In addition to atherosclerosis, we examined a variety of metabolic traits that have been associated with atherosclerosis in human populations, including plasma lipid levels, insulin/glucose levels, blood cell levels, obesity and TMAO levels [23]. The gene discussed is INS; the disease is obesity due to melanocortin 4 receptor deficiency.