{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,21]],"date-time":"2026-05-21T12:10:16Z","timestamp":1779365416064,"version":"3.53.0"},"reference-count":25,"publisher":"SAGE Publications","license":[{"start":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T00:00:00Z","timestamp":1777593600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"},{"start":{"date-parts":[[2026,5,1]],"date-time":"2026-05-01T00:00:00Z","timestamp":1777593600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/journals.sagepub.com\/page\/policies\/text-and-data-mining-license"}],"content-domain":{"domain":["journals.sagepub.com"],"crossmark-restriction":true},"short-container-title":["Ther Adv Respir Dis"],"published-print":{"date-parts":[[2026,5]]},"abstract":"<jats:sec>\n                    <jats:title>Background:<\/jats:title>\n                    <jats:p>Chronic obstructive pulmonary disease (COPD) remains underdiagnosed in smoking populations, as conventional risk stratification relies heavily on spirometry and fails to integrate dynamic imaging markers and type 2 inflammation biomarkers.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Objectives:<\/jats:title>\n                    <jats:p>To develop and validate a multifactorial prediction model integrating bronchodilator responsiveness, clinical features, imaging markers, and inflammatory biomarkers to identify, among smokers already undergoing routine spirometric assessment, those at highest risk for underdiagnosed or potentially progressive COPD.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Design:<\/jats:title>\n                    <jats:p>Retrospective cohort study.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Methods:<\/jats:title>\n                    <jats:p>\n                      In this retrospective cohort study, 440 smokers treated between August 2015 and October 2024 were stratified into bronchodilator test-positive and test-negative groups (\n                      <jats:italic toggle=\"yes\">n<\/jats:italic>\n                      \u2009=\u2009220 each). Demographics, smoking history, respiratory symptoms, pulmonary function, imaging findings, fractional exhaled nitric oxide, and blood eosinophil counts were analyzed. Independent COPD-related factors were identified using logistic regression, model performance using receiver operating characteristic curves, and cumulative incidence outcomes via Kaplan\u2013Meier analyses. Internal validation was performed using bootstrap resampling (200 repetitions) to assess model optimism.\n                    <\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Results:<\/jats:title>\n                    <jats:p>Positive bronchodilator test, age, smoking index, chronic bronchitis\/emphysema, airway wall thickening, and elevated eosinophil counts were significantly associated with COPD. The model demonstrated strong diagnostic accuracy. A positive test independently conferred a 3-fold increased risk and identified a high-risk subgroup with a 3-year cumulative incidence of 45%. The integrated model detected 78.5% of high-risk cases an average of 2.3\u2009years earlier, reduced unnecessary spirometry referrals by 27%, and increased early intervention rates by 19%. Bootstrap validation yielded an optimism-corrected C-index of 0.86.<\/jats:p>\n                  <\/jats:sec>\n                  <jats:sec>\n                    <jats:title>Discussion:<\/jats:title>\n                    <jats:p>A positive bronchodilator test, when combined with a panel of clinical and inflammatory markers, constitutes a valuable multidimensional indicator for stratifying COPD risk among smokers, beyond what is captured by baseline spirometry alone. Integrating these factors into a predictive model may facilitate earlier detection of cases prone to being missed by standard diagnostic algorithms and enable more targeted monitoring and interventions.<\/jats:p>\n                  <\/jats:sec>","DOI":"10.1177\/17534666261450054","type":"journal-article","created":{"date-parts":[[2026,5,19]],"date-time":"2026-05-19T12:08:27Z","timestamp":1779192507000},"update-policy":"https:\/\/doi.org\/10.1177\/sage-journals-update-policy","source":"Crossref","is-referenced-by-count":0,"title":["A multifactorial model for chronic obstructive pulmonary disease risk in smokers with positive bronchodilation: a retrospective cohort study"],"prefix":"10.1177","volume":"20","author":[{"given":"Jia","family":"Zhang","sequence":"first","affiliation":[{"name":"Department of Pulmonary and Critical Care Medicine, Aerospace Center Hospital, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Weihua","family":"Zhu","sequence":"additional","affiliation":[{"name":"Department of Pulmonary and Critical Care Medicine, Aerospace Center Hospital, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Piping","family":"Jiang","sequence":"additional","affiliation":[{"name":"Department of Pulmonary and Critical Care Medicine, Aerospace Center Hospital, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Feng","family":"Ma","sequence":"additional","affiliation":[{"name":"Department of Pulmonary and Critical Care Medicine, Aerospace Center Hospital, Beijing, China"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yuwei","family":"Cao","sequence":"additional","affiliation":[{"name":"Department of Pulmonary and Critical Care Medicine, Aerospace Center Hospital, Beijing, 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