Notably, ERBB4, with significant MR estimates and cis colocalization for BMI (IVW: − 0.26, 95% CI: − 0.378 to − 0.138), has previously been linked to metabolic disorders and obesity42–44. The gene discussed is ERBB4; the disease is metabolic disease.