In our pan-cancer dataset patterns of ploidy changes in chromosome arms were strongly predictive of mutations in VHL (ROC 0.91), TP53 (ROC 0.74), and PBRM1 (ROC 0.71), with BAP1 (ROC 0.67) narrowly missing the cut-off score. Here, VHL is linked to cancer.