Key predictive proteins such as C9, TTR, CRP, and S100A9 are not only differentially abundant in obesity but also implicated in the pathogenesis of endothelial dysfunction, systemic inflammation, and insulin resistance [61,68,69,70], further validating their mechanistic relevance. Here, S100A9 is linked to obesity due to melanocortin 4 receptor deficiency.