Additionally, a study by Tsai et al. identifies high-calorie intake as a significant risk factor for gallstone formation, with an observed association of gallstones with insulin sensitivity and hyperinsulinemia in their macronutrient intake investigation (49), aligning with our findings. The gene discussed is INS; the disease is Hyperinsulinemia.