Topic
Batch effects
Is a batch effect confounding my comparison, and should I correct it?
Batch effects are technical variation from processing date, library prep, sequencing lane or operator that shows up as a dominant axis in PCA. Whether to correct depends entirely on whether batch is confounded with the biological condition; if it is, no method can separate them and the honest answer is a redesign.
- How to Detect Batch Effects in Bulk RNA-seq
A PCA plot that separates by prep date instead of treatment is telling you the truth about your experiment, not a bug to plot around.