In this study, ApoE−/− mice exposed to cigarette smoke combined with a high‐fat diet for 20 weeks were used to establish a model of COPD combined with AS to explore the role of pulmonary microvascular barrier dysfunction in pulmonary inflammation leading to systemic inflammation, which results in COPD aggravation of AS. This evidence concerns the gene APOE and chronic obstructive pulmonary disease.