APOE and obesity due to melanocortin 4 receptor deficiency: Desulfovibrio, Ruminococcaceae, Tyzzerella, and Lachnospiraceae, associated with obesity-induced inflammation, dyslipidemia, and atherosclerosis, were significantly elevated in the ApoE WD group.