Overall, while we observed weak-to-strong genetic correlations between 17 risk factors and multimorbidity, only eight of these associations (BMI, body fat percentage, LDL cholesterol, total cholesterol, fasting insulin, income, insomnia, and childhood maltreatment) demonstrated consistent estimates across most MR analyses, suggesting potentially causal effects. This evidence concerns the gene INS and insomnia.