Mutations of MAP3K1, which were previously associated with low ICR in breast and pan-cancer TCGA analysis10,21, were the only ones with a negative correlation with ICR score in both hypermutated and non-hypermutated cancers in AC-ICAM. Here, MAP3K1 is linked to cancer.