This integrative genomics approach identifies four cis-eQTL-eGene relationships associated with BMI or obesity-related traits, including rs4776984 and MAP2K5, which we further confirm by EMSA, and highlights 38 additional candidate genes. The gene discussed is MAP2K5; the disease is obesity due to melanocortin 4 receptor deficiency.