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Just found out that it takes forever to analyze the expression of 25000 genes across 259 samples. I did some investigation on how DESeq2 scales with the number of samples, N. It shows that computing time scales perfectly with O(N^2).
Demos of extracting and interpreting DESeq2 results. Importance of properly setting reference levels for factors.