The validity of International Classification of Diseases, Ninth Revision, Clinical Modification diagnosis codes for identifying patients hospitalized for COPD exacerbations
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 stu...
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| Published in | Chest Vol. 141; no. 1; p. 87 |
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| Main Authors | , , , , , , , , |
| Format | Journal Article |
| Language | English |
| Published |
United States
01.01.2012
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| Subjects | |
| Online Access | Get full text |
| ISSN | 1931-3543 0012-3692 1931-3543 |
| DOI | 10.1378/chest.11-0024 |
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| 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. |
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| AbstractList | 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. |
| Author | Bautista, Adriana Lauderdale, Diane S Charbeneau, Jeffery T Naureckas, Edward T Stein, Brian D Meltzer, David O Lee, Todd A Krishnan, Jerry A Schumock, Glen T |
| Author_xml | – sequence: 1 givenname: Brian D surname: Stein fullname: Stein, Brian D organization: Division of Pulmonary and Critical Care Medicine, Rush University Medical Center, Chicago, IL – sequence: 2 givenname: Adriana surname: Bautista fullname: Bautista, Adriana organization: Center for Pharmacoeconomic Research, University of Illinois at Chicago, Chicago, IL – sequence: 3 givenname: Glen T surname: Schumock fullname: Schumock, Glen T organization: Center for Pharmacoeconomic Research, University of Illinois at Chicago, Chicago, IL – sequence: 4 givenname: Todd A surname: Lee fullname: Lee, Todd A organization: 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 – sequence: 5 givenname: Jeffery T surname: Charbeneau fullname: Charbeneau, Jeffery T organization: Department of Health Studies, Section of Pulmonary, University of Chicago, Chicago, IL – sequence: 6 givenname: Diane S surname: Lauderdale fullname: Lauderdale, Diane S organization: Department of Health Studies, Section of Pulmonary, University of Chicago, Chicago, IL – sequence: 7 givenname: Edward T surname: Naureckas fullname: Naureckas, Edward T organization: Critical Care Medicine, University of Chicago, Chicago, IL – sequence: 8 givenname: David O surname: Meltzer fullname: Meltzer, David O organization: Section of Hospital Medicine, University of Chicago, Chicago, IL – sequence: 9 givenname: Jerry A surname: Krishnan fullname: Krishnan, Jerry A email: jakris@uic.edu organization: Section of Pulmonary, Critical Care, Sleep and Allergy, University of Illinois at Chicago, Chicago, IL. Electronic address: jakris@uic.edu |
| BackLink | https://www.ncbi.nlm.nih.gov/pubmed/21757568$$D View this record in MEDLINE/PubMed |
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| Snippet | 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... |
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| SubjectTerms | 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 Pulmonary Disease, Chronic Obstructive - diagnosis Pulmonary Disease, Chronic Obstructive - epidemiology Recurrence Reproducibility of Results Retrospective Studies United States - epidemiology |
| Title | The validity of International Classification of Diseases, Ninth Revision, Clinical Modification diagnosis codes for identifying patients hospitalized for COPD exacerbations |
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