EGFR and Abnormal emotional state: These 15 features were selected by the CWGB algorithm, with the number of episodes of mood disturbances, microbleeds and lacunes having the larger positive effects on the risk prediction and an EGFr mutation location in domains 7 to 34 being the only feature with a negative effect on the risk.