I would like you to tell me why the filtered expression matrix M should log-transformed after adding a pseudo-count of 1: M’ = log2(M + 1).

Thank you!!

Adding a pseudo-count prior to taking logs protects against taking logs of zero. In addition, if you have lots of really small counts it can also help reduce the variability inherent in having small counts, particularly if you use a larger prior count.