Mutation co-occurrence analysis showed that no somatic mutations in other melanoma-associated genes were significantly correlated with APC/CTNNB1 somatic mutations after controlling for tumor mutation burden and multiple testing comparisons (data not shown). The gene discussed is APC; the disease is melanoma.