In particular, Hypo-MS4 activity was positively associated with the expression levels of immune checkpoint genes, namely, CD274, PDCD1LG2, and IDO1, in multiple cancer types (P ≤ 0.01; Fig. 4B-D; Additional file 1: Fig. S10E-G). The gene discussed is IDO1; the disease is cancer.