Accuracy of electronic health record data for the diagnosis of chronic obstructive pulmonary disease in persons living with HIV and uninfected persons

被引:14
作者
Crothers, Kristina [1 ]
Rodriguez, Carla V. [1 ,2 ]
Nance, Robin M. [1 ]
Akgun, Kathleen [3 ,4 ]
Shahrir, Shahida [1 ]
Kim, Joon [5 ,6 ]
Hoo, Guy W. Soo [7 ,8 ]
Sharafkhaneh, Amir [9 ,10 ]
Crane, Heidi M. [1 ]
Justice, Amy C. [3 ,4 ]
机构
[1] Univ Washington, Dept Med, Seattle, WA 98195 USA
[2] Kaiser Permanente Mid Atlant States, Midatlantic Permanente Res Inst, Rockville, MD USA
[3] Vet Affairs VA Connecticut Healthcare Syst, Dept Med, West Haven, CT USA
[4] Yale Univ, West Haven, CT USA
[5] James J Peters VA Med Ctr, Dept Med, New York, NY USA
[6] Icahn Sch Med Mt Sinai, New York, NY 10029 USA
[7] Univ Calif Los Angeles, Dept Med, VA Greater Los Angeles Healthcare Syst, Los Angeles, CA 90024 USA
[8] Univ Calif Los Angeles, David Geffen Sch Med, Los Angeles, CA 90095 USA
[9] Michael E DeBakey VA Med Ctr, Dept Med, Houston, TX USA
[10] Baylor Coll Med, Houston, TX 77030 USA
基金
美国国家卫生研究院;
关键词
area under curve; chronic obstructive pulmonary disease; electronic health records; HIV; pharmacoepidemiology; pulmonary disease; smoking; COPD; SPIROMETRY; VETERANS; SMOKING; COHORT; PHYSICIANS; INFECTION; NETWORK;
D O I
10.1002/pds.4567
中图分类号
R1 [预防医学、卫生学];
学科分类号
1004 ; 120402 ;
摘要
Purpose No prior studies have addressed the performance of electronic health record (EHR) data to diagnose chronic obstructive pulmonary disease (COPD) in people living with HIV (PLWH), in whom COPD could be more likely to be underdiagnosed or misdiagnosed, given the higher frequency of respiratory symptoms and smoking compared with HIV-uninfected (uninfected) persons. Methods We determined whether EHR data could improve accuracy of ICD-9 codes to define COPD when compared with spirometry in PLWH vs uninfected, and quantified level of discrimination using the area under the receiver-operating curve (AUC). The development cohort consisted of 350 participants who completed research spirometry in the Examinations of HIV Associated Lung Emphysema (EXHALE) study, a pulmonary substudy of the Veterans Aging Cohort Study. Results were externally validated in 294 PLWH who performed spirometry for clinical indications from the University of Washington (UW) site of the Centers for AIDS Research Network of Integrated Clinical Systems cohort. Results ICD-9 codes performed similarly by HIV status, but alone were poor at discriminating cases from non-cases of COPD when compared with spirometry (AUC 0.633 in EXHALE; 0.651 in the UW cohort). However, algorithms that combined ICD-9 codes with other clinical variables available in the EHR-age, smoking, and COPD inhalers-improved discrimination and performed similarly in EXHALE (AUC 0.771) and UW (AUC 0.734). Conclusions These data support that EHR data in combination with ICD-9 codes have moderately good accuracy to identify COPD when spirometry data are not available, and perform similarly in PLWH and uninfected individuals.
引用
收藏
页码:140 / 147
页数:8
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