Principal component analysis (PCA) revealed two dominant components separating metabolic (irisin, HOMA-IR, insulin, BMI) and inflammatory (IL-1β, CCL2) profiles, supporting the distinction between metabolic and inflammatory pathways in obesity. Here, CCL2 is linked to Obesity.