Additionally, in the two test datasets, we also compared our signature with the other 49 optimal sets of gene pairs obtained from the training data, and found our signature (KRT5 and AGR2) had the optimal performance (Additional file 1: Table S2), suggesting the robustness of our signature in distinguishing ADC from SCC. The gene discussed is KRT5; the disease is AIDS dementia complex.