Our study strengthens the established relationship between nutritional status, inflammation, and OSA severity by demonstrating that ALI—which integrates NLR, ALB, and BMI—serves as a comprehensive predictor of OSA risk. The gene discussed is ALB; the disease is acute respiratory distress syndrome.