The colocalization analysis implicates genes involved in body mass index (BMI)/obesity and neuroticism (ARPP21, RP11-62H7.2, MFHAS1, RHEBL1). The gene discussed is MFHAS1; the disease is obesity due to melanocortin 4 receptor deficiency.