Conclusions: Obesity (BMI) and T2DM exert causal effects on asthma risk via shared genetic loci and inflammatory pathways, particularly involving IL6R, MAPK3, CSF2, and JAK-STAT signaling. The gene discussed is MAPK3; the disease is obesity due to melanocortin 4 receptor deficiency.