The 2-sample MR indicated a potential causal association between OSA and renal impairment, and the MVMR results demonstrated that obesity mediates the causal relationship between OSA and several measures of renal impairment, such as eGFRcystatin c, BUN, and serum cystatin C. This evidence concerns the gene CST3 and obesity due to melanocortin 4 receptor deficiency.