KRAS and cancer: Within the 50 cancer hallmarks, the PyroScore showed the strongest positive correlation with DNA repair, reactive oxygen species and the G2M checkpoint, while it was negatively associated with Hedgehog signaling, UV_Response_DN and KRAS signaling (all P < 0.001, Fig. 4C).