INS and cancer: Interaction analyses from the Swedish cohort demonstrated that women in the medium and high baseline insulin tertiles experienced greater relative risk reduction (HRs 0.62 and 0.57, respectively) compared with those in the low insulin tertile (p for interaction = 0.022), indicating that metabolic dysregulation amplifies the protective effect of surgical weight loss against female-specific cancers.