In the reverse MR analysis, we also observed effects of BMI (both childhood and adult) on obesity-related biomarkers, such as CRP, IGF1, insulin, leptin, and TNFR2 (Fig. 6). This evidence concerns the gene IGF1 and obesity due to melanocortin 4 receptor deficiency.