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. The gene discussed is S100A9; the disease is endothelial dysfunction.