BRAF and melanoma: applied a machine-learning method to predict BRAF mutation in brain metastases using brain MRI in 53 patients with surgical resection from melanoma, achieving a mean accuracy of 79%, mean sensitivity of 72%, and AUC of 0.78 (20).