William R Midthun, Paul J Novotny, Roberto P Benzo
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Classification and Regression Tree, a machine learning method, was used to select variables most strongly associated with survival time or hospitalizations beyond 12 months of NETT study enrollment. Kaplan-Meier curves, log-rank tests, and Cox proportional hazards models were used to determine relationships between social/lifestyle variables and hospitalization and survival.</p><p><strong>Results: </strong>Four social and lifestyle frailty factors were significantly related to survival (impaired lifting, bathing and dressing, in-store shopping, and loneliness). Two social and lifestyle frailty factors were significantly related to risk of hospitalization (emotional distress and difficulty performing work or activities). A combination of 6 questions provided clinical phenotypes that were robustly and independently associated with mortality risk and hospitalization with hazard ratios that ranged from 2.4 to 11.2 and 2.2 to 3.5 for survival and hospitalization, respectively, after adjustment for age, sex, disease severity, and physical frailty.</p><p><strong>Conclusion: </strong>Lifestyle and social frailty factors that could be easily identified in practice may represent a novel approach to a multidimensional frailty assessment to predict survival and hospitalization in patients with severe COPD.</p>","PeriodicalId":15192,"journal":{"name":"Journal of Cardiopulmonary Rehabilitation and Prevention","volume":" ","pages":"28-34"},"PeriodicalIF":2.9000,"publicationDate":"2026-01-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Beyond Physical Frailty-the Value of Lifestyle and Social Frailty Factors to Predict Mortality and Hospitalization in COPD.\",\"authors\":\"William R Midthun, Paul J Novotny, Roberto P Benzo\",\"doi\":\"10.1097/HCR.0000000000000991\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p><strong>Purpose: </strong>Lifestyle and social frailty factors are a new focus in the multidimensional concept of frailty, as recent reports have found strong associations with negative health outcomes. We searched for specific social and lifestyle frailty factors independently associated with 5-year survival and the risk of hospitalization in patients with severe chronic obstructive pulmonary disease (COPD).</p><p><strong>Methods: </strong>We retrospectively analyzed questionnaire data from the National Emphysema Treatment Trial (NETT) and identified items related to the published definition of social frailty. Classification and Regression Tree, a machine learning method, was used to select variables most strongly associated with survival time or hospitalizations beyond 12 months of NETT study enrollment. Kaplan-Meier curves, log-rank tests, and Cox proportional hazards models were used to determine relationships between social/lifestyle variables and hospitalization and survival.</p><p><strong>Results: </strong>Four social and lifestyle frailty factors were significantly related to survival (impaired lifting, bathing and dressing, in-store shopping, and loneliness). Two social and lifestyle frailty factors were significantly related to risk of hospitalization (emotional distress and difficulty performing work or activities). A combination of 6 questions provided clinical phenotypes that were robustly and independently associated with mortality risk and hospitalization with hazard ratios that ranged from 2.4 to 11.2 and 2.2 to 3.5 for survival and hospitalization, respectively, after adjustment for age, sex, disease severity, and physical frailty.</p><p><strong>Conclusion: </strong>Lifestyle and social frailty factors that could be easily identified in practice may represent a novel approach to a multidimensional frailty assessment to predict survival and hospitalization in patients with severe COPD.</p>\",\"PeriodicalId\":15192,\"journal\":{\"name\":\"Journal of Cardiopulmonary Rehabilitation and Prevention\",\"volume\":\" \",\"pages\":\"28-34\"},\"PeriodicalIF\":2.9000,\"publicationDate\":\"2026-01-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"0\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"Journal of Cardiopulmonary Rehabilitation and Prevention\",\"FirstCategoryId\":\"3\",\"ListUrlMain\":\"https://doi.org/10.1097/HCR.0000000000000991\",\"RegionNum\":3,\"RegionCategory\":\"医学\",\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"2025/11/21 0:00:00\",\"PubModel\":\"Epub\",\"JCR\":\"Q2\",\"JCRName\":\"CARDIAC & CARDIOVASCULAR SYSTEMS\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Cardiopulmonary Rehabilitation and Prevention","FirstCategoryId":"3","ListUrlMain":"https://doi.org/10.1097/HCR.0000000000000991","RegionNum":3,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"2025/11/21 0:00:00","PubModel":"Epub","JCR":"Q2","JCRName":"CARDIAC & CARDIOVASCULAR SYSTEMS","Score":null,"Total":0}
引用次数: 0
摘要
目的:生活方式和社会脆弱性因素是多维脆弱性概念中的一个新焦点,因为最近的报告发现它们与负面健康结果有很强的关联。我们寻找与严重慢性阻塞性肺疾病(COPD)患者5年生存率和住院风险独立相关的特定社会和生活方式脆弱因素。方法:我们回顾性分析了来自国家肺气肿治疗试验(NETT)的问卷数据,并确定了与已公布的社会衰弱定义相关的项目。分类和回归树(Classification and Regression Tree)是一种机器学习方法,用于选择与NETT研究入组后12个月的生存时间或住院时间最密切相关的变量。Kaplan-Meier曲线、log-rank检验和Cox比例风险模型用于确定社会/生活方式变量与住院和生存率之间的关系。结果:四项社会和生活方式脆弱因素(举举障碍、洗澡和穿衣、店内购物和孤独感)与生存显著相关。两种社会和生活方式脆弱因素与住院风险显著相关(情绪困扰和工作或活动困难)。6个问题的组合提供了临床表型,这些表型与死亡风险和住院有可靠和独立的关联,在调整年龄、性别、疾病严重程度和身体虚弱后,生存和住院的风险比分别为2.4至11.2和2.2至3.5。结论:生活方式和社会衰弱因素在实践中可以很容易地识别,这可能是一种多维衰弱评估的新方法,可以预测严重COPD患者的生存和住院。
Beyond Physical Frailty-the Value of Lifestyle and Social Frailty Factors to Predict Mortality and Hospitalization in COPD.
Purpose: Lifestyle and social frailty factors are a new focus in the multidimensional concept of frailty, as recent reports have found strong associations with negative health outcomes. We searched for specific social and lifestyle frailty factors independently associated with 5-year survival and the risk of hospitalization in patients with severe chronic obstructive pulmonary disease (COPD).
Methods: We retrospectively analyzed questionnaire data from the National Emphysema Treatment Trial (NETT) and identified items related to the published definition of social frailty. Classification and Regression Tree, a machine learning method, was used to select variables most strongly associated with survival time or hospitalizations beyond 12 months of NETT study enrollment. Kaplan-Meier curves, log-rank tests, and Cox proportional hazards models were used to determine relationships between social/lifestyle variables and hospitalization and survival.
Results: Four social and lifestyle frailty factors were significantly related to survival (impaired lifting, bathing and dressing, in-store shopping, and loneliness). Two social and lifestyle frailty factors were significantly related to risk of hospitalization (emotional distress and difficulty performing work or activities). A combination of 6 questions provided clinical phenotypes that were robustly and independently associated with mortality risk and hospitalization with hazard ratios that ranged from 2.4 to 11.2 and 2.2 to 3.5 for survival and hospitalization, respectively, after adjustment for age, sex, disease severity, and physical frailty.
Conclusion: Lifestyle and social frailty factors that could be easily identified in practice may represent a novel approach to a multidimensional frailty assessment to predict survival and hospitalization in patients with severe COPD.
期刊介绍:
JCRP was the first, and remains the only, professional journal dedicated to improving multidisciplinary clinical practice and expanding research evidence specific to both cardiovascular and pulmonary rehabilitation. This includes exercise testing and prescription, behavioral medicine, and cardiopulmonary risk factor management. In 2007, JCRP expanded its scope to include primary prevention of cardiovascular and pulmonary diseases. JCRP publishes scientific and clinical peer-reviewed Original Investigations, Reviews, and Brief or Case Reports focused on the causes, prevention, and treatment of individuals with cardiovascular or pulmonary diseases in both a print and online-only format. Editorial features include Editorials, Invited Commentaries, Literature Updates, and Clinically-relevant Topical Updates. JCRP is the official Journal of the American Association of Cardiovascular and Pulmonary Rehabilitation and the Canadian Association of Cardiac Rehabilitation.