In summary, ALI, through the combined influence of BMI, albumin, and NLR, reflects malnutrition, chronic inflammation, and immune dysregulation in asthma patients, which in turn impacts both all-cause and CVD mortality. The gene discussed is ALB; the disease is malnutrition.