While the effect size of IR may vary across cancer types, a pan-cancer analysis is biologically justified given the pleiotropic nature of its underlying mechanisms, including hyperactivation of the insulin/IGF-1(Insulin-like Growth Factor 1) axis, inflammation, oxidative stress, and adipokine dysregulation [28–32]. Here, INS is linked to cancer.