In contrast, IL-1β and CCL2 reflect obesity-related inflammatory burden rather than early metabolic changes, while IL-6 and IL-15 did not reflect early metabolic alterations in this study. Here, IL15 is linked to obesity due to melanocortin 4 receptor deficiency.