Similarly, in the breast-cancer-only group, variables such as N stage, age at diagnosis, T stage, p53(%), and Ki-67(%) had a significant impact on the XGB model, which exhibited the highest accuracy among all variables. This evidence concerns the gene MKI67 and breast carcinoma.