Abstract
Acute exacerbations of COPD (AE-COPD) are a leading cause of hospitalizations in the United States. To estimate the burden of disease (eg, prevalence and cost), identify opportunities to improve care quality (eg, performance measures), and conduct observational comparative effectiveness research studies, various algorithms based on the International Classification of Diseases, Ninth Revision, Clinical Modification (ICD-9-CM) codes have been used to identify patients with COPD. However, the validity of these algorithms remains unclear. We compared the test characteristics (sensitivity, specificity, positive predictive value, and negative predictive value) of four different coding algorithms for identifying patients hospitalized for an exacerbation of COPD with chart review (reference standard) using a stratified probability sample of 200 hospitalizations at two urban academic medical centers. Sampling weights were used when calculating prevalence and test characteristics. The prevalence of COPD exacerbations (based on the reference standard) was 7.9% of all hospitalizations. The sensitivity of all ICD-9-CM algorithms was very low and varied by algorithm (12%-25%), but the negative predictive value was similarly high across algorithms (93%-94%). The specificity was > 99% for all algorithms, but the positive predictive value varied by algorithm (81%-97%). Algorithms based on ICD-9-CM codes will undercount hospitalizations for AE-COPD, and as many as one in five patients identified by these algorithms may be misidentified as having a COPD exacerbation. These findings suggest that relying on ICD-9-CM codes alone to identify patients hospitalized for AE-COPD may be problematic.
MeSH Terms
Academic Medical Centers/statistics & numerical data
Aged
Algorithms
Clinical Coding/methods
Female
Hospitalization/statistics & numerical data
Humans
International Classification of Diseases
Male
Middle Aged
Predictive Value of Tests
Prevalence
Pulmonary Disease, Chronic Obstructive/classification,diagnosis,epidemiology
Recurrence
Reproducibility of Results
Retrospective Studies
United States/epidemiology
Authors & Affiliations
9 authors, click to expand affiliations / ORCID
Stein Brian D
Division of Pulmonary and Critical Care Medicine, Rush University Medical Center, Chicago, IL.
Bautista Adriana
Center for Pharmacoeconomic Research, University of Illinois at Chicago, Chicago, IL.
Schumock Glen T
Center for Pharmacoeconomic Research, University of Illinois at Chicago, Chicago, IL.
Lee Todd A
Center for Pharmacoeconomic Research, University of Illinois at Chicago, Chicago, IL; Center for Management of Complex Chronic Care, Hines VA Hospital, University of Chicago, Chicago, IL.
Charbeneau Jeffery T
Department of Health Studies, Section of Pulmonary, University of Chicago, Chicago, IL.
Lauderdale Diane S
Department of Health Studies, Section of Pulmonary, University of Chicago, Chicago, IL.
Naureckas Edward T
Critical Care Medicine, University of Chicago, Chicago, IL.
Meltzer David O
Section of Hospital Medicine, University of Chicago, Chicago, IL.
Krishnan Jerry A
Section of Pulmonary, Critical Care, Sleep and Allergy, University of Illinois at Chicago, Chicago, IL. Electronic address:
[email protected].
References (20)
20 references, click to expand
-
Prediction of chronic obstructive pulmonary disease (COPD) in asthma patients using electronic medical records.
J Am Med Inform Assoc. 2009 May-Jun;16(3):371-9
PMID: 19261943
-
Association of corticosteroid dose and route of administration with risk of treatment failure in acute exacerbation of chronic obstructive pulmonary disease.
JAMA. 2010 Jun 16;303(23):2359-67
PMID: 20551406
-
Trends in hospitalization with chronic obstructive pulmonary disease-United States, 1990-2005.
COPD. 2010 Feb;7(1):59-62
PMID: 20214464
-
In-hospital mortality following acute exacerbations of chronic obstructive pulmonary disease.
Arch Intern Med. 2003 May 26;163(10):1180-6
PMID: 12767954
-
Mortality risk in patients receiving drug regimens with theophylline for chronic obstructive pulmonary disease.
Pharmacotherapy. 2009 Sep;29(9):1039-53
PMID: 19698009
-
Acting on comparative effectiveness research in COPD.
JAMA. 2010 Jun 16;303(23):2409-10
PMID: 20551414
-
Chronic obstructive pulmonary disease surveillance--United States, 1971-2000.
MMWR Surveill Summ. 2002 Aug 2;51(6):1-16
PMID: 12198919
-
Standards for the diagnosis and treatment of patients with COPD: a summary of the ATS/ERS position paper.
Eur Respir J. 2004 Jun;23(6):932-46
PMID: 15219010
-
Quality of care for patients hospitalized for acute exacerbations of chronic obstructive pulmonary disease.
Ann Intern Med. 2006 Jun 20;144(12):894-903
PMID: 16785478
-
Positive predictive value of ICD-9-CM codes to detect acute exacerbation of COPD in the emergency department.
Jt Comm J Qual Patient Saf. 2008 Nov;34(11):678-80
PMID: 19025089
-
An official American Thoracic Society policy statement: pay-for-performance in pulmonary, critical care, and sleep medicine.
Am J Respir Crit Care Med. 2010 Apr 1;181(7):752-61
PMID: 20335385
-
Comorbidity and mortality in COPD-related hospitalizations in the United States, 1979 to 2001.
Chest. 2005 Oct;128(4):2005-11
PMID: 16236848
-
The measurement of observer agreement for categorical data.
Biometrics. 1977 Mar;33(1):159-74
PMID: 843571
-
Accuracy of diagnostic coding for Medicare patients under the prospective-payment system.
N Engl J Med. 1988 Feb 11;318(6):352-5
PMID: 3123929
-
Hospitalizations for acute exacerbations of chronic obstructive pulmonary disease: how you count matters.
COPD. 2010 Jun;7(3):164-71
PMID: 20486814
-
Health care utilization in chronic obstructive pulmonary disease. A case-control study in a health maintenance organization.
Arch Intern Med. 2000 Sep 25;160(17):2653-8
PMID: 10999980
-
International classification of disease coding for obstructive lung disease: does it reflect appropriate clinical documentation?
Chest. 2010 Jul;138(1):188-92
PMID: 20605817
-
Measuring diagnoses: ICD code accuracy.
Health Serv Res. 2005 Oct;40(5 Pt 2):1620-39
PMID: 16178999
-
Deaths from chronic obstructive pulmonary disease--United States, 2000-2005.
MMWR Morb Mortal Wkly Rep. 2008 Nov 14;57(45):1229-32
PMID: 19008792
-
COPD performance measures: missing opportunities for improving care.
Chest. 2010 May;137(5):1181-9
PMID: 20348199