Additionally, GJC1 was negatively correlated with hallmark_kras_signaling_dn, which indicated a potential mechanism for suppressing KRAS signaling in glioma, possibly contributing to tumor suppression or influencing therapeutic response. This evidence concerns the gene KRAS and glioma.