ERBB2 and breast cancer: In summary, this study analyzed Luminal A, Luminal B, HER-2 positive and TN types of BC patients by means of imaging omics analysis and a variety of machine learning methods, Based on our validation results, these models demonstrate high reproducibility in BC patients.