In the test cohort, DL-US differentiated the HER2 status of breast cancer with an AUC of 0.842 (95% CI: 0.708–0.931), and sensitivity and specificity of 89.5% and 79.3%, respectively. Here, ERBB2 is linked to breast cancer.