I have the following PCA plot from microarray data:
It looks quite good because the green samples and red samples, which i am interested in, are well separated along PC1. However, when i ran differential expression analysis, there are no significant differentially expressed genes and the histogram looks like this:
Is this result normal, or to be expected?
You should use the raw p-values, not the adjusted p-values, to inspect the histogram