Evidence map›Paper›PMID 29923258›Full record

ArticlePharmacoepidemiology and drug safety2019

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

Kristina Crothers, Carla V Rodriguez, Robin M Nance, Kathleen Akgun, Shahida Shahrir, Joon Kim, Guy W Soo Hoo, Amir Sharafkhaneh, Heidi M Crane, Amy C Justice

Open access · greenAbstract read
In one paragraph

Article in Pharmacoepidemiology and drug safety, 2019. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.

0numbers the graph read from it
0cells of the map it votes in
10citing papers in PubMed
1.3field-weighted citation impact, top 20% of its field
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

10 citing papers in PubMed, 18 citations in OpenAlex.

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4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

10 authors at 6 institutions in 1 country.

Kristina CrothersDepartment of Medicine, University of Washington, Seattle, WA, USA.ORCID 0000-0001-9702-0371
Carla V RodriguezDepartment of Medicine, University of Washington, Seattle, WA, USA.
Robin M NanceDepartment of Medicine, University of Washington, Seattle, WA, USA.
Kathleen AkgunDepartment of Medicine, Veterans Affairs (VA) Connecticut Healthcare System and Yale University, West Haven, CT, USA.
Shahida ShahrirDepartment of Medicine, University of Washington, Seattle, WA, USA.
Joon KimDepartment of Medicine, James J. Peters VA Medical Center and Icahn School of Medicine at Mt. Sinai, New York, NY, USA.
Guy W Soo HooDepartment of Medicine, VA Greater Los Angeles Healthcare System and David Geffen School of Medicine at UCLA, Los Angeles, CA, USA.
Amir SharafkhanehDepartment of Medicine, Michael E. DeBakey VA Medical Center and Baylor College of Medicine, Houston, TX, USA.
Heidi M CraneDepartment of Medicine, University of Washington, Seattle, WA, USA.
Amy C JusticeDepartment of Medicine, Veterans Affairs (VA) Connecticut Healthcare System and Yale University, West Haven, CT, USA.
University of Washington · USYale University · USJames J. Peters VA Medical Center · USKaiser Permanente · USMichael E. DeBakey VA Medical Center · USVA Greater Los Angeles Healthcare System · US

Funding

University of Washington/Fred Hutch Center for AIDS ResearchP30AI027757 · NIAID · UNIVERSITY OF WASHINGTON · PI EDWIN ROBERTO ORELLANA · 1988 to 2026
$104.9M
Unsolicited R24 for the CFAR-Network of Integrated Clinical Sciences, CNICSR24AI067039 · NIAID · UNIVERSITY OF ALABAMA AT BIRMINGHAM · PI Michael S. Saag · 2006 to 2026
$99.4M
Virology CoreP30AI027767 · NIAID · UNIVERSITY OF ALABAMA AT BIRMINGHAM · PI Latesha Ellen Elopre · 1988 to 2026
$84.1M
Virology, Immunology, and Microbiology CoreP30AI050410 · NIAID · UNIV OF NORTH CAROLINA CHAPEL HILL · PI DAVID M. MARGOLIS · 2001 to 2026
$76.9M
Vaccine Response and Immunotherapeutics SWGP30AI094189 · NIAID · JOHNS HOPKINS UNIVERSITY · PI Richard E. Chaisson · 2012 to 2026
$67.0M
Alcohol and Multisubstance Use in the Veterans Aging Cohort StudyU01AA020790 · NIAAA · YALE UNIVERSITY · PI JUSTICE, AMY CAROLINE · 2011 to 2020
$7.7M
Sex Disparities in Overall Response to ART Among HIV Infected IndividualsU24AA020794 · NIAAA · YALE UNIVERSITY · PI JUSTICE, AMY CAROLINE · 2011 to 2020
$5.5M
Integrated Stepped Care for Unhealthy Alcohol Use in HIVU01AA020795 · NIAAA · YALE UNIVERSITY · PI FIELLIN, DAVID · 2011 to 2020
$5.2M
Links between Cardiovascular disease, Lung disease, and Obstructive sleep apnea in HIV: Understanding complex patientsR01HL126538 · NHLBI · UNIVERSITY OF WASHINGTON · PI CRANE, HEIDI M., CROTHERS, KRISTINA ANNE · 2015 to 2025
$5.1M
Longitudinal Studies of HIV-Associated Lung Infections and ComplicationsR01HL090342 · NHLBI · YALE UNIVERSITY · PI CROTHERS, KRISTINA ANNE · 2007 to 2011
$4.0M
Consortium to improve Outcomes in HIV/AIDS, Alcohol, Aging & multi-Substance useU01AA020799 · NIAAA · NEW YORK UNIVERSITY SCHOOL OF MEDICINE · PI BRAITHWAITE, RONALD SCOTT · 2011 to 2020
$2.1M
Cardiovascular, Pulmonary and Hematological Disease in HIV: Prevention and TreatmentR56HL126538 · NHLBI · UNIVERSITY OF WASHINGTON · PI CRANE, HEIDI M., CROTHERS, KRISTINA ANNE · 2014 to 2014
$799k
NHLBI NIH HHS R01 HL090342NHLBI NIH HHS R01HL090342NHLBI NIH HHS R01 HL126538NHLBI NIH HHS R01HL126538-01A1NHLBI NIH HHS R56 HL126538NIAAA NIH HHS 1U01AA020790NIAAA NIH HHS 1U01AA020795NIAAA NIH HHS 1U01AA020799NIAAA NIH HHS 1U24AA020794NIAAA NIH HHS U01 AA020790NIAAA NIH HHS U01 AA020795NIAAA NIH HHS U01 AA020799NIAAA NIH HHS U24 AA020794NIAID NIH HHS P30 AI027757NIAID NIH HHS P30AI027757NIAID NIH HHS P30 AI027767NIAID NIH HHS P30 AI050410NIAID NIH HHS P30 AI094189NIAID NIH HHS R24AI067039
6 · The paper itself

Abstract

purposeNo 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.

methodsWe 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.

resultsICD-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).

conclusionsThese 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.

Indexed as

Data AccuracyAdministration, InhalationAge FactorsAlgorithmsBronchodilator AgentsCohort StudiesData Interpretation, StatisticalDrug PrescriptionsElectronic Health RecordsFemaleHIV InfectionsHumansInternational Classification of DiseasesLogistic ModelsMaleMiddle AgedBronchodilator Agentsarea under curvechronic obstructive pulmonary diseaseelectronic health recordsHIVpharmacoepidemiologypulmonary diseasesmoking

Identifiers

PMID29923258
PMCPMC6309326
OpenAlexW2808810697

What OpenQuestion holds

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Read underepoch 390

Registered trials

None linked

Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.