Semantic modelling of common data elements for rare disease registries, and a prototype workflow for their deployment over registry data
Journal of Biomedical Semantics, vol. 13, pp. 9
Abstract
BACKGROUND: The European Platform on Rare Disease Registration (EU RD Platform) aims to address the fragmentation of European rare disease (RD) patient data, scattered among hundreds of independent and non-coordinating registries, by establishing standards for integration and interoperability. The first practical output of this effort was a set of 16 Common Data Elements (CDEs) that should be implemented by all RD registries. Interoperability, however, requires decisions beyond data elements - including data models, formats, and semantics. Within the European Joint Programme on Rare Diseases (EJP RD), we aim to further the goals of the EU RD Platform by generating reusable RD semantic model templates that follow the FAIR Data Principles. RESULTS: Through a team-based iterative approach, we created semantically grounded models to represent each of the CDEs, using the SemanticScience Integrated Ontology as the core framework for representing the entities and their relationships. Within that framework, we mapped the concepts represented in the CDEs, and their possible values, into domain ontologies such as the Orphanet Rare Disease Ontology, Human Phenotype Ontology and National Cancer Institute Thesaurus. Finally, we created an exemplar, reusable ETL pipeline that we will be deploying over these non-coordinating data repositories to assist them in creating model-compliant FAIR data without requiring site-specific coding nor expertise in Linked Data or FAIR. CONCLUSIONS: Within the EJP RD project, we determined that creating reusable, expert-designed templates reduced or eliminated the requirement for our participating biomedical domain experts and rare disease data hosts to understand OWL semantics. This enabled them to publish highly expressive FAIR data using tools and approaches that were already familiar to them.
Authors 19
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Rajaram Kaliyaperumal Aachen
Leiden University Medical Center
Affiliation as printed
Leiden University Medical Center, Leiden, The Netherlands
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Mark D. Wilkinson corresponding
Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria · Centre for Plant Biotechnology and Genomics · Universidad Politécnica de Madrid
Affiliation as printed
Departamento de Biotecnología-Biología Vegetal, Escuela Técnica Superior de Ingeniería Agronómica, Alimentaria y de Biosistemas, Centro de Biotecnología y Genómica de Plantas (CBGP), Universidad Politécnica de Madrid (UPM), Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria (INIA), Pozuelo de Alarcón, Madrid, ES, Spain. mark.wilkinson@upm.es
Departamento de Biotecnología-Biología Vegetal, Escuela Técnica Superior de Ingeniería Agronómica, Alimentaria y de Biosistemas, Centro de Biotecnología y Genómica de Plantas (CBGP), Universidad Politécnica de Madrid (UPM), Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria (INIA), Pozuelo de Alarcón, Madrid, ES, Spain
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Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria · Centre for Plant Biotechnology and Genomics · Universidad Politécnica de Madrid
Affiliation as printed
Departamento de Biotecnología-Biología Vegetal, Escuela Técnica Superior de Ingeniería Agronómica, Alimentaria y de Biosistemas, Centro de Biotecnología y Genómica de Plantas (CBGP), Universidad Politécnica de Madrid (UPM), Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria (INIA), Pozuelo de Alarcón, Madrid, ES, Spain
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Amsterdam Public Health · Amsterdam University Medical Centers · University of Amsterdam
Affiliation as printed
Department of Medical Informatics, Amsterdam Public Health Research Institute, Amsterdam UMC, University of Amsterdam, Meibergdreef 9, Amsterdam, The Netherlands
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Amsterdam Public Health · Amsterdam University Medical Centers · University of Amsterdam
Affiliation as printed
Department of Medical Informatics, Amsterdam Public Health Research Institute, Amsterdam UMC, University of Amsterdam, Meibergdreef 9, Amsterdam, The Netherlands
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Radboud University Medical Center
Affiliation as printed
Centre for Molecular and Biomolecular Informatics, Radboud University Medical Center, Nijmegen, The Netherlands
Department of Medical Imaging, Radboud University Medical Center, Nijmegen, The Netherlands
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Affiliation as printed
Institute of Data Science, Paul-Henri Spaaklaan 1, Maastricht University, 6229EN, Maastricht, The Netherlands
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César H. Bernabé Aachen
Leiden University Medical Center
Affiliation as printed
Leiden University Medical Center, Leiden, The Netherlands
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Annika Jacobsen Aachen
Leiden University Medical Center
Affiliation as printed
Leiden University Medical Center, Leiden, The Netherlands
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Affiliation as printed
Division of Paediatric Nephrology, Centre for Paediatrics and Adolescent Medicine, University of Heidelberg, Heidelberg, Germany
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Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria · Centre for Plant Biotechnology and Genomics · Universidad Politécnica de Madrid
Affiliation as printed
Departamento de Biotecnología-Biología Vegetal, Escuela Técnica Superior de Ingeniería Agronómica, Alimentaria y de Biosistemas, Centro de Biotecnología y Genómica de Plantas (CBGP), Universidad Politécnica de Madrid (UPM), Instituto Nacional de Investigación y Tecnología Agraria y Alimentaria (INIA), Pozuelo de Alarcón, Madrid, ES, Spain
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Núria Queralt-Rosiñach Aachen
Leiden University Medical Center
Affiliation as printed
Leiden University Medical Center, Leiden, The Netherlands
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Radboud University Medical Center
Affiliation as printed
Department of Medical Imaging, Radboud University Medical Center, Nijmegen, The Netherlands
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University Medical Center Groningen · University of Groningen
Affiliation as printed
University of Groningen and University Medical Center Groningen, Genomics Coordination Center and Department of Genetics, Antonius Deusinglaan 1, 9713, AV, Groningen, The Netherlands
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Amsterdam Public Health · Amsterdam University Medical Centers · University of Amsterdam
Affiliation as printed
Department of Medical Informatics, Amsterdam Public Health Research Institute, Amsterdam UMC, University of Amsterdam, Meibergdreef 9, Amsterdam, The Netherlands
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University Medical Center Groningen · University of Groningen
Affiliation as printed
University of Groningen and University Medical Center Groningen, Genomics Coordination Center and Department of Genetics, Antonius Deusinglaan 1, 9713, AV, Groningen, The Netherlands
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Radboud University Medical Center · Duchenne Parent Project
Affiliation as printed
Centre for Molecular and Biomolecular Informatics, Radboud University Medical Center, Nijmegen, The Netherlands
Duchenne Parent Project, Veenendaal, The Netherlands
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Amsterdam Public Health · Amsterdam University Medical Centers · University of Amsterdam
Affiliation as printed
Department of Medical Informatics, Amsterdam Public Health Research Institute, Amsterdam UMC, University of Amsterdam, Meibergdreef 9, Amsterdam, The Netherlands
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Marco Roos Aachen
Leiden University Medical Center
Affiliation as printed
Leiden University Medical Center, Leiden, The Netherlands
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