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Exploring COPD Patient Clusters and Associations with Health-Related Quality of Life Using A Machine Learning Approach:A Nationwide Cross-Sectional Study
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作者 Chao Wang Fengyun Yu +9 位作者 Zhong Cao Ke Huang Qiushi Chen pascal geldsetzer Jinghan Zhao Zhoude Zheng Till Bärnighausen Ting Yang Simiao Chen Chen Wang 《Engineering》 2025年第7期220-228,共9页
Chronic obstructive pulmonary disease(COPD)is a complex condition marked by considerable interindividual heterogeneity.Comorbidities exacerbate this variability,worsening disease severity and reducing health-related q... Chronic obstructive pulmonary disease(COPD)is a complex condition marked by considerable interindividual heterogeneity.Comorbidities exacerbate this variability,worsening disease severity and reducing health-related quality of life(HRQoL).Despite the high prevalence of COPD in China,COPD patient clusters remain poorly characterized.This study aimed to identify and validate clusters of Chinese patients with COPD,characterized primarily by comorbidity profiles,using cluster analysis.This cross-sectional,multicenter cohort study used data from the Chinese Enjoying Breathing Program(2020–2023).HRQoL was measured using the EuroQol five dimension(EQ-5D).Dimension reduction was performed via multiple correspondence analysis on 31 variables,including indicators of 27 comorbidities and four sociodemographic or health-related characteristics.Unsupervised machine learning algorithms,K-means++,and hierarchical clustering identified distinct clusters.Robustness was assessed using random forest classification.Logistic regression evaluated the association between cluster membership and EQ-5D outcomes.Among 11145 patients,59.4%had comorbidities.Four clusters emerged:young male smokers,biomass-exposed females,respiratory comorbidity,and elderly multimorbid.The last two clusters had notably lower HRQoL.Cluster analysis identified four clinically meaningful COPD patient clusters based on comorbidities and risk profiles,each with distinct HRQoL outcomes.These findings support targeted public health interventions and integrated care strategies for COPD management. 展开更多
关键词 Chronic obstructive pulmonary disease COMORBIDITY Cluster analysis Health-related quality of life Public health
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Factors Predicting Progression to Severe COVID-19: A Competing Risk Survival Analysis of 1753 Patients in Community Isolation in Wuhan, China 被引量:2
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作者 Simiao Chen Hui Sun +8 位作者 Mei Heng Xunliang Tong pascal geldsetzer Zhuoran Wang Peixin Wu Juntao Yang Yu Hu Chen Wang Till Bärnighausen 《Engineering》 SCIE EI CAS 2022年第6期99-106,共8页
Most studies of coronavirus disease 2019(COVID-19)progression have focused on the transfer of patients within secondary or tertiary care hospitals from regular wards to intensive care units.Little is known about the r... Most studies of coronavirus disease 2019(COVID-19)progression have focused on the transfer of patients within secondary or tertiary care hospitals from regular wards to intensive care units.Little is known about the risk factors predicting the progression to severe COVID-19 among patients in community iso-lation,who are either asymptomatic or suffer from only mild to moderate symptoms.Using a multivari-able competing risk survival analysis,we identify several important predictors of progression to severe COVID-19—rather than to recovery—among patients in the largest community isolation center in Wuhan,China from 6 February 2020(when the center opened)to 9 March 2020(when it closed).All patients in community isolation in Wuhan were either asymptomatic or suffered from mild to moderate COVID-19 symptoms.We performed competing risk survival analysis on time-to-event data from a cohort study of all COVID-19 patients(n=1753)in the isolation center.The potential predictors we inves-tigated were the routine patient data collected upon admission to the isolation center:age,sex,respira-tory symptoms,gastrointestinal symptoms,general symptoms,and computed tomography(CT)scan signs.The main outcomes were time to severe COVID-19 or recovery.The factors predicting progression to severe COVID-19 were:male sex(hazard ratio(HR)=1.29,95%confidence interval(CI)1.04–1.58,p=0.018),young and old age,dyspnea(HR=1.58,95%CI 1.24–2.01,p<0.001),and CT signs of ground-glass opacity(HR=1.39,95%CI 1.04–1.86,p=0.024)and infiltrating shadows(HR=1.84,95%CI 1.22–2.78,p=0.004).The risk of progression was found to be lower among patients with nausea or vomiting(HR=0.53,95%CI 0.30–0.96,p=0.036)and headaches(HR=0.54,95%CI 0.29–0.99,p=0.046).Our results suggest that several factors that can be easily measured even in resource-poor set-tings(dyspnea,sex,and age)can be used to identify mild COVID-19 patients who are at increased risk of disease progression.Looking for CT signs of ground-glass opacity and infiltrating shadows may be an affordable option to support triage decisions in resource-rich settings.Common and unspecific symptoms(headaches,nausea,and vomiting)are likely to have led to the identification and subsequent community isolation of COVID-19 patients who were relatively unlikely to deteriorate.Future public health and clinical guidelines should build on this evidence to improve the screening,triage,and monitoring of COVID-19 patients who are asymtomatic or suffer from mild to moderate symptoms. 展开更多
关键词 COVID-19 Asymptomatic and mild Community isolation Fangcang shelter hospital Competing risk survival analysis
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Burden of chronic respiratory diseases and their attributable risk factors in 204 countries and territories,1990-2021:Results from the global burden of disease study 2021
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作者 Zhong Cao Liu He +11 位作者 Yuheng Luo Xunliang Tong Jinghan Zhao Ke Huang Qiushi Chen Lirui Jiao Yuhao Liu pascal geldsetzer Ting Yang Chen Wang Till Winfried Bärnighausen Simiao Chen 《Chinese Medical Journal Pulmonary and Critical Care Medicine》 2025年第2期100-110,共11页
Background Chronic respiratory diseases(CRDs)remain a substantial global public health challenge,contributing significantly to morbidity and mortality worldwide.This study aimed to comprehensively characterize trends ... Background Chronic respiratory diseases(CRDs)remain a substantial global public health challenge,contributing significantly to morbidity and mortality worldwide.This study aimed to comprehensively characterize trends in CRD burden across various populations by examining differences by sex,age,and sociodemographic index(SDI).Methods We performed a systematic analysis using data from the Global Burden of Disease(GBD)2021 study,covering the period from 1990 to 2021 across 204 countries and territories.Estimates of age-standardized prevalence,mortality,disability-adjusted life years(DALYs),incidence,and annualized percentage changes for both 1990-2021 and 2019-2021 were calculated.Geographic and demographic variations were evaluated by age,sex,and SDI.The contributions of key risk factors—including tobacco use,ambient particulate matter(PM)pollution,household air pollution from solid fuels,and occupational exposure to PM,gases,and fumes—were also assessed.Results In 2021,an estimated 468.3 million individuals globally were living with CRDs,with an age-standardized prevalence rate of 5785.4 per 100,000 population.CRDs accounted for 4.4 million deaths with age-standardized mortality rate of 53.6 per 100,000 population and 108.5 million DALYs with age-standardized DALY rate of 1294.6 per 100,000 population in the same year.Age-standardized prevalence rate decreased by 1.01%from 1990 to 2021 but increased by 0.20%from 2019 to 2021.From 2019 to 2021,the age-standardized incidence rate of CRDs increased slightly from 713.4 to 719.3 per 100,000 population,with an annualized percentage change of 0.41%,while the age-standardized DALY rate continued to decline from 1321.9 to 1294.6 per 100,000 population,with an annualized percentage change of−1.04%.Although the age-standardized mortality rate declined by 1.46%over the full period,the absolute number of deaths rose as a result of demographic shifts,including population growth and aging.Globally,tobacco use remained the predominant risk factor,while household air pollution from solid fuels was the leading contributor to DALYs and mortality in low-and low-middle SDI countries.Conclusion The global burden of CRDs remains both substantial and dynamic,underscoring the continued influence of risk factors such as tobacco use and household air pollution.These findings emphasize the urgent need for targeted public health interventions and more equitable healthcare resource allocation,particularly in low-and middle-SDI regions.Strengthened surveillance systems,improved access to care,and integrated strategies addressing both established and emerging risk factors are essential for reducing the global impact of CRDs. 展开更多
关键词 Chronic respiratory diseases PREVALENCE MORTALITY Disability-adjusted life years Risk factors
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Portable spirometer-based pulmonary function test willingness in China:A nationwide cross-sectional study from the"Happy Breathing Program" 被引量:1
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作者 Weiran Qi Ke Huang +14 位作者 Qiushi Chen Lirui Jiao Fengyun Yu Yiwen Yu Hongtao Niu Wei Li Fang Fang Jieping Lei Xu Chu Zilin Li pascal geldsetzer Till Bärnighausen Simiao Chen Ting Yang Chen Wang 《Chinese Medical Journal》 SCIE CAS CSCD 2024年第14期1695-1704,共10页
Background:Understanding willingness to undergo pulmonary function tests(PFTs)and the factors associated with poor uptake of PFTs is crucial for improving early detection and treatment of chronic obstructive pulmonary... Background:Understanding willingness to undergo pulmonary function tests(PFTs)and the factors associated with poor uptake of PFTs is crucial for improving early detection and treatment of chronic obstructive pulmonary disease(COPD).This study aimed to understand willingness to undergo PFTs among high-risk populations and identify any barriers that may contribute to low uptake of PFTs.Methods:We collected data from participants in the"Happy Breathing Program"in China.Participants who did not follow physicians’recommendations to undergo PFTs were invited to complete a survey regarding their willingness to undergo PFTs and their reasons for not undergoing PFTs.We estimated the proportion of participants who were willing to undergo PFTs and examined the various reasons for participants to not undergo PFTs.We conducted univariable and multivariable logistic regressions to analyze the impact of individual-level factors on willingness to undergo PFTs.Results:A total of 8475 participants who had completed the survey on willingness to undergo PFTs were included in this study.Out of these participants,7660(90.4%)were willing to undergo PFTs.Among those who were willing to undergo PFTs but actually did not,the main reasons for not doing so were geographical inaccessibility(n=3304,43.1%)and a lack of trust in primary healthcare institutions(n=2809,36.7%).Among the 815 participants who were unwilling to undergo PFTs,over half(n=447,54.8%)believed that they did not have health problems and would only consider PFTs when they felt unwell.In the multivariable regression,individuals who were≤54 years old,residing in rural townships,with a secondary educational level,with medical reimbursement,still working,with occupational exposure to dust,and aware of the abbreviation"COPD"were more willing to undergo PFTs.Conclusions:Willingness to undergo PFTs was high among high-risk populations.Policymakers may consider implementing strategies such as providing financial incentives,promoting education,and establishing community-based programs to enhance the utilization of PFTs. 展开更多
关键词 Chronic obstructive pulmonary disease Pulmonary function tests Willingness to undergo pulmonary function tests Population medicine
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