Therefore, we investigated the effect of within-subject and between-subjects normalization methods on the most common feature reduction method, PCA, and evaluated this integrated approach to investigate the molecular cancer subtypes, tumor grade, and Ki-67 proliferation index in breast cancer. This evidence concerns the gene MKI67 and breast carcinoma.