1 92 . correlat ions among the t r a i t s s t ud ied . I t may b e no t ed that mo s t o f the s ubj e c t ive ly a s s e s s ed tra i t s in wool are o f l ow t o mo dera t e h e r i t ab i l i t y . Al tho ugh the he r i t ab i l i t y e s t ima t e s in t h i s s t udy f o r SCG we re o f i n t e rme d i a t e magn i tude b y N i l me thod , the pre sence o f s i gn i f i can t s i r e x y e a r int era c t ions ( over 5 % o f t h e t o t a l v a r i a t ion) reduced t h e average gene t i c d i f f e renc e s t o a great exten t . The evid ence p r e s e n t ed in the s t udy sugge s t s that there is s ome p o s s ib i l i t y of achieving mo re wh i t en e s s i n the New Zealand Romney wo ol b y s e l e c t ing f o r GCG whe reas t h e respons e · to s e l e c t ion for SCG i s r elat ively very low . As SCG i s very h i ghly correlated with GCG , the ' c orrelated ' response to s e l e c t ion for SCG would b e s l i gh t ly mo re , i . e . , 1 . 3 t ime s the d i rect response . It i s , as we l l , e a s i e r t o u s e GCG as s e l ect ion c r i t e r i a f o r wo o l colour . C G , CAG and SG do not res pond much to d i r e c t s e l e c t ion . Thus t h e maj or f a c t o r s induc in g c o t t ing and lack o f s t rength in wool canno t b e a l leviated e a s i l y by d i rect s e l e c t ion . S e l e c t ion f o r f l e e c e weight could b e rel ied on t o improve these t r ai t s ind i rect ly . The se t ra i t s a r e b e s t dealt w i t h changes i n mana gement ch i e f ly b y t ime o f shearing in New Zealand Romney . Fleece char a c t e r i s f r equen t l y cons idered in s e l e c t ion by she e p farme r s , many o f whom b e l i eve i t t o b e h i ghly h e r i t ab le . The p r e s en t e s t ima t e s r e in f o r c e s e a r l i e r ob s e rva t ions t h a t i t i s only o f l ow t o mod e r a t e h e r i t ab i l i ty . S imilarly t i ppine s s , one o f the component s o f f l e e ce charac t e r , has h e r i t ab i l i t y e s t ima t e s o f s imilar magn i t ude . The h i gh her i t ab i l i ty e s t ima t e s o b t a ined for TCN d e s e rve s men t i o n . The evidence p r e s e n t e d in t h i s s t udy has sugge s t ed that s e l e c t ion f o r 1 93 . TCN would resu l t in f avou rable changes in HLW , f l e e c e we i gh t , colour , c o t t in g and soundne ss - a d e s i rab le combinat ion in the New Zealand Romney hogge t s . 194 . 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