Importance score as calculated by XGBoost shows that Bax, GSK3. alpha. beta, E-cadherin, Rab11, Caveolin. 1 and Collagen_VI contribute to the high classification accuracy of tumor and normal tissue in breast cancer (Fig 3b). This evidence concerns the gene CDH1 and breast carcinoma.