EGFR and breast carcinoma: Additionally, the Shapley additive explanation (SHAP) method was employed to quantify the contribution of each feature variable using both global and local interpretability approaches, thereby elucidating the key factors associated with predicting EGFR expression status in patients with breast cancer.