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DESeq2 for SLAM-seq

Open gdolsten opened this issue 1 year ago • 7 comments

Hi, I am trying to use DESeq2 to analyze differential read counts in a slam-seq experiment. I have two identical cells, one of which was pulsed/chased with a drug, so the non-transformed read counts should be identical between the two, whereas the transformed read counts should indicate the degree of nascent transcription.

I am passing in values from the ReadCount column to DESeq2, however, I find that DESeq2 is highly conservative, as my non-adjusted pvalue histogram is not uniform. This makes me worried that for some reason DESeq2 is not appropriate for these data. Do you have any advice or thoughts on this matter?

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gdolsten avatar Mar 17 '23 18:03 gdolsten

So you have two cells side by side where you perform SLAM-seq and one of them on top had a drug treatment correct? Do you know also the drug effect, is it something like global transcriptional inhibition? Or why would you assume that the tc-readcounts should differ between the two conditions?

t-neumann avatar Mar 20 '23 10:03 t-neumann

Hi Tobias,

I was wondering if the results from DESeq2 would differ if I would start with the Filtered TC BAM file instead of the TCReadCounts?

Best wishes, Aishwarya

aishwarya-gondane avatar May 08 '23 06:05 aishwarya-gondane

In theory they should not, because the filtered TC read bam file contains exactly those reads upon we base our TCReadCounts quantification.

t-neumann avatar May 08 '23 08:05 t-neumann

Hi Tobias,

Thank you for such a quick response. I do get a different number of DEGs from my analysis, however, the gene set enrichment looks quite similar to the analysis from TCReadCount.

Best wishes, Aish.

aishwarya-gondane avatar May 08 '23 12:05 aishwarya-gondane

How do you quantify the reads from the TC read bam file?

t-neumann avatar May 09 '23 07:05 t-neumann

I am using summarizeoverlaps in R to quantify the reads.

aishwarya-gondane avatar May 09 '23 10:05 aishwarya-gondane

Does that somehow filter flagged multimappers?

t-neumann avatar May 09 '23 10:05 t-neumann