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The PRISM semantic cohort builder: a novel tool to search and access clinical data in TCIA imaging collections
The cancer imaging archive (TICA) receives and manages an ever-increasing quantity of clinical (non-image) data containing valuable information about subjects in imaging collections. To harmonize and integrate these data, we have first cataloged the types of information occurring across public TCIA...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
IOP Publishing
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9855624/ https://www.ncbi.nlm.nih.gov/pubmed/36279873 http://dx.doi.org/10.1088/1361-6560/ac9d1d |
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author | Bona, Jonathan P Utecht, Joseph Bost, Sarah Brochhausen, Mathias Prior, Fred |
author_facet | Bona, Jonathan P Utecht, Joseph Bost, Sarah Brochhausen, Mathias Prior, Fred |
author_sort | Bona, Jonathan P |
collection | PubMed |
description | The cancer imaging archive (TICA) receives and manages an ever-increasing quantity of clinical (non-image) data containing valuable information about subjects in imaging collections. To harmonize and integrate these data, we have first cataloged the types of information occurring across public TCIA collections. We then produced mappings for these diverse instance data using ontology-based representation patterns and transformed the data into a knowledge graph in a semantic database. This repository combined the transformed instance data with relevant background knowledge from domain ontologies. The resulting repository of semantically integrated data is a rich source of information about subjects that can be queried across imaging collections. Building on this work we have implemented and deployed a REST API and a user-facing semantic cohort builder tool. This tool allows allow researchers and other users to search and identify groups of subject-level records based on non-image data that were not queryable prior to this work. The search results produced by this interface link to images, allowing users to quickly identify and view images matching the selection criteria, as well as allowing users to export the harmonized clinical data. |
format | Online Article Text |
id | pubmed-9855624 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | IOP Publishing |
record_format | MEDLINE/PubMed |
spelling | pubmed-98556242023-01-23 The PRISM semantic cohort builder: a novel tool to search and access clinical data in TCIA imaging collections Bona, Jonathan P Utecht, Joseph Bost, Sarah Brochhausen, Mathias Prior, Fred Phys Med Biol Paper The cancer imaging archive (TICA) receives and manages an ever-increasing quantity of clinical (non-image) data containing valuable information about subjects in imaging collections. To harmonize and integrate these data, we have first cataloged the types of information occurring across public TCIA collections. We then produced mappings for these diverse instance data using ontology-based representation patterns and transformed the data into a knowledge graph in a semantic database. This repository combined the transformed instance data with relevant background knowledge from domain ontologies. The resulting repository of semantically integrated data is a rich source of information about subjects that can be queried across imaging collections. Building on this work we have implemented and deployed a REST API and a user-facing semantic cohort builder tool. This tool allows allow researchers and other users to search and identify groups of subject-level records based on non-image data that were not queryable prior to this work. The search results produced by this interface link to images, allowing users to quickly identify and view images matching the selection criteria, as well as allowing users to export the harmonized clinical data. IOP Publishing 2023-01-07 2022-12-23 /pmc/articles/PMC9855624/ /pubmed/36279873 http://dx.doi.org/10.1088/1361-6560/ac9d1d Text en © 2022 The Author(s). Published on behalf of Institute of Physics and Engineering in Medicine by IOP Publishing Ltd https://creativecommons.org/licenses/by/4.0/Original content from this work may be used under the terms of the Creative Commons Attribution 4.0 licence (https://creativecommons.org/licenses/by/4.0/) . Any further distribution of this work must maintain attribution to the author(s) and the title of the work, journal citation and DOI. |
spellingShingle | Paper Bona, Jonathan P Utecht, Joseph Bost, Sarah Brochhausen, Mathias Prior, Fred The PRISM semantic cohort builder: a novel tool to search and access clinical data in TCIA imaging collections |
title | The PRISM semantic cohort builder: a novel tool to search and access clinical data in TCIA imaging collections |
title_full | The PRISM semantic cohort builder: a novel tool to search and access clinical data in TCIA imaging collections |
title_fullStr | The PRISM semantic cohort builder: a novel tool to search and access clinical data in TCIA imaging collections |
title_full_unstemmed | The PRISM semantic cohort builder: a novel tool to search and access clinical data in TCIA imaging collections |
title_short | The PRISM semantic cohort builder: a novel tool to search and access clinical data in TCIA imaging collections |
title_sort | prism semantic cohort builder: a novel tool to search and access clinical data in tcia imaging collections |
topic | Paper |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9855624/ https://www.ncbi.nlm.nih.gov/pubmed/36279873 http://dx.doi.org/10.1088/1361-6560/ac9d1d |
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