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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...

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Autores principales: Bona, Jonathan P, Utecht, Joseph, Bost, Sarah, Brochhausen, Mathias, Prior, Fred
Formato: Online Artículo Texto
Lenguaje:English
Publicado: IOP Publishing 2023
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.
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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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