Importantly, subgroup analyses showed that the associations between surgery and female-specific cancer incidence, as well as female-specific cancer-related mortality, were stronger in women with high baseline insulin levels (insulin-treatment interaction p = 0.021 and 0.039, respectively). This evidence concerns the gene INS and cancer.