MVMR further revealed that CXCL9, TNFSF12 (all-grade), and CCL25 (high-grade) exert BMI-independent effects, implicating direct immunomodulatory pathways rather than obesity-related inflammation. Here, CXCL9 is linked to obesity disorder.