Here we present a modified Bayesian NMF algorithm that we have developed to analyse the mutation spectrum of CLL and show that it can successfully delineate both canonical and nc-AID signatures in an unsupervised genome-wide manner. The gene discussed is AICDA; the disease is B-cell chronic lymphocytic leukemia.