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An Interoperability Platform Enabling Reuse of Electronic Health Records for Signal Verification Studies

Depending mostly on voluntarily sent spontaneous reports, pharmacovigilance studies are hampered by low quantity and quality of patient data. Our objective is to improve postmarket safety studies by enabling safety analysts to seamlessly access a wide range of EHR sources for collecting deidentified...

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Autores principales: Yuksel, Mustafa, Gonul, Suat, Laleci Erturkmen, Gokce Banu, Sinaci, Ali Anil, Invernizzi, Paolo, Facchinetti, Sara, Migliavacca, Andrea, Bergvall, Tomas, Depraetere, Kristof, De Roo, Jos
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Hindawi Publishing Corporation 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4830705/
https://www.ncbi.nlm.nih.gov/pubmed/27123451
http://dx.doi.org/10.1155/2016/6741418
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author Yuksel, Mustafa
Gonul, Suat
Laleci Erturkmen, Gokce Banu
Sinaci, Ali Anil
Invernizzi, Paolo
Facchinetti, Sara
Migliavacca, Andrea
Bergvall, Tomas
Depraetere, Kristof
De Roo, Jos
author_facet Yuksel, Mustafa
Gonul, Suat
Laleci Erturkmen, Gokce Banu
Sinaci, Ali Anil
Invernizzi, Paolo
Facchinetti, Sara
Migliavacca, Andrea
Bergvall, Tomas
Depraetere, Kristof
De Roo, Jos
author_sort Yuksel, Mustafa
collection PubMed
description Depending mostly on voluntarily sent spontaneous reports, pharmacovigilance studies are hampered by low quantity and quality of patient data. Our objective is to improve postmarket safety studies by enabling safety analysts to seamlessly access a wide range of EHR sources for collecting deidentified medical data sets of selected patient populations and tracing the reported incidents back to original EHRs. We have developed an ontological framework where EHR sources and target clinical research systems can continue using their own local data models, interfaces, and terminology systems, while structural interoperability and Semantic Interoperability are handled through rule-based reasoning on formal representations of different models and terminology systems maintained in the SALUS Semantic Resource Set. SALUS Common Information Model at the core of this set acts as the common mediator. We demonstrate the capabilities of our framework through one of the SALUS safety analysis tools, namely, the Case Series Characterization Tool, which have been deployed on top of regional EHR Data Warehouse of the Lombardy Region containing about 1 billion records from 16 million patients and validated by several pharmacovigilance researchers with real-life cases. The results confirm significant improvements in signal detection and evaluation compared to traditional methods with the missing background information.
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spelling pubmed-48307052016-04-27 An Interoperability Platform Enabling Reuse of Electronic Health Records for Signal Verification Studies Yuksel, Mustafa Gonul, Suat Laleci Erturkmen, Gokce Banu Sinaci, Ali Anil Invernizzi, Paolo Facchinetti, Sara Migliavacca, Andrea Bergvall, Tomas Depraetere, Kristof De Roo, Jos Biomed Res Int Research Article Depending mostly on voluntarily sent spontaneous reports, pharmacovigilance studies are hampered by low quantity and quality of patient data. Our objective is to improve postmarket safety studies by enabling safety analysts to seamlessly access a wide range of EHR sources for collecting deidentified medical data sets of selected patient populations and tracing the reported incidents back to original EHRs. We have developed an ontological framework where EHR sources and target clinical research systems can continue using their own local data models, interfaces, and terminology systems, while structural interoperability and Semantic Interoperability are handled through rule-based reasoning on formal representations of different models and terminology systems maintained in the SALUS Semantic Resource Set. SALUS Common Information Model at the core of this set acts as the common mediator. We demonstrate the capabilities of our framework through one of the SALUS safety analysis tools, namely, the Case Series Characterization Tool, which have been deployed on top of regional EHR Data Warehouse of the Lombardy Region containing about 1 billion records from 16 million patients and validated by several pharmacovigilance researchers with real-life cases. The results confirm significant improvements in signal detection and evaluation compared to traditional methods with the missing background information. Hindawi Publishing Corporation 2016 2016-03-31 /pmc/articles/PMC4830705/ /pubmed/27123451 http://dx.doi.org/10.1155/2016/6741418 Text en Copyright © 2016 Mustafa Yuksel et al. https://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Yuksel, Mustafa
Gonul, Suat
Laleci Erturkmen, Gokce Banu
Sinaci, Ali Anil
Invernizzi, Paolo
Facchinetti, Sara
Migliavacca, Andrea
Bergvall, Tomas
Depraetere, Kristof
De Roo, Jos
An Interoperability Platform Enabling Reuse of Electronic Health Records for Signal Verification Studies
title An Interoperability Platform Enabling Reuse of Electronic Health Records for Signal Verification Studies
title_full An Interoperability Platform Enabling Reuse of Electronic Health Records for Signal Verification Studies
title_fullStr An Interoperability Platform Enabling Reuse of Electronic Health Records for Signal Verification Studies
title_full_unstemmed An Interoperability Platform Enabling Reuse of Electronic Health Records for Signal Verification Studies
title_short An Interoperability Platform Enabling Reuse of Electronic Health Records for Signal Verification Studies
title_sort interoperability platform enabling reuse of electronic health records for signal verification studies
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4830705/
https://www.ncbi.nlm.nih.gov/pubmed/27123451
http://dx.doi.org/10.1155/2016/6741418
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