ERBB2 and cancer: In the heatmaps misdiagnosed as HER2 positive by HER2Net, the primary morphological characteristics of the erroneously identified brown regions are that the cancer cells are arranged in a linear pattern or focally clustered, with a significant increase in the nucleocytoplasmic ratio, scant cytoplasm, and deeply stained nuclei.