MA plot shows inflation of downregulated genes.
1
1
Entering edit mode
spr ▴ 10
@spr-13965
Last seen 4.1 years ago

Hello,

My MA plot shows an inflation of negatively regulated genes (https://ibb.co/vDP6BM6).

Is this an indication that the normalization has gone wrong? Any suggestions?

Thanks!

deseq2 • 570 views
ADD COMMENT
2
Entering edit mode
@mikelove
Last seen 12 hours ago
United States

It indicates that you have a number of genes with down-regulation I'd say, the size factor scaling looks fine to me. I'd recommend to look into these genes and also use plotCounts to assess the changes.

ADD COMMENT
0
Entering edit mode

Thanks! I just took a look at whether those downregulated genes are enriched for genes with many zero counts across samples in each comparison group and that appears to explain part of it. (https://ibb.co/g4yd1hD) I suppose it could be that a gene is not expressed at all in group A, but is lowly expressed in group B, however in that low expression space, not sure how confident we can be in such a result.

ADD REPLY
0
Entering edit mode

Is sequencing depth confounded with condition here?

ADD REPLY
0
Entering edit mode
ADD REPLY
0
Entering edit mode

Then my guess is that it's not artifact.

ADD REPLY
0
Entering edit mode

So, I noticed that part of the inflation could be explained by contamination by another cell type (see here: https://ibb.co/RDmbpQ6). Based on this and the previous observation that a lot of these genes had zero counts in many samples per group, I proceeded to filter out genes related to contamination, and kept genes that had more than 5 counts in at least 3 samples per group. The MA plot looks much better now: https://ibb.co/YQTpSFS.

ADD REPLY

Login before adding your answer.

Traffic: 506 users visited in the last hour
Help About
FAQ
Access RSS
API
Stats

Use of this site constitutes acceptance of our User Agreement and Privacy Policy.

Powered by the version 2.3.6