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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Published inPhysics in medicine & biology Vol. 68; no. 1; pp. 14003 - 14013
Main Authors Bona, Jonathan P, Utecht, Joseph, Bost, Sarah, Brochhausen, Mathias, Prior, Fred
Format Journal Article
LanguageEnglish
Published England IOP Publishing 23.12.2022
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Abstract 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.
AbstractList 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.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.
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.
Author Bona, Jonathan P
Bost, Sarah
Brochhausen, Mathias
Prior, Fred
Utecht, Joseph
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10.3389/frai.2021.649970
10.1007/s10278-013-9622-7
10.1186/1756-0500-3-175
10.1038/nbt1346
10.1145/1567274.1567278
10.1109/TNNLS.2021.3070843
10.1109/MIS.2013.123
10.1016/j.websem.2007.11.002
10.1055/s-0039-1677912
10.3233/AO-2010-0079
10.1038/sdata.2016.18
10.1186/gb-2012-13-1-r5
10.3233/978-1-61499-101-4-68
10.1200/CCI.20.00001
10.1093/nar/gkr972
10.1186/gb-2005-6-5-r46
10.1371/journal.pone.0154556
10.1186/s12859-019-3002-3
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Issue 1
Keywords tool development
data presentation
informatics technology for cancer research
knowledge representation
data integration
imaging informatics
Language English
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References Sharma (pmbac9d1dbib2) 2020; 4
Smith (pmbac9d1dbib24) 2005; 6
Ceusters (pmbac9d1dbib19) 2012
Krötzsch (pmbac9d1dbib12) 2014; 29
(pmbac9d1dbib5) 2021
Ji (pmbac9d1dbib6) 2022; 33
pmbac9d1dbib30
Bona (pmbac9d1dbib7) 2018
Gackenheimer (pmbac9d1dbib25) 2015
pmbac9d1dbib13
Bona (pmbac9d1dbib31) 2022; 4
Balhoff (pmbac9d1dbib17) 2017
Bernstein (pmbac9d1dbib28) 2014; 1
Clark (pmbac9d1dbib1) 2013; 26
Richardson (pmbac9d1dbib4) 2013
Arp (pmbac9d1dbib10) 2015
Smith (pmbac9d1dbib9) 2010; 5
Battle (pmbac9d1dbib26) 2008; 6
Nicholas (pmbac9d1dbib27) 2012; 53
Pérez (pmbac9d1dbib23) 2009; 34
Smith (pmbac9d1dbib8) 2007; 25
Mungall (pmbac9d1dbib16) 2012; 13
Schriml (pmbac9d1dbib14) 2012; 40
Xiang (pmbac9d1dbib21) 2010; 3
pmbac9d1dbib20
Jackson (pmbac9d1dbib22) 2019; 20
Wilkinson (pmbac9d1dbib3) 2016; 3
Bandrowski (pmbac9d1dbib15) 2016; 11
Bona (pmbac9d1dbib18) 2019; 28
Hitzler (pmbac9d1dbib11) 2012
pmbac9d1dbib29
References_xml – ident: pmbac9d1dbib30
– volume: 1
  start-page: 81
  year: 2014
  ident: pmbac9d1dbib28
  article-title: Containers and cloud: from LXC to docker to kubernetes
  publication-title: IEEE Cloud Comput.
  doi: 10.1109/MCC.2014.51
– ident: pmbac9d1dbib13
– year: 2015
  ident: pmbac9d1dbib25
– volume: 4
  year: 2022
  ident: pmbac9d1dbib31
  article-title: Semantic integration of multi-modal data and derived neuroimaging results using the platform for imaging in precision medicine (PRISM) in the arkansas imaging enterprise system (ARIES)
  publication-title: Front. Artif. Intell.
  doi: 10.3389/frai.2021.649970
– ident: pmbac9d1dbib20
– volume: 26
  start-page: 1045
  year: 2013
  ident: pmbac9d1dbib1
  article-title: The cancer imaging archive (TCIA): maintaining and operating a public information repository
  publication-title: J. Digit. Imaging
  doi: 10.1007/s10278-013-9622-7
– volume: 3
  year: 2010
  ident: pmbac9d1dbib21
  article-title: OntoFox: web-based support for ontology reuse
  publication-title: BMC Res. Notes
  doi: 10.1186/1756-0500-3-175
– volume: 25
  start-page: 1251
  year: 2007
  ident: pmbac9d1dbib8
  article-title: The OBO foundry: coordinated evolution of ontologies to support biomedical data integration
  publication-title: Nat. Biotechnol.
  doi: 10.1038/nbt1346
– year: 2015
  ident: pmbac9d1dbib10
– volume: 34
  start-page: 1
  year: 2009
  ident: pmbac9d1dbib23
  article-title: Semantics and complexity of SPARQL
  publication-title: ACM Trans. Database Syst.
  doi: 10.1145/1567274.1567278
– year: 2012
  ident: pmbac9d1dbib11
– volume: 33
  start-page: 494
  year: 2022
  ident: pmbac9d1dbib6
  article-title: A survey on knowledge graphs: representation, acquisition, and applications
  publication-title: IEEE Trans. Neural Netw. Learn. Syst.
  doi: 10.1109/TNNLS.2021.3070843
– year: 2013
  ident: pmbac9d1dbib4
– volume: 29
  start-page: 12
  year: 2014
  ident: pmbac9d1dbib12
  article-title: Description Logics
  publication-title: IEEE Intell. Syst.
  doi: 10.1109/MIS.2013.123
– volume: 6
  start-page: 61
  year: 2008
  ident: pmbac9d1dbib26
  article-title: Bridging the semantic web and web 2.0 with representational state transfer (REST)
  publication-title: J. Web Semant.
  doi: 10.1016/j.websem.2007.11.002
– volume: 28
  start-page: 140
  year: 2019
  ident: pmbac9d1dbib18
  article-title: Enhancing clinical data and clinical research data with biomedical ontologies - insights from the knowledge representation perspective
  publication-title: Yearb Med. Inf.
  doi: 10.1055/s-0039-1677912
– volume: 53
  start-page: 1009
  year: 2012
  ident: pmbac9d1dbib27
  article-title: The national biomedical imaging archive: a repository of advanced imaging information
  publication-title: J. Nucl. Med.
– volume: 5
  start-page: 139
  year: 2010
  ident: pmbac9d1dbib9
  article-title: Ontological realism: a methodology for coordinated evolution of scientific ontologies
  publication-title: App. Ontol.
  doi: 10.3233/AO-2010-0079
– volume: 3
  year: 2016
  ident: pmbac9d1dbib3
  article-title: The FAIR Guiding Principles for scientific data management and stewardship
  publication-title: Sci. Data
  doi: 10.1038/sdata.2016.18
– volume: 13
  year: 2012
  ident: pmbac9d1dbib16
  article-title: Uberon, an integrative multi-species anatomy ontology
  publication-title: Genome Biol.
  doi: 10.1186/gb-2012-13-1-r5
– start-page: 68
  year: 2012
  ident: pmbac9d1dbib19
  article-title: An information artifact ontology perspective on data collections and associated representational artifacts
  doi: 10.3233/978-1-61499-101-4-68
– year: 2021
  ident: pmbac9d1dbib5
  article-title: What is a knowledge graph?
– volume: 4
  start-page: 491
  year: 2020
  ident: pmbac9d1dbib2
  article-title: PRISM: a platform for imaging in precision medicine
  publication-title: JCO Clin. Cancer Inf.
  doi: 10.1200/CCI.20.00001
– volume: 40
  start-page: D940
  year: 2012
  ident: pmbac9d1dbib14
  article-title: Disease Ontology: a backbone for disease semantic integration
  publication-title: Nucleic Acids Res.
  doi: 10.1093/nar/gkr972
– volume: 6
  year: 2005
  ident: pmbac9d1dbib24
  article-title: Relations in biomedical ontologies
  publication-title: Genome Biol.
  doi: 10.1186/gb-2005-6-5-r46
– year: 2018
  ident: pmbac9d1dbib7
  article-title: Ontology-enhanced representations of non-image data in the cancer imaging archive
– volume: 11
  year: 2016
  ident: pmbac9d1dbib15
  article-title: The ontology for biomedical investigations
  publication-title: PLoS One
  doi: 10.1371/journal.pone.0154556
– start-page: 1
  year: 2017
  ident: pmbac9d1dbib17
  article-title: Tailoring the NCI Thesaurus for use in the OBO Library
– volume: 20
  year: 2019
  ident: pmbac9d1dbib22
  article-title: ROBOT: a tool for automating ontology workflows
  publication-title: BMC Bioinf.
  doi: 10.1186/s12859-019-3002-3
– ident: pmbac9d1dbib29
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Snippet The cancer imaging archive (TICA) receives and manages an ever-increasing quantity of clinical (non-image) data containing valuable information about subjects...
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SubjectTerms data integration
data presentation
Databases, Factual
Diagnostic Imaging
Humans
imaging informatics
informatics technology for cancer research
Informatics Tools for Cancer Research
knowledge representation
Neoplasms - diagnostic imaging
Semantics
Software
tool development
Title The PRISM semantic cohort builder: a novel tool to search and access clinical data in TCIA imaging collections
URI https://iopscience.iop.org/article/10.1088/1361-6560/ac9d1d
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