The maximised cross-validated accuracy, which indicates the optimal Surr-INVIGOR model, was obtained when three features (Ki67, MI and histological tumour size) were used in a K-nearest neighbour algorithm or KNN (accuracy or concordance with the classification yielded by SM-INVIGOR = 0.706). Here, MKI67 is linked to neoplasm.