We conducted multi-cohort spatial-omics and clinical validation integrating 345 early-stage triple-negative breast cancer (eTNBC) and 167 HER2 + breast cancer patients from Fudan University Shanghai Cancer Center (FUSCC) cohorts, alongside 150 eTNBC patients from a validation cohort. The gene discussed is ERBB2; the disease is breast cancer.