Based on prior research and our study findings, we suggest that insulin and its metabolism serve as a significant mediator in the relationship between phthalate metabolites and the occurrence of gallstones, as opposed to oxidative stress, inflammation, body composition, and metabolic syndrome. The gene discussed is INS; the disease is gallstones.