Compared to those without gallstones, individuals with gallstones had higher BMI, HOMA-IR, HOMA-β, fasting insulin, MECPP, MEOHP, MCOP, and ΣDEHP levels, alongside lower HOMA-IS and MCPP concentrations. This evidence concerns the gene INS and gallstones.