COL4A1 and obesity due to melanocortin 4 receptor deficiency: We found that three protein markers that were decreased with obesity group (IGGBP1, COL4A1 and BPFB1) also had consistent associations with cardiometabolic traits, which were in inverse direction compared to other protein markers and clustered in one cluster (turquoise) in hierarchical clustering.