Comparative ability of comorbidity classification methods for administrative data to predict outcomes in patients with chronic obstructive pulmonary disease

被引:49
作者
Austin, Peter C. [1 ,2 ,3 ]
Stanbrook, Matthew B. [1 ,4 ]
Anderson, Geoffrey M. [1 ,2 ]
Newman, Alice [1 ]
Gershon, Andrea S. [1 ,2 ,4 ,5 ]
机构
[1] Inst Clin Evaluat Sci, Toronto, ON M4N 3M5, Canada
[2] Univ Toronto, Inst Hlth Management Policy & Evaluat, Toronto, ON M5S 1A1, Canada
[3] Univ Toronto, Dalla Lana Sch Publ Hlth, Toronto, ON M5S 1A1, Canada
[4] Univ Toronto, Dept Med, Toronto, ON M5S 1A1, Canada
[5] Sunnybrook Hlth Sci Ctr, Toronto, ON M4N 3M5, Canada
基金
加拿大健康研究院;
关键词
Comorbidity; Administrative data; Aggregated diagnosis groups; Adjusted clinical groups; Health services research; Comparative effectiveness; Pulmonary disease; Chronic obstructive pulmonary disease; Charlson comorbidity index; Elixhauser comorbidity; RISK ADJUSTMENT; MORTALITY; COPD; INDEX; PREVALENCE; ICD-9-CM; ONTARIO; TRENDS; SCORE;
D O I
10.1016/j.annepidem.2012.09.011
中图分类号
R1 [预防医学、卫生学];
学科分类号
100235 [预防医学];
摘要
Purpose: Administrative healthcare databases are used for health services research, comparative effectiveness studies, and measuring quality of care. Adjustment for comorbid illnesses is essential to such studies. Validation of methods to account for comorbid illnesses in administrative data for patients with chronic obstructive pulmonary disease (COPD) has been limited. Our objective was to compare the ability of the Charlson index, the Elixhauser method, and the Johns Hopkins' Aggregated Diagnosis Groups (ADGs) to predict outcomes in patients with COPD. Methods: Retrospective cohorts constructed using population-based administrative data of patients with incident (n = 216,735) and prevalent (n = 638,926) COPD in Ontario, Canada, were divided into derivation and validation datasets. The primary outcome was all-cause death within I year. Secondary outcomes included all-cause hospitalization, COPD-specific hospitalization, non-COPD hospitalization, and COPD exacerbations. Results: In both the incident and prevalent COPD cohorts, the three methods had comparable discrimination for predicting mortality (c-statistics in the validation sample of incident patients of 0.819 for the Charlson method versus 0.822 for the Elixhauser method versus 0.830 for the ADG method). All three methods had lower predictive accuracy for predicting nonfatal outcomes. Conclusions: In a disease-specific cohort of COPD patients, all three methods allowed for accurate prediction of mortality, with the Johns Hopkins ADGs having marginally higher discrimination. (C) 2012 Elsevier Inc. All rights reserved.
引用
收藏
页码:881 / 887
页数:7
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