Next, to test whether CHORD is generalizable to all tissue types, we held out samples belonging to each cancer type from the training set (but grouped cancer types with few BRCA1/2 deficient samples), and trained random forests in the same manner as was done for CHORD. The gene discussed is BRCA1; the disease is cancer.