Metadata for Data dIscoverability aNd Study rEplicability in obseRVAtional Studies (MINERVA): Development and Pilot of a Metadata List and Catalogue in Europe
Pharmacoepidemiology and Drug Safety, vol. 33, pp. e5871
Abstract
PURPOSE: Metadata for data dIscoverability aNd study rEplicability in obseRVAtional studies (MINERVA), a European Medicines Agency-funded project (EUPAS39322), defined a set of metadata to describe real-world data sources (RWDSs) and piloted metadata collection in a prototype catalogue to assist investigators from data source discoverability through study conduct. METHODS: A list of metadata was created from a review of existing metadata catalogues and recommendations, structured interviews, a stakeholder survey, and a technical workshop. The prototype was designed to comply with the FAIR principles (findable, accessible, interoperable, reusable), using MOLGENIS software. Metadata collection was piloted by 15 data access partners (DAPs) from across Europe. RESULTS: A total of 442 metadata variables were defined in six domains: institutions (organizations connected to a data source); data banks (data collections sustained by an organization); data sources (collections of linkable data banks covering a common underlying population); studies; networks (of institutions); and common data models (CDMs). A total of 26 institutions were recorded in the prototype. Each DAP populated the metadata of one data source and its selected data banks. The number of data banks varied by data source; the most common data banks were hospital administrative records and pharmacy dispensation records (10 data sources each). Quantitative metadata were successfully extracted from three data sources conforming to different CDMs and entered into the prototype. CONCLUSIONS: A metadata list was finalized, a prototype was successfully populated, and a good practice guide was developed. Setting up and maintaining a metadata catalogue on RWDSs will require substantial effort to support discoverability of data sources and reproducibility of studies in Europe.
Authors 46
-
Romin Pajouheshnia corresponding
Utrecht University · RTI Health Solutions
Affiliation as printed
Department of Epidemiology RTI Health Solutions Barcelona Spain
Division of Pharmacoepidemiology and Clinical Pharmacology Utrecht University Utrecht The Netherlands
-
Agenzia Regionale di Sanità della Toscana
Affiliation as printed
Agenzia Regionale di Sanità della Toscana Florence Italy
-
Affiliation as printed
Department of Epidemiology RTI Health Solutions Barcelona Spain
-
University Medical Center Groningen
Affiliation as printed
Department of Genetics University Medical Centre Groningen Groningen The Netherlands
-
University Medical Center Groningen
Affiliation as printed
Department of Genetics University Medical Centre Groningen Groningen The Netherlands
-
University Medical Center Utrecht
Affiliation as printed
University Medical Centre Utrecht Utrecht The Netherlands
-
Affiliation as printed
Department of Epidemiology RTI Health Solutions Barcelona Spain
-
Affiliation as printed
Department of Epidemiology RTI Health Solutions Barcelona Spain
-
Aarhus University · Aarhus University Hospital
Affiliation as printed
Department of Clinical Epidemiology Aarhus University and Aarhus University Hospital Aarhus Denmark
-
Agenzia Regionale di Sanità della Toscana
Affiliation as printed
Agenzia Regionale di Sanità della Toscana Florence Italy
-
Agencia Española de Medicamentos y Productos Sanitarios
Affiliation as printed
Base de datos para la Investigación Farmacoepidemiológica en Atención Primaria Agencia Española de Medicamentos y Productos Sanitarios Madrid Spain
-
Agencia Española de Medicamentos y Productos Sanitarios
Affiliation as printed
Base de datos para la Investigación Farmacoepidemiológica en Atención Primaria Agencia Española de Medicamentos y Productos Sanitarios Madrid Spain
-
Leibniz Institute for Prevention Research and Epidemiology - BIPS
Affiliation as printed
Leibniz Institute for Prevention Research and Epidemiology Bremen Germany
-
University of Bremen · Leibniz Institute for Prevention Research and Epidemiology - BIPS
Affiliation as printed
Faculty of Human and Health Science University of Bremen Bremen Germany
Leibniz Institute for Prevention Research and Epidemiology Bremen Germany
-
Université de Bordeaux · Inserm · Centre d'Investigation Clinique Plurithématique de Bordeaux
Affiliation as printed
Bordeaux PharmacoEpi INSERM CIC‐P 1401 Université de Bordeaux Bordeaux France
-
Université de Bordeaux · Inserm · Centre d'Investigation Clinique Plurithématique de Bordeaux
Affiliation as printed
Bordeaux PharmacoEpi INSERM CIC‐P 1401 Université de Bordeaux Bordeaux France
-
Université de Bordeaux · Inserm · Centre d'Investigation Clinique Plurithématique de Bordeaux
Affiliation as printed
Bordeaux PharmacoEpi INSERM CIC‐P 1401 Université de Bordeaux Bordeaux France
-
Silvia Zaccagnino Aachen
European Society for Blood and Marrow Transplantation
Affiliation as printed
European Society for Blood & Marrow Transplantation Leiden The Netherlands
-
María Paula Busto Aachen
European Society for Blood and Marrow Transplantation
Affiliation as printed
European Society for Blood & Marrow Transplantation Leiden The Netherlands
-
Bas M Middelkoop Aachen
European Society for Blood and Marrow Transplantation
Affiliation as printed
European Society for Blood & Marrow Transplantation Leiden The Netherlands
-
Affiliation as printed
Department of Epidemiology Karolinska Institutet Stockholm Sweden
-
Fundación para el Fomento de la Investigación Sanitaria y Biomédica de la Comunitat Valenciana
Affiliation as printed
Foundation for the Promotion of Health and Biomedical Research of the Valencia Region Valencia Spain
-
Fundación para el Fomento de la Investigación Sanitaria y Biomédica de la Comunitat Valenciana
Affiliation as printed
Foundation for the Promotion of Health and Biomedical Research of the Valencia Region Valencia Spain
-
Fundación para el Fomento de la Investigación Sanitaria y Biomédica de la Comunitat Valenciana
Affiliation as printed
Foundation for the Promotion of Health and Biomedical Research of the Valencia Region Valencia Spain
-
Fundación para el Fomento de la Investigación Sanitaria y Biomédica de la Comunitat Valenciana
Affiliation as printed
Foundation for the Promotion of Health and Biomedical Research of the Valencia Region Valencia Spain
-
Grupo Español de Trabajo en Enfermedad de Crohn y Colitis Ulcerosa
Affiliation as printed
Spanish Working Group on Crohn's Disease and Ulcerative Colitis Bilbao Spain
-
Hospital Universitario Miguel Servet · Instituto de Investigación Sanitaria Aragón · Instituto Aragonés de Ciencias de la Salud
Affiliation as printed
EpiChron Research Group Aragon Health Sciences Institute (IACS), IIS Aragón, Miguel Servet University Hospital Zaragoza Spain
-
Andalusian Health Service · Hospital Universitario Miguel Servet · Instituto de Investigación Sanitaria Aragón · Instituto Aragonés de Ciencias de la Salud
Affiliation as printed
EpiChron Research Group Aragon Health Sciences Institute (IACS), IIS Aragón, Miguel Servet University Hospital Zaragoza Spain
Technical Advisory Subdirectorate of Information Management (STAGI) Andalusian Health Service (SAS) Seville Spain
-
Hospital Universitario Miguel Servet · Instituto de Investigación Sanitaria Aragón · Instituto Aragonés de Ciencias de la Salud
Affiliation as printed
EpiChron Research Group Aragon Health Sciences Institute (IACS), IIS Aragón, Miguel Servet University Hospital Zaragoza Spain
-
Hospital Universitario Miguel Servet · Instituto de Investigación Sanitaria Aragón · Instituto Aragonés de Ciencias de la Salud
Affiliation as printed
EpiChron Research Group Aragon Health Sciences Institute (IACS), IIS Aragón, Miguel Servet University Hospital Zaragoza Spain
-
London School of Hygiene & Tropical Medicine
Affiliation as printed
London School of Hygiene and Tropical Medicine London UK
-
Affiliation as printed
PHARMO Institute for Drug Outcomes Research Utrecht The Netherlands
-
Affiliation as printed
PHARMO Institute for Drug Outcomes Research Utrecht The Netherlands
-
Affiliation as printed
Faculty of Pharmacy University of Ljubljana Ljubljana Slovenia
-
Affiliation as printed
Faculty of Pharmacy University of Ljubljana Ljubljana Slovenia
-
Affiliation as printed
Faculty of Pharmacy University of Ljubljana Ljubljana Slovenia
-
Affiliation as printed
Faculty of Pharmacy University of Ljubljana Ljubljana Slovenia
-
Affiliation as printed
Institute of Genomics, University of Tartu Tartu Estonia
-
Affiliation as printed
Institute of Genomics, University of Tartu Tartu Estonia
-
Affiliation as printed
Institute of Genomics, University of Tartu Tartu Estonia
-
Affiliation as printed
European Medicines Agency Amsterdam The Netherlands
-
Affiliation as printed
European Medicines Agency Amsterdam The Netherlands
-
Affiliation as printed
European Medicines Agency Amsterdam The Netherlands
-
Affiliation as printed
European Medicines Agency Amsterdam The Netherlands
-
Affiliation as printed
European Medicines Agency Amsterdam The Netherlands
-
Affiliation as printed
Department of Epidemiology RTI Health Solutions Barcelona Spain
Cited by 10 stored of 10
10 results
No patents citing this paper on Lens.org (checked 2026-10-11).
References 16
-
W7074157285details pending0citations
16 results