IL6 and obesity due to melanocortin 4 receptor deficiency: Individuals with PCOS also have elevated IL-6 (58, 59); however, it is unclear if it is explained solely by obesity or if PCOS itself plays a role, because backward regression analysis demonstrated a stronger association of IL-6 elevation with PCOS independent of obesity and sleep apnea (59).