In conclusion, our research found that CD40LG and GZMB played important roles in immunity and inflammation modules in the VAT of OSA patients, and pro-inflammatory M1 macrophage in VAT was a hallmark feature in OSA patients independently of obesity. Here, GZMB is linked to obesity due to melanocortin 4 receptor deficiency.