Patient-specific ctDNA variants were also identified within alternative cancer drivers, including NRAS, HRAS, TP63, MTOR, ERBB2, EGFR, PBRM1, KMT2D and RNF43 (Fig. 4b-f). Here, PBRM1 is linked to cancer.