INS and hyperuricemia: Furthermore, stratified analyses indicated that maintaining high levels of four insulin surrogates significantly increased the risk of hyperuricemia in both genders compared to maintaining low pattern (all p < 0.05), with higher adjusted ORs for females than males (Figure S3).