Several predictions involved mutations in genes functionally associated with PIK3CA-AKT1 signalling (including PTENmut in kidney cancer, LATS2mut in lung adenocarcinoma and PIK3CGmut in uterine cancer), suggesting that the method identifies biologically meaningful biomarkers (Fig. 4e). Here, PIK3CA is linked to kidney cancer.