The findings showed that GNAI genes, particularly GNAI2, was positively correlated with immune stimulators (TNFSF14, TNFSF9, and TNFSF9, etc.), implying a role in promoting immune activation in COAD (Fig. 7C). Here, TNFSF9 is linked to colon adenocarcinoma.