DESeq pvalue & padj
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@manoharankumar01-9971
Last seen 7.2 years ago

Hi,

How does pvalue and padj value in DESeq is calculated for samples With no replicates?

gene baseMeanA baseMeanB foldChange log2FoldChange pval padj
Adora2b 151.4009921842 1304.7338537888 8.6177364822 3.1073089836 0.0002 0.0602
Gstt1 32.0034617625 277.8449427122 8.6817152711 3.1179801082 0.0139 0.8028
Fcrl1 12.3090237548 107.2383989415 8.71217743 3.1230333359 0.1017     1

For the genes with same similar fold change pvalue and padj value are high why is that?

Thanks,

 

DESeq • 1.9k views
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Gavin Kelly ▴ 680
@gavin-kelly-6944
Last seen 4.0 years ago
United Kingdom / London / Francis Crick…

It's in the vignette, and in the help page for DESeq - all samples are treated as replicates (i.e. pooling conditions A and B, and any other conditions you have) for the purposes of estimating the dispersions.  This is still done on a gene-by-gene basis, and as dispersion can vary per gene, so can the p-values. The fold-changes are obviously estimated using the original design, it's just the dispersions calculated thus.

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