According to the Grad-CAM activation maps, the tissue morphological features that were most predictive of ERBB2 gene amplification based on the CNN analysis were regions of tumor epithelium and in situ carcinoma components, as well as individual epithelial cells and fibroblasts in the stromal regions (Fig. 4C,D). This evidence concerns the gene ERBB2 and in situ carcinoma.