One group of genes (SERPINA12, CPE, SERPINA11, MTCH2, PNPLA5, INTS1, APOM) was associated (cosine value >0.1) with obesity and diabetes. The gene discussed is PNPLA5; the disease is obesity due to melanocortin 4 receptor deficiency.