Hi Pankaj,
EBSeq fits a negative binomial distribution on the raw counts. After normalization, your data will not be NB distributed anymore, so the models won't fit as they should. Do you have info about the total library sizes? In that case you can back-calculate the counts, and use EBSeq procedures as outlined in the vignette.
I have not found PCA functions in EBSeq, but I don't see why the standard prcomp function in R would not do...
Best,
Rik