Zone entropy (ZE) emerged as the key marker, reflecting greater heterogeneity, while the others indicated lower gray-level uniformity, collectively correlating with hypoechoic regions and calcifications seen in HER2-positive tumours. The gene discussed is ERBB2; the disease is neoplasm.