MMP9 and obstructive sleep apnea syndrome: To control for several factors that could affect MMP-9 levels during multiple linear regression, we adjusted for potential confounders, including known confounders such as BMI and smoking status [18, 19], identified in previous research, as well as those selected using the Lasso method in patients with OSA.