Question: Unequal sample sizes Deseq2
0
gravatar for Payal
8 weeks ago by
Payal70
Payal70 wrote:

Hi,

I have two groups with 3 replicates each for differential gene expression analysis.

Control - Sample1 - Sample2 -Sample3

Experiment -Sample1 -Sample2 -Sample3

However, Sample3 in Control has high duplication rate almost double reads than other samples. For differential gene expression in Deseq2, can I exclude the Sample3 in control and compare Controls (Sample1, Sample2) vs Experiment (Sample1, Sample2, Sample3). Will Deseq2 library size normalization take care of unequal sample sizes?

When I am doing DGE with n of 3 I get really low number of significant DGEs (Differentially expressed genes). But when I do n of 2 I get much higher DEGs. Or should I report differential expression results for n of 2 only. Is n of 2 statistically significant?

Thanks, Payal

sequencing rna-seq • 151 views
ADD COMMENTlink modified 8 weeks ago by ATpoint35k • written 8 weeks ago by Payal70
1
gravatar for ATpoint
8 weeks ago by
ATpoint35k
Germany
ATpoint35k wrote:

Yes, that is fine. Unequal sample sizes are not unusual. You can check by PCA (plotPCA after transforming data with vst) if the suspicious sample indeed shows evidence for being an outlier. n=2 is of course far from perfect but if the 3rd samples does more harm than good due to being of low quality then yes, exclude it.

ADD COMMENTlink written 8 weeks ago by ATpoint35k
1

Thanks a lot. I did plotPCA with vst and there were clear batch effects for n of 3. After removing the bad sample and performing DEG with n of 2, I again did plotPCA and then I saw clear PCA plots.

ADD REPLYlink written 8 weeks ago by Payal70
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