Methodological considerations, such as directed acyclic graphs, for studying "acute on chronic" disease epidemiology: Chronic obstructive pulmonary disease example

被引:22
作者
Tsai, Chu-Lin [1 ,2 ]
Camargo, Carlos A., Jr. [2 ]
机构
[1] Harvard Univ, Massachusetts Gen Hosp, Sch Med, Dept Emergency Med,EMNet Coordinating Ctr, Boston, MA 02114 USA
[2] Harvard Univ, Sch Publ Hlth, Dept Epidemiol, Boston, MA 02114 USA
关键词
Acute exacerbation; Casual inference; Chronic obstructive pulmonary disease; Epidemiological methods; Number needed to treat; Statistics; BODY-MASS INDEX; MARGINAL STRUCTURAL MODELS; QUALITY-OF-LIFE; EMERGENCY-DEPARTMENT VISITS; CASE-CROSSOVER; HEALTH-STATUS; STATISTICAL TREATMENT; CLINICAL-USEFULNESS; COPD EXACERBATIONS; RECURRENT EVENTS;
D O I
10.1016/j.jclinepi.2008.10.005
中图分类号
R19 [保健组织与事业(卫生事业管理)];
学科分类号
摘要
Objective: Acute exacerbations of chronic disease are ubiquitous in clinical medicine, and thus far, there has been a paucity of integrated methodological discussion on this phenomenon. Study Design and Setting: We use acute exacerbations of chronic obstructive pulmonary disease as an example to emphasize key epidemiological and statistical issues for this understudied field in clinical epidemiology. Results: Directed acyclic graphs are a useful epidemiological tool to explain the differential effects of risk factor on health outcomes in studies of acute and chronic phases of disease. To study the pathogenesis of acute exacerbations of chronic disease, case-crossover design and time-series analysis are well-suited study designs to differentiate acute and chronic effect. Modeling changes over time and setting appropriate thresholds are important steps to separate acute from chronic phases of disease in serial measurements. In statistical analysis, acute exacerbations are recurrent events, and some individuals are more prone to recurrences than others. Therefore, appropriate statistical modeling should take into account intraindividual dependence. Finally, we recommend the use of "event-based" number needed to treat (NNT) to prevent a single exacerbation instead of traditional patient-based NNT. Conclusion: Addressing these methodological challenges will advance research quality in acute on chronic disease epidemiology. (C) 2009 Elsevier Inc. All rights reserved.
引用
收藏
页码:982 / 990
页数:9
相关论文
共 74 条
[41]   The effect of ozone and PM10 on hospital admissions for pneumonia and chronic obstructive pulmonary disease:: A national multicity study [J].
Medina-Ramón, M ;
Zanobetti, A ;
Schwartz, J .
AMERICAN JOURNAL OF EPIDEMIOLOGY, 2006, 163 (06) :579-588
[42]  
Mittleman MA, 1997, AM J IND MED, V32, P129, DOI 10.1002/(SICI)1097-0274(199708)32:2<129::AID-AJIM4>3.3.CO
[43]  
2-X
[44]   Frailty [J].
Morley, John E. ;
Haren, Matthew T. ;
Rolland, Yves ;
Kim, Moon Jong .
MEDICAL CLINICS OF NORTH AMERICA, 2006, 90 (05) :837-+
[45]   Effect of oxygen on health quality of life in patients with chronic obstructive pulmonary disease with transient exertional hypoxemia [J].
Nonoyama, Mika L. ;
Brooks, Dina ;
Guyatt, Gordon H. ;
Goldstein, Roger S. .
AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 2007, 176 (04) :343-349
[46]   CLINICAL USEFULNESS OF N-OF-1 RANDOMIZED CONTROLLED TRIALS IN PATIENTS WITH NONREVERSIBLE CHRONIC AIR-FLOW LIMITATION [J].
PATEL, A ;
JAESCHKE, R ;
GUYATT, GH ;
KELLER, JL ;
NEWHOUSE, MT .
AMERICAN REVIEW OF RESPIRATORY DISEASE, 1991, 144 (04) :962-964
[47]  
Pearl J, 1995, BIOMETRIKA, V82, P669, DOI 10.2307/2337329
[48]  
Pearl J., 2001, P 17 C UNC ART INT M, P411
[49]  
Pearl Judea, 2000, Causality: Models, Reasoning, and Inference
[50]   Exposure to traffic and the onset of myocardial infarction [J].
Peters, A ;
von Klot, S ;
Heier, M ;
Trentinaglia, I ;
Hormann, A ;
Wichmann, HE ;
Lowel, H .
NEW ENGLAND JOURNAL OF MEDICINE, 2004, 351 (17) :1721-1730