In the task of identifying TNBC, HR+/HER2−, and HER2+ breast cancer, the top-ranked features in the radiomics feature coefficients were log-sigma-4-0-mm-3D_ngtdm_Contrast, log-sigma-6-0-mm-3D_glcm_ldn, and wavelet-LHL_glcm_Correlation. The gene discussed is ERBB2; the disease is breast carcinoma.