DESeq2 Volcano - Quick Question
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axe880 • 0
@172ed42b
Last seen 2.1 years ago
United Kingdom

Hi everyone, just a quick question

I am about to generate my volcano plots for DEG analysis after DESeq2.

I am wondering if I should use my normal DESeq2 results, or the results I have applied LFC Shrinkage too?

What is the reasoning behind this choice?

And finally, should I do the same thing when counting the number of DEGs between conditions in a Venn diagram?

Thank you in advance!

DESeq2 • 765 views
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@mikelove
Last seen 53 minutes ago
United States

This is really up to you. See the apeglm paper for discussion of the MLE (what comes out of results) vs posterior effect sizes (from lfcShrink).

For counting DEG, most users consider the padj from either a point null or a banded null hypothesis.

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Okay, I see. From running both results and lfcShrink it seems using the second option is simply more stringent, with less genes being significant. So, I suppose my choice simply reflects how stringent I want to be?

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The adj p-values and s-values have different interpretation, but yes, lfcShrink tends to be more stringent.

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Great - thank you. I will use LFC values for both analyses as I am dealing with a heavy amount of genes. Thanks again.

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