Notably, the ratio of apolipoprotein B to apolipoprotein A1, an important marker of cardiovascular risk26, was also affected by BMI and mediated the relationship between BMI and cholelithiasis, although the mediated effect was negative (-2.38%). Here, APOB is linked to cholelithiasis.