MA plot shows inflation of downregulated genes.
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spr ▴ 10
@spr-13965
Last seen 4.7 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 • 689 views
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@mikelove
Last seen 3 days 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.

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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.

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Is sequencing depth confounded with condition here?

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Then my guess is that it's not artifact.

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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.

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