MC4R and cardiovascular disorder: Previous Mendelian randomization studies, which use single nucleotide polymorphisms (SNPs) associated with BMI as genetic instruments for the exposure [10,11,12], suggested the association between common genetic variation in MC4R and cardiovascular disease is through higher BMI [13,14,15].