For receptors, TIGIT, PDCD1 (PD-1), CTLA4, IL2RA, TNFRSF4, CD27, LAG3, ICOS, BTLA, ADORA2A and HAVCR2 were highly associated with GMFG in most cancers. This evidence concerns the gene ICOS and cancer.