In this study, therefore, we aimed to utilize univariable, multivariable and bidirectional MR to examine the causal relationship between obesity (BMI, BFP, WHR), lipids (HDL, LDL, TG) and adipokines (LEP, ADPN, AgRP) with cognitive ability. Here, LEP is linked to obesity due to melanocortin 4 receptor deficiency.