Proteins (IGBFP1, BPIFB1 and COL4A1) with negative association with obesity and cardiometabolic traits (turquoise cluster in Fig. 3) all overlapped in ER lumen GO term. The gene discussed is BPIFB1; the disease is obesity due to melanocortin 4 receptor deficiency.