A Prediction Model for 9-Year Depression Risk Among Patients With COPD in China

IF 2.7 2区 医学 Q1 PSYCHIATRY
Cui Wang, Mengya Wang, Yanying Bi, Nan Zhang
{"title":"A Prediction Model for 9-Year Depression Risk Among Patients With COPD in China","authors":"Cui Wang,&nbsp;Mengya Wang,&nbsp;Yanying Bi,&nbsp;Nan Zhang","doi":"10.1155/da/5536644","DOIUrl":null,"url":null,"abstract":"<div>\n \n <section>\n \n <h3> Objectives</h3>\n \n <p>To establish a prediction model for the 9-year risk of depression in individuals with chronic obstructive pulmonary disease (COPD) using survey data from a random, nationally representative population of Chinese adults with COPD.</p>\n </section>\n \n <section>\n \n <h3> Methods</h3>\n \n <p>Data from 851 middle-aged and older adults with COPD participating in the China Health and Retirement Longitudinal Study (CHARLS) were analyzed. Depression risk was described as the development of depression during follow-up among participants who were free of depression risk at baseline (CHARLS 2011) and met the depression risk criteria at the 9-year follow-up (CHARLS 2020). Relationships between candidate predictive factors and depression risk were examined using logistic regression, with bootstrapping applied to validate the final model. Model discrimination was evaluated using the area under the curve (AUC) of the receiver operating characteristic (ROC) curve, while calibration was examined via the Hosmer-Lemeshow test.</p>\n </section>\n \n <section>\n \n <h3> Results</h3>\n \n <p>Of the 851 participants included in the analysis, 434 developed depression risk during the subsequent 9 years. The final multivariable model incorporated age, educational level, marital status, exercise levels, peak expiratory flow (PEF), and smoking. The discriminative ability of the model was good, with an AUC of 0.717 (95% CI: 0.683–0.751). The Hosmer-Lemeshow test indicated satisfactory calibration (<i>χ</i><sup>2</sup> = 9.400, <i>p</i> = 0.310). A simple clinical scoring system was also developed to facilitate quantitative estimation of depression risk.</p>\n </section>\n \n <section>\n \n <h3> Conclusion</h3>\n \n <p>This predictive model may facilitate earlier identification of COPD patients likely to develop depression within 9 years and may help inform targeted preventive interventions.</p>\n </section>\n </div>","PeriodicalId":55179,"journal":{"name":"Depression and Anxiety","volume":"2026 1","pages":""},"PeriodicalIF":2.7000,"publicationDate":"2026-09-18","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://onlinelibrary.wiley.com/doi/epdf/10.1155/da/5536644","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Depression and Anxiety","FirstCategoryId":"3","ListUrlMain":"https://onlinelibrary.wiley.com/doi/10.1155/da/5536644","RegionNum":2,"RegionCategory":"医学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"PSYCHIATRY","Score":null,"Total":0}
引用次数: 0

Abstract

Objectives

To establish a prediction model for the 9-year risk of depression in individuals with chronic obstructive pulmonary disease (COPD) using survey data from a random, nationally representative population of Chinese adults with COPD.

Methods

Data from 851 middle-aged and older adults with COPD participating in the China Health and Retirement Longitudinal Study (CHARLS) were analyzed. Depression risk was described as the development of depression during follow-up among participants who were free of depression risk at baseline (CHARLS 2011) and met the depression risk criteria at the 9-year follow-up (CHARLS 2020). Relationships between candidate predictive factors and depression risk were examined using logistic regression, with bootstrapping applied to validate the final model. Model discrimination was evaluated using the area under the curve (AUC) of the receiver operating characteristic (ROC) curve, while calibration was examined via the Hosmer-Lemeshow test.

Results

Of the 851 participants included in the analysis, 434 developed depression risk during the subsequent 9 years. The final multivariable model incorporated age, educational level, marital status, exercise levels, peak expiratory flow (PEF), and smoking. The discriminative ability of the model was good, with an AUC of 0.717 (95% CI: 0.683–0.751). The Hosmer-Lemeshow test indicated satisfactory calibration (χ2 = 9.400, p = 0.310). A simple clinical scoring system was also developed to facilitate quantitative estimation of depression risk.

Conclusion

This predictive model may facilitate earlier identification of COPD patients likely to develop depression within 9 years and may help inform targeted preventive interventions.

中国COPD患者9年抑郁风险预测模型
目的利用中国成人慢性阻塞性肺疾病(COPD)患者的随机调查数据,建立慢性阻塞性肺疾病(COPD)患者9年抑郁风险的预测模型。方法对参与中国健康与退休纵向研究(CHARLS)的851名中老年COPD患者的数据进行分析。抑郁风险被描述为基线时无抑郁风险(CHARLS 2011)、9年随访时符合抑郁风险标准(CHARLS 2020)的参与者在随访期间出现抑郁。候选预测因素与抑郁风险之间的关系使用逻辑回归进行检验,并应用自举来验证最终模型。采用受试者工作特征(ROC)曲线下面积(AUC)评估模型判别,采用Hosmer-Lemeshow检验检验模型校准。结果在851名参与者中,434人在随后的9年中出现了抑郁风险。最后的多变量模型包括年龄、教育水平、婚姻状况、运动水平、呼气峰流量(PEF)和吸烟。该模型判别能力较好,AUC为0.717 (95% CI: 0.683-0.751)。Hosmer-Lemeshow检验结果满意(χ2 = 9.400, p = 0.310)。一个简单的临床评分系统也被开发出来,以方便抑郁风险的定量估计。结论该预测模型有助于早期识别COPD患者在9年内可能发展为抑郁症,并有助于有针对性的预防干预。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 求助全文
来源期刊
Depression and Anxiety
Depression and Anxiety 医学-精神病学
CiteScore
15.00
自引率
1.40%
发文量
81
审稿时长
4-8 weeks
期刊介绍: Depression and Anxiety is a scientific journal that focuses on the study of mood and anxiety disorders, as well as related phenomena in humans. The journal is dedicated to publishing high-quality research and review articles that contribute to the understanding and treatment of these conditions. The journal places a particular emphasis on articles that contribute to the clinical evaluation and care of individuals affected by mood and anxiety disorders. It prioritizes the publication of treatment-related research and review papers, as well as those that present novel findings that can directly impact clinical practice. The journal's goal is to advance the field by disseminating knowledge that can lead to better diagnosis, treatment, and management of these disorders, ultimately improving the quality of life for those who suffer from them.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信
小红书