Basic Guide to viSNE Analysis
Transcription
Basic Guide to viSNE Analysis
Cytobank Guide to viSNE Analysis The Premier Platform for Single Cell Analysis Basic Guide to viSNE Analysis This tutorial walks you through analysis of a 26 parameter cytometry dataset. First Steps Log into fluidigm.cytobank.org or any enterprise Cytobank. Note: You can sign up for a 30 day free trial at fluidigm.cytobank.org to gain access to our premium features such as viSNE. Contact sales@cytobank.org for more information about setting up an Enterprise Cytobank. (1) Click to open the Healthy Human PBMC 26 Surface Markers experiment, located in your inbox as a public experiment. (a) click on the “Clone FCS Files” and then (b) click “OK” when asked if desired to make your own copy of the example data set. The resulting page will verify that you successfully cloned the experiment and the new experiment has (2) Click on “View Experiment Summary” to begin analyzing your copy of this experiment. (3) Click on “Edit Experiment Details” under the Actions panel and change the experiment name to include your name and ‘viSNE tutorial.’ (4) Click the “Update Experiment” button to save these changes. (2) (1) (3) (4) cytobank.org © Copyright 2014 by Cytobank Inc, All Rights Reserved 1 Cytobank Guide to viSNE Analysis Gating Preparation (5) Click on “My Working Illustration” in the upper left corner and then click on “Gate”under the Populations panel. Here is the gating page. This is the location where we’ll draw a few gates to clean up the data and remove debris. (6) Change the x axis to NA-191 and draw a polygon gate around the singlet population – name the gate ‘Intact cells’ and click “OK.” (5) (7) (7) Double click in- side the gate to make Intact cells your active population, change the x axis to CD45, and draw a new gate to include only the CD45 positive cells and label it CD45+. (6) (8) Once you are sat(8) isfied with your gates, click “Apply and Return” in the upper left corner, and then click “Back to Experiment.” Running viSNE (9) At the bottom of the Actions panel, click the (9) “Create viSNE Analysis” link and give your new analysis a name. cytobank.org © Copyright 2014 by Cytobank Inc, All Rights Reserved 2 Cytobank Guide to viSNE Analysis Setting up the viSNE run On the viSNE setup page, you’ll find three fields: Populations, Channels, and a down-sampling field. (10) In this instance, click on (10) the “CD45+ population” under Populations, click the selection box next to the file and then click “Done.” Note: For this experiment, only one file is present to be selected. In future experiments, you can choose to run viSNE on only a subset of available files. (11) The down-sampling step will result in a cleaner viSNE plot and a faster run-time, but may not be necessary if the files are small. For this tutorial, down-sample to 20,000 events by entering the number in the “Desired Total Events” text box. Note: If you’ve selected more than one population to run viSNE on, using the proportional downsampling technique will keep the relative levels of the populations the same so as not to alter their representation. Equal downsampling uses the same number of events from each population selected to build the viSNE plot. (11) cytobank.org © Copyright 2014 by Cytobank Inc, All Rights Reserved 3 Cytobank Guide to viSNE Analysis (12) Click on “Choose” under the Channels field, select all (12) the CD markers, as well as HLA-DR and IgM and then click “Done.” (13) Click the “Run viSNE Analysis”v button. Once the analysis is complete, the page will refresh to the gating interface and you’ll receive an email with the link to your viSNE run. Analyzing the results: gating on the viSNE plot (14) Once the analysis is finished, a second experiment is created and linked to your original. This new experiment has the two new viSNE channels that you can now use in gating and figures. To see these channels, go back to the gating interface and change the axes to tSNE 1 and tSNE 2. These channels work just like any other channel in Cytobank, however now a z axis is available which you can use to color the events based on expression of any third marker, not just density. (15) (16) (17) (15) Each dot on the viSNE plot represents a single event from the original file. (16) Each of the continents or populations present in a viSNE plot represent a common group of cells, however there may be some markers that vary inside each population so feel free to split a population with a gate, just like you would with traditional gating. (17) Ensure that the x and y axes are set to tSNE1 and tSNE2, the plot type is Dot Plot (Stacked), and then change the z axis to CD4. cytobank.org © Copyright 2014 by Cytobank Inc, All Rights Reserved 4 Cytobank Guide to viSNE Analysis (18) Draw a polygon gate around the CD4 positive population and name it ‘CD4+’, and then continue with the remaining populations (CD8 T cells, B cells, Monocytes, NK cells, etc). (19) Click “Apply and Return” to return to the Work- ing Illustration, and set the x and y axes to tSNE1 and tSNE2 respectively, and the z axis to Use Panel/ Channel values. (20) Under the Populations figure dimension, click “Choose” and select CD45+, then click “Done.” (19) (18) (20) (21) Under the Channels figure dimension, click “Choose” and select CD3, CD4, CD8, CD16, CD19, CD33, CD45RA, and CD123. (22) Ensure the selected plot type is Dot Plot (Binned) and then click the green link to update the figure after clicking on the Illustration tab. (21) (22) cytobank.org © Copyright 2014 by Cytobank Inc, All Rights Reserved 5 Cytobank Guide to viSNE Analysis (23) The resulting figure will show each continent of the viSNE plot with a defining channel highlighted. (24) Save the figure by clicking in the Save Illustration As text box in the upper left corner and naming it “viSNE phenotyping – tutorial”. (23) cytobank.org © Copyright 2014 by Cytobank Inc, All Rights Reserved 6