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Extending XNAT Platform with an Incremental Semantic Framework

Informatics increases the yield from neuroscience due to improved data. Data sharing and accessibility enable joint efforts between different research groups, as well as replication studies, pivotal for progress in the field. Research data archiving solutions are evolving rapidly to address these ne...

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Detalles Bibliográficos
Autores principales: Timón, Santiago, Rincón, Mariano, Martínez-Tomás, Rafael
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5583223/
https://www.ncbi.nlm.nih.gov/pubmed/28912709
http://dx.doi.org/10.3389/fninf.2017.00057
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author Timón, Santiago
Rincón, Mariano
Martínez-Tomás, Rafael
author_facet Timón, Santiago
Rincón, Mariano
Martínez-Tomás, Rafael
author_sort Timón, Santiago
collection PubMed
description Informatics increases the yield from neuroscience due to improved data. Data sharing and accessibility enable joint efforts between different research groups, as well as replication studies, pivotal for progress in the field. Research data archiving solutions are evolving rapidly to address these necessities, however, distributed data integration is still difficult because of the need of explicit agreements for disparate data models. To address these problems, ontologies are widely used in biomedical research to obtain common vocabularies and logical descriptions, but its application may suffer from scalability issues, domain bias, and loss of low-level data access. With the aim of improving the application of semantic models in biobanking systems, an incremental semantic framework that takes advantage of the latest advances in biomedical ontologies and the XNAT platform is designed and implemented. We follow a layered architecture that allows the alignment of multi-domain biomedical ontologies to manage data at different levels of abstraction. To illustrate this approach, the development is integrated in the JPND (EU Joint Program for Neurodegenerative Disease) APGeM project, focused on finding early biomarkers for Alzheimer's and other dementia related diseases.
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spelling pubmed-55832232017-09-14 Extending XNAT Platform with an Incremental Semantic Framework Timón, Santiago Rincón, Mariano Martínez-Tomás, Rafael Front Neuroinform Neuroscience Informatics increases the yield from neuroscience due to improved data. Data sharing and accessibility enable joint efforts between different research groups, as well as replication studies, pivotal for progress in the field. Research data archiving solutions are evolving rapidly to address these necessities, however, distributed data integration is still difficult because of the need of explicit agreements for disparate data models. To address these problems, ontologies are widely used in biomedical research to obtain common vocabularies and logical descriptions, but its application may suffer from scalability issues, domain bias, and loss of low-level data access. With the aim of improving the application of semantic models in biobanking systems, an incremental semantic framework that takes advantage of the latest advances in biomedical ontologies and the XNAT platform is designed and implemented. We follow a layered architecture that allows the alignment of multi-domain biomedical ontologies to manage data at different levels of abstraction. To illustrate this approach, the development is integrated in the JPND (EU Joint Program for Neurodegenerative Disease) APGeM project, focused on finding early biomarkers for Alzheimer's and other dementia related diseases. Frontiers Media S.A. 2017-08-31 /pmc/articles/PMC5583223/ /pubmed/28912709 http://dx.doi.org/10.3389/fninf.2017.00057 Text en Copyright © 2017 Timón, Rincón and Martínez-Tomás. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Neuroscience
Timón, Santiago
Rincón, Mariano
Martínez-Tomás, Rafael
Extending XNAT Platform with an Incremental Semantic Framework
title Extending XNAT Platform with an Incremental Semantic Framework
title_full Extending XNAT Platform with an Incremental Semantic Framework
title_fullStr Extending XNAT Platform with an Incremental Semantic Framework
title_full_unstemmed Extending XNAT Platform with an Incremental Semantic Framework
title_short Extending XNAT Platform with an Incremental Semantic Framework
title_sort extending xnat platform with an incremental semantic framework
topic Neuroscience
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5583223/
https://www.ncbi.nlm.nih.gov/pubmed/28912709
http://dx.doi.org/10.3389/fninf.2017.00057
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