In the overall breast cancer group, variables such as occurrence in other organs, age at diagnosis, N stage, radiation treatment for curative purposes, height, Ki-67(%), and T stage had a significant impact on the XGB model, which exhibited the highest performance among all variables. This evidence concerns the gene MKI67 and breast cancer.