This biological validation demonstrated a high correlation between IM-Net and MicroNet segmentation of DCIS with hand annotation based on cells positive for CK5 expression lining the basal membrane (cor=0.99 vs cor=0.98–0.94 for other networks, Supplementary Table 6). The gene discussed is KRT5; the disease is ductal breast carcinoma in situ.