I have one gene that have very high in log2foldchange.
gene |
baseMean |
log2FoldChange |
lfcSE |
stat |
pvalue |
padj |
geneA |
50.46458 |
41.13637 |
3.733037 |
11.01955 |
3.08E-28 |
1.19E-23 |
so the foldchange is 41 while the basemean is 50.46
However, when i check the normalized count and sizefactor
counts(dds["gene.118755",],normalized=T) D13_ABC_C1_count D13_ABC_C2_count D13_ABC_H1_count D13_ABC_H2_count gene.118755 0 0 0 1.129077
D13_ABC_C1_count D13_ABC_C2_count D13_ABC_H1_count D13_ABC_H2_count
sizeFactors(dds) 0.7990090 0.8081792 0.5362605 2.6570366
My question is why this gene has a very small in normalized count but still give a very high number in folchange of this gene
I compare between D13_ABC_H vs D13_ABC_C condition.
thank you for you reply, However what threshold level for LFC that you will recommend to use lfcshrink function
We can't provide that because it is specific to your experiment. I don't know what is a biologically meaningful fold change for you samples. I'd recommend coming up with this through discussion with other biologists and investigators (if you are collaborating).