The negative mediation effects observed for the ratio of apolipoprotein B to apolipoprotein A1, phospholipid levels in VLDL, and triglyceride levels in large LDL and IDL suggest a complex interplay between lipid metabolism, BMI, and cholelithiasis risk. This evidence concerns the gene APOB and cholelithiasis.