Furthermore, after adjustment for frequency of alcohol consumption, body mass index (BMI), cholelithiasis (gallstones) and C-reactive protein levels, multivariable MR analysis showed no direct effect of glucocorticoid use on the risk of either AP (OR = 1. This evidence concerns the gene CRP and gallstones.