Given that the three recurrent somatic mutations on KRAS, TP53 and APC do not appear to be specifically enriched in M class, it can be assumed that these recurrent, potentially oncogenic drivers constitute early signatures of ICC genomes while ICC genomes will continue to develop with the preferential acquisition of either somatic mutations or CNAs, respectively. The gene discussed is APC; the disease is intrahepatic cholangiocarcinoma.