The interaction between CD40LG, GZMB and adipose tissue macrophages not only provides new insights for understanding molecular mechanisms but also be of great significance in discovering novel small molecules or other promising candidates as immunotherapies of OSA-associated metabolic complications. The gene discussed is CD40LG; the disease is obstructive sleep apnea syndrome.