The validity of using ICD-9 codes and pharmacy records to identify patients with chronic obstructive pulmonary disease

被引:119
作者
Cooke, Colin R. [1 ,2 ]
Joo, Min J. [3 ,4 ]
Anderson, Stephen M. [5 ]
Lee, Todd A. [3 ,6 ,7 ]
Udris, Edmunds M. [5 ]
Johnson, Eric [8 ]
Au, David H. [5 ,9 ]
机构
[1] Univ Michigan, Div Pulm & Crit Care Med, Ann Arbor, MI 48109 USA
[2] Univ Michigan, Robert Wood Johnson Fdn Clin Scholars Program, Ann Arbor, MI 48109 USA
[3] Edward Hines Jr VA Hosp, Ctr Management Complex Chron Care, Hines, IL USA
[4] Univ Illinois, Sect Pulm Crit Care Sleep & Allergy, Chicago, IL USA
[5] VA Puget Sound Hlth Care Syst, Hlth Serv Res & Dev, Seattle, WA USA
[6] Univ Illinois, Coll Pharm, Dept Pharm Practice, Chicago, IL USA
[7] Univ Illinois, Coll Pharm, Ctr Pharmacoecon Res, Chicago, IL USA
[8] Grp Hlth Res Inst, Seattle, WA USA
[9] Univ Washington, Div Pulm & Crit Care Med, Seattle, WA 98195 USA
来源
BMC HEALTH SERVICES RESEARCH | 2011年 / 11卷
关键词
Chronic Obstructive Pulmonary Disease; Statistical Models; Epidemiology; Veterans; Sensitivity and Specificity; Logistic Models; ARTIFICIAL NEURAL-NETWORKS; INHALED CORTICOSTEROIDS; LOGISTIC-REGRESSION; ADMINISTRATIVE DATABASES; MEDICAID POPULATION; AIRWAY-OBSTRUCTION; COPD; MORTALITY; BURDEN; DIAGNOSIS;
D O I
10.1186/1472-6963-11-37
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
Background: Administrative data is often used to identify patients with chronic obstructive pulmonary disease (COPD), yet the validity of this approach is unclear. We sought to develop a predictive model utilizing administrative data to accurately identify patients with COPD. Methods: Sequential logistic regression models were constructed using 9573 patients with postbronchodilator spirometry at two Veterans Affairs medical centers (2003-2007). COPD was defined as: 1) FEV1/FVC < 0.70, and 2) FEV1/FVC < lower limits of normal. Model inputs included age, outpatient or inpatient COPD-related ICD-9 codes, and the number of metered does inhalers (MDI) prescribed over the one year prior to and one year post spirometry. Model performance was assessed using standard criteria. Results: 4564 of 9573 patients (47.7%) had an FEV1/FVC < 0.70. The presence of >= 1 outpatient COPD visit had a sensitivity of 76% and specificity of 67%; the AUC was 0.75 (95% CI 0.74-0.76). Adding the use of albuterol MDI increased the AUC of this model to 0.76 (95% CI 0.75-0.77) while the addition of ipratropium bromide MDI increased the AUC to 0.77 (95% CI 0.76-0.78). The best performing model included: >= 6 albuterol MDI, >= 3 ipratropium MDI, >= 1 outpatient ICD-9 code, >= 1 inpatient ICD-9 code, and age, achieving an AUC of 0.79 (95% CI 0.78-0.80). Conclusion: Commonly used definitions of COPD in observational studies misclassify the majority of patients as having COPD. Using multiple diagnostic codes in combination with pharmacy data improves the ability to accurately identify patients with COPD.
引用
收藏
页数:25
相关论文
共 46 条
[31]   A cohort study showed that health insurance databases were accurate to distinguish chronic obstructive pulmonary disease from asthma and classify disease severity [J].
McKnight, J ;
Scott, A ;
Menzies, D ;
Bourbeau, J ;
Blais, L ;
Lemière, C .
JOURNAL OF CLINICAL EPIDEMIOLOGY, 2005, 58 (02) :206-208
[32]   Standardisation of spirometry [J].
Miller, MR ;
Hankinson, J ;
Brusasco, V ;
Burgos, F ;
Casaburi, R ;
Coates, A ;
Crapo, R ;
Enright, P ;
van der Grinten, CPM ;
Gustafsson, P ;
Jensen, R ;
Johnson, DC ;
MacIntyre, N ;
McKay, R ;
Navajas, D ;
Pedersen, OF ;
Pellegrino, R ;
Viegi, G ;
Wanger, J .
EUROPEAN RESPIRATORY JOURNAL, 2005, 26 (02) :319-338
[33]  
*NCQA, 2007, HEDIS 2008 HLTH EFF, V2
[34]   Inhaled corticosteroids and risk of lung cancer among patients with chronic obstructive pulmonary disease [J].
Parimon, Tanyalak ;
Chien, Jason W. ;
Bryson, Chris L. ;
McDonell, Mary B. ;
Udris, Edmunds M. ;
Au, David H. .
AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 2007, 175 (07) :712-719
[35]   Assessing the accuracy of administrative data in health information systems [J].
Peabody, JW ;
Luck, J ;
Jain, S ;
Bertenthal, D ;
Glassman, P .
MEDICAL CARE, 2004, 42 (11) :1066-1072
[36]   Global strategy for the diagnosis, management, and prevention of chronic obstructive pulmonary disease - GOLD executive summary [J].
Rabe, Klaus F. ;
Hurd, Suzanne ;
Anzueto, Antonio ;
Barnes, Peter J. ;
Buist, Sonia A. ;
Calverley, Peter ;
Fukuchi, Yoshinosuke ;
Jenkins, Christine ;
Rodriguez-Roisin, Roberto ;
van Weel, Chris ;
Zielinski, Jan .
AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 2007, 176 (06) :532-555
[37]   Validity of the recording of ischaemic heart disease and chronic obstructive pulmonary disease in the Saskatchewan health care datafiles [J].
Rawson, NSB ;
Malcolm, E .
STATISTICS IN MEDICINE, 1995, 14 (24) :2627-2643
[38]   Burden of concomitant asthma and COPD in a Medicaid population [J].
Shaya, Fadia T. ;
Du Dongyi ;
Akazawa, Manabu O. ;
Blanchette, Christopher M. ;
Wang, Jingshu ;
Mapel, Douglas W. ;
Dalal, Anand ;
Scharf, Steven M. .
CHEST, 2008, 134 (01) :14-19
[39]   Burden of COPD, Asthma, and Concomitant COPD and Asthma Among Adults Racial Disparities in a Medicaid Population [J].
Shaya, Fadia T. ;
Maneval, Mark S. ;
Gbarayor, Confidence M. ;
Sohn, Kyongsci ;
Dalal, Anand A. ;
Du, Dongyi ;
Scharf, Steven M. .
CHEST, 2009, 136 (02) :405-411
[40]   Inhaled corticosteroids and the risk of mortality and readmission in elderly patients with chronic obstructive pulmonary disease [J].
Sin, DD ;
Tu, JV .
AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 2001, 164 (04) :580-584