Can analyses of electronic patient records be independently and externally validated? The effect of statins on the mortality of patients with ischaemic heart disease: a cohort study with nested case–control analysis

Objective To conduct a fully independent and external validation of a research study based on one electronic health record database, using a different electronic database sampling the same population. Design Using the Clinical Practice Research Datalink (CPRD), we replicated a published investigatio...

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Published inBMJ open Vol. 4; no. 4; p. e004952
Main Authors Reeves, David, Springate, David A, Ashcroft, Darren M, Ryan, Ronan, Doran, Tim, Morris, Richard, Olier, Ivan, Kontopantelis, Evangelos
Format Journal Article
LanguageEnglish
Published England BMJ Publishing Group LTD 23.04.2014
BMJ Publishing Group
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ISSN2044-6055
2044-6055
DOI10.1136/bmjopen-2014-004952

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Abstract Objective To conduct a fully independent and external validation of a research study based on one electronic health record database, using a different electronic database sampling the same population. Design Using the Clinical Practice Research Datalink (CPRD), we replicated a published investigation into the effects of statins in patients with ischaemic heart disease (IHD) by a different research team using QResearch. We replicated the original methods and analysed all-cause mortality using: (1) a cohort analysis and (2) a case-control analysis nested within the full cohort. Setting Electronic health record databases containing longitudinal patient consultation data from large numbers of general practices distributed throughout the UK. Participants CPRD data for 34 925 patients with IHD from 224 general practices, compared to previously published results from QResearch for 13 029 patients from 89 general practices. The study period was from January 1996 to December 2003. Results We successfully replicated the methods of the original study very closely. In a cohort analysis, risk of death was lower by 55% for patients on statins, compared with 53% for QResearch (adjusted HR 0.45, 95% CI 0.40 to 0.50; vs 0.47, 95% CI 0.41 to 0.53). In case-control analyses, patients on statins had a 31% lower odds of death, compared with 39% for QResearch (adjusted OR 0.69, 95% CI 0.63 to 0.75; vs OR 0.61, 95% CI 0.52 to 0.72). Results were also close for individual statins. Conclusions Database differences in population characteristics and in data definitions, recording, quality and completeness had a minimal impact on key statistical outputs. The results uphold the validity of research using CPRD and QResearch by providing independent evidence that both datasets produce very similar estimates of treatment effect, leading to the same clinical and policy decisions. Together with other non-independent replication studies, there is a nascent body of evidence for wider validity.
AbstractList Objective To conduct a fully independent and external validation of a research study based on one electronic health record database, using a different electronic database sampling the same population. Design Using the Clinical Practice Research Datalink (CPRD), we replicated a published investigation into the effects of statins in patients with ischaemic heart disease (IHD) by a different research team using QResearch. We replicated the original methods and analysed all-cause mortality using: (1) a cohort analysis and (2) a case-control analysis nested within the full cohort. Setting Electronic health record databases containing longitudinal patient consultation data from large numbers of general practices distributed throughout the UK. Participants CPRD data for 34 925 patients with IHD from 224 general practices, compared to previously published results from QResearch for 13 029 patients from 89 general practices. The study period was from January 1996 to December 2003. Results We successfully replicated the methods of the original study very closely. In a cohort analysis, risk of death was lower by 55% for patients on statins, compared with 53% for QResearch (adjusted HR 0.45, 95% CI 0.40 to 0.50; vs 0.47, 95% CI 0.41 to 0.53). In case-control analyses, patients on statins had a 31% lower odds of death, compared with 39% for QResearch (adjusted OR 0.69, 95% CI 0.63 to 0.75; vs OR 0.61, 95% CI 0.52 to 0.72). Results were also close for individual statins. Conclusions Database differences in population characteristics and in data definitions, recording, quality and completeness had a minimal impact on key statistical outputs. The results uphold the validity of research using CPRD and QResearch by providing independent evidence that both datasets produce very similar estimates of treatment effect, leading to the same clinical and policy decisions. Together with other non-independent replication studies, there is a nascent body of evidence for wider validity.
To conduct a fully independent and external validation of a research study based on one electronic health record database, using a different electronic database sampling the same population. Using the Clinical Practice Research Datalink (CPRD), we replicated a published investigation into the effects of statins in patients with ischaemic heart disease (IHD) by a different research team using QResearch. We replicated the original methods and analysed all-cause mortality using: (1) a cohort analysis and (2) a case-control analysis nested within the full cohort. Electronic health record databases containing longitudinal patient consultation data from large numbers of general practices distributed throughout the UK. CPRD data for 34 925 patients with IHD from 224 general practices, compared to previously published results from QResearch for 13 029 patients from 89 general practices. The study period was from January 1996 to December 2003. We successfully replicated the methods of the original study very closely. In a cohort analysis, risk of death was lower by 55% for patients on statins, compared with 53% for QResearch (adjusted HR 0.45, 95% CI 0.40 to 0.50; vs 0.47, 95% CI 0.41 to 0.53). In case-control analyses, patients on statins had a 31% lower odds of death, compared with 39% for QResearch (adjusted OR 0.69, 95% CI 0.63 to 0.75; vs OR 0.61, 95% CI 0.52 to 0.72). Results were also close for individual statins. Database differences in population characteristics and in data definitions, recording, quality and completeness had a minimal impact on key statistical outputs. The results uphold the validity of research using CPRD and QResearch by providing independent evidence that both datasets produce very similar estimates of treatment effect, leading to the same clinical and policy decisions. Together with other non-independent replication studies, there is a nascent body of evidence for wider validity.
To conduct a fully independent and external validation of a research study based on one electronic health record database, using a different electronic database sampling the same population.OBJECTIVETo conduct a fully independent and external validation of a research study based on one electronic health record database, using a different electronic database sampling the same population.Using the Clinical Practice Research Datalink (CPRD), we replicated a published investigation into the effects of statins in patients with ischaemic heart disease (IHD) by a different research team using QResearch. We replicated the original methods and analysed all-cause mortality using: (1) a cohort analysis and (2) a case-control analysis nested within the full cohort.DESIGNUsing the Clinical Practice Research Datalink (CPRD), we replicated a published investigation into the effects of statins in patients with ischaemic heart disease (IHD) by a different research team using QResearch. We replicated the original methods and analysed all-cause mortality using: (1) a cohort analysis and (2) a case-control analysis nested within the full cohort.Electronic health record databases containing longitudinal patient consultation data from large numbers of general practices distributed throughout the UK.SETTINGElectronic health record databases containing longitudinal patient consultation data from large numbers of general practices distributed throughout the UK.CPRD data for 34 925 patients with IHD from 224 general practices, compared to previously published results from QResearch for 13 029 patients from 89 general practices. The study period was from January 1996 to December 2003.PARTICIPANTSCPRD data for 34 925 patients with IHD from 224 general practices, compared to previously published results from QResearch for 13 029 patients from 89 general practices. The study period was from January 1996 to December 2003.We successfully replicated the methods of the original study very closely. In a cohort analysis, risk of death was lower by 55% for patients on statins, compared with 53% for QResearch (adjusted HR 0.45, 95% CI 0.40 to 0.50; vs 0.47, 95% CI 0.41 to 0.53). In case-control analyses, patients on statins had a 31% lower odds of death, compared with 39% for QResearch (adjusted OR 0.69, 95% CI 0.63 to 0.75; vs OR 0.61, 95% CI 0.52 to 0.72). Results were also close for individual statins.RESULTSWe successfully replicated the methods of the original study very closely. In a cohort analysis, risk of death was lower by 55% for patients on statins, compared with 53% for QResearch (adjusted HR 0.45, 95% CI 0.40 to 0.50; vs 0.47, 95% CI 0.41 to 0.53). In case-control analyses, patients on statins had a 31% lower odds of death, compared with 39% for QResearch (adjusted OR 0.69, 95% CI 0.63 to 0.75; vs OR 0.61, 95% CI 0.52 to 0.72). Results were also close for individual statins.Database differences in population characteristics and in data definitions, recording, quality and completeness had a minimal impact on key statistical outputs. The results uphold the validity of research using CPRD and QResearch by providing independent evidence that both datasets produce very similar estimates of treatment effect, leading to the same clinical and policy decisions. Together with other non-independent replication studies, there is a nascent body of evidence for wider validity.CONCLUSIONSDatabase differences in population characteristics and in data definitions, recording, quality and completeness had a minimal impact on key statistical outputs. The results uphold the validity of research using CPRD and QResearch by providing independent evidence that both datasets produce very similar estimates of treatment effect, leading to the same clinical and policy decisions. Together with other non-independent replication studies, there is a nascent body of evidence for wider validity.
ObjectiveTo conduct a fully independent and external validation of a research study based on one electronic health record database, using a different electronic database sampling the same population.DesignUsing the Clinical Practice Research Datalink (CPRD), we replicated a published investigation into the effects of statins in patients with ischaemic heart disease (IHD) by a different research team using QResearch. We replicated the original methods and analysed all-cause mortality using: (1) a cohort analysis and (2) a case-control analysis nested within the full cohort.SettingElectronic health record databases containing longitudinal patient consultation data from large numbers of general practices distributed throughout the UK.ParticipantsCPRD data for 34 925 patients with IHD from 224 general practices, compared to previously published results from QResearch for 13 029 patients from 89 general practices. The study period was from January 1996 to December 2003.ResultsWe successfully replicated the methods of the original study very closely. In a cohort analysis, risk of death was lower by 55% for patients on statins, compared with 53% for QResearch (adjusted HR 0.45, 95% CI 0.40 to 0.50; vs 0.47, 95% CI 0.41 to 0.53). In case-control analyses, patients on statins had a 31% lower odds of death, compared with 39% for QResearch (adjusted OR 0.69, 95% CI 0.63 to 0.75; vs OR 0.61, 95% CI 0.52 to 0.72). Results were also close for individual statins.ConclusionsDatabase differences in population characteristics and in data definitions, recording, quality and completeness had a minimal impact on key statistical outputs. The results uphold the validity of research using CPRD and QResearch by providing independent evidence that both datasets produce very similar estimates of treatment effect, leading to the same clinical and policy decisions. Together with other non-independent replication studies, there is a nascent body of evidence for wider validity.
Author Doran, Tim
Kontopantelis, Evangelos
Ashcroft, Darren M
Morris, Richard
Springate, David A
Reeves, David
Ryan, Ronan
Olier, Ivan
AuthorAffiliation 4 Primary Care Clinical Sciences, School of Health and Population Sciences, University of Birmingham , Birmingham , UK
5 Department of Health Sciences , University of York , York , UK
7 Institute of Biotechnology, School of Computer Science, University of Manchester , Manchester , UK
1 NIHR School for Primary Care Research, Centre for Primary Care, Institute of Population Health, University of Manchester , Manchester , UK
6 Department of Primary Care and Population Health , Institute of Epidemiology and Health, University College London , London , UK
8 Centre for Health Informatics, Institute of Population Health, University of Manchester , Manchester , UK
3 Centre for Pharmacoepidemiology and Drug Safety Research, Manchester Pharmacy School, University of Manchester , Manchester , UK
2 Centre for Biostatistics, Institute of Population Health, University of Manchester , Manchester , UK
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BackLink https://www.ncbi.nlm.nih.gov/pubmed/24760353$$D View this record in MEDLINE/PubMed
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– notice: Published by the BMJ Publishing Group Limited. For permission to use (where not already granted under a licence) please go to http://group.bmj.com/group/rights-licensing/permissions 2014 This is an Open Access article distributed in accordance with the Creative Commons Attribution Non Commercial (CC BY-NC 3.0) license, which permits others to distribute, remix, adapt, build upon this work non-commercially, and license their derivative works on different terms, provided the original work is properly cited and the use is non-commercial. See: http://creativecommons.org/licenses/by-nc/3.0/ Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.
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crossref_citationtrail_10_1136_bmjopen_2014_004952
bmj_primary_10_1136_bmjopen_2014_004952
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Snippet Objective To conduct a fully independent and external validation of a research study based on one electronic health record database, using a different...
To conduct a fully independent and external validation of a research study based on one electronic health record database, using a different electronic...
ObjectiveTo conduct a fully independent and external validation of a research study based on one electronic health record database, using a different...
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proquest
pubmed
crossref
bmj
SourceType Open Access Repository
Aggregation Database
Index Database
Enrichment Source
Publisher
StartPage e004952
SubjectTerms Adolescent
Adult
Age Factors
Aged
Aged, 80 and over
Bias
Cardiovascular disease
Case-Control Studies
Child
Child, Preschool
Clinical medicine
Databases, Factual
Datasets
Diabetes Complications
Electronic Health Records
Female
General practice / Family practice
Hay fever
Humans
Hydroxymethylglutaryl-CoA Reductase Inhibitors - therapeutic use
Infant
Infant, Newborn
Kaplan-Meier Estimate
Male
Methods
Middle Aged
Mortality
Myocardial Ischemia - drug therapy
Myocardial Ischemia - mortality
Researchers
Risk Factors
Sex Factors
Studies
United Kingdom
Validity
Young Adult
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Title Can analyses of electronic patient records be independently and externally validated? The effect of statins on the mortality of patients with ischaemic heart disease: a cohort study with nested case–control analysis
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https://www.ncbi.nlm.nih.gov/pubmed/24760353
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https://www.proquest.com/docview/1519260860
https://pubmed.ncbi.nlm.nih.gov/PMC4010839
Volume 4
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