Biomedical imaging ontologies: A survey and proposal for future work

Background: Ontology is one strategy for promoting interoperability of heterogeneous data through consistent tagging. An ontology is a controlled structured vocabulary consisting of general terms (such as "cell" or "image" or "tissue" or "microscope") that form the basis for such tagging. These terms are designed to represent the types of entities in the domain of reality that the ontology has been devised to capture; the terms are provided with logical defi nitions thereby also supporting reasoning over the tagged data. Aim: This paper provides a survey of the biomedical imaging ontologies that have been developed thus far. It outlines the challenges, particularly faced by ontologies in the fields of histopathological imaging and image analysis, and suggests a strategy for addressing these challenges in the example domain of quantitative histopathology imaging. Results and Conclusions: The ultimate goal is to support the multiscale understanding of disease that comes from using interoperable ontologies to integrate imaging data with clinical and genomics data.

[1]  Alan Ruttenberg,et al.  MIREOT: The minimum information to reference an external ontology term , 2009, Appl. Ontology.

[2]  Daniel L. Rubin,et al.  Quantitative Imaging Biomarker Ontology (QIBO) for Knowledge Representation of Biomedical Imaging Biomarkers , 2013, Journal of Digital Imaging.

[3]  Jane Hunter,et al.  Realizing the hydrogen economy through Semantic Web technologies , 2004, IEEE Intelligent Systems.

[4]  Alfred O. Hero,et al.  OBCS: The Ontology of Biological and Clinical Statistics , 2014, ICBO.

[5]  Charles E Kahn,et al.  DICOM and radiology: past, present, and future. , 2007, Journal of the American College of Radiology : JACR.

[6]  Douglas A. Creager,et al.  The Open Microscopy Environment (OME) Data Model and XML file: open tools for informatics and quantitative analysis in biological imaging , 2005, Genome Biology.

[7]  Harry Hochheiser,et al.  A flexible framework for Web interfaces to image databases: supporting user-defined ontologies and links to external databases , 2006, 3rd IEEE International Symposium on Biomedical Imaging: Nano to Macro, 2006..

[8]  Nicola Guarino,et al.  Wonderweb Deliverable D17 , 2002 .

[9]  John A Carrino,et al.  Understanding DICOM and IHE. , 2003, Seminars in roentgenology.

[10]  Johan Montagnat,et al.  OntoVIP: An Ontology for the Annotation of Object Models Used for Medical Image Simulation , 2012, 2012 IEEE Second International Conference on Healthcare Informatics, Imaging and Systems Biology.

[11]  Nigel W. Hardy,et al.  Promoting coherent minimum reporting guidelines for biological and biomedical investigations: the MIBBI project , 2008, Nature Biotechnology.

[12]  José Antonio Miñarro-Giménez,et al.  An Ontology-Based, Mobile-Optimized System for Pharmacogenomic Decision Support at the Point-of-Care , 2014, PloS one.

[13]  Jorma Isola,et al.  Linking Whole-Slide Microscope Images with DICOM by Using JPEG2000 Interactive Protocol , 2009, Journal of Digital Imaging.

[14]  Christopher G. Chute,et al.  The National Center for Biomedical Ontology , 2012, J. Am. Medical Informatics Assoc..

[15]  Jessica A. Turner,et al.  Modeling biomedical experimental processes with OBI , 2010, J. Biomed. Semant..

[16]  Bruce A Beckwith,et al.  Recent advances in standards for collaborative Digital Anatomic Pathology , 2011, Diagnostic pathology.

[17]  Rajendra Singh,et al.  Standardization in digital pathology: Supplement 145 of the DICOM standards , 2011, Journal of pathology informatics.

[18]  Kei-Hoi Cheung,et al.  A semantic web framework to integrate cancer omics data with biological knowledge , 2012, BMC Bioinformatics.

[19]  Sheng Wang,et al.  Retrieving and Indexing Spatial Data in the Cloud Computing Environment , 2009, CloudCom.

[20]  M. Ashburner,et al.  The OBO Foundry: coordinated evolution of ontologies to support biomedical data integration , 2007, Nature Biotechnology.

[21]  Sean D. Mooney,et al.  STOP using just GO: a multi-ontology hypothesis generation tool for high throughput experimentation , 2013, BMC Bioinformatics.

[22]  E. Burnside,et al.  Toward best practices in radiology reporting. , 2009, Radiology.

[23]  A. Madabhushi,et al.  Histopathological Image Analysis: A Review , 2009, IEEE Reviews in Biomedical Engineering.

[24]  Peter L Elkin,et al.  Bioprospecting the Bibleome: Adding Evidence to Support the Inflammatory Basis of Cancer. , 2012, Metabolomics : open access.

[25]  M. Fransson,et al.  A Minimum Data Set for Sharing Biobank Samples, Information, and Data: MIABIS. , 2012, Biopreservation and biobanking.

[26]  Christian J. Stoeckert,et al.  Development of an Application Ontology for Beta Cell Genomics Based On the Ontology for Biomedical Investigations , 2013, ICBO.

[27]  Hans-Peter Kriegel,et al.  Combined semantic and similarity search in medical image databases , 2011, Medical Imaging.

[28]  José L. V. Mejino,et al.  CARO - The Common Anatomy Reference Ontology , 2008, Anatomy Ontologies for Bioinformatics.

[29]  Gilles Kassel,et al.  Integration of the DOLCE top-level ontology into the OntoSpec methodology , 2005, ArXiv.

[30]  Emily Dimmer,et al.  The Gene Ontology Annotation (GOA) Database: sharing knowledge in Uniprot with Gene Ontology , 2004, Nucleic Acids Res..

[31]  Daniel L. Rubin,et al.  Creating and Curating a Terminology for Radiology: Ontology Modeling and Analysis , 2008, Journal of Digital Imaging.

[32]  Jacinto Mata Vázquez,et al.  Improving image retrieval effectiveness via query expansion using MeSH hierarchical structure. , 2013, Journal of the American Medical Informatics Association : JAMIA.

[33]  Charles E. Kahn Ontology-based Diagnostic Decision Support in Radiology , 2014, MIE.

[34]  Alexander D. Diehl,et al.  Hematopoietic cell types: Prototype for a revised cell ontology , 2009, J. Biomed. Informatics.

[35]  Jian Zhang,et al.  Protein Ontology: a controlled structured network of protein entities , 2013, Nucleic Acids Res..

[36]  Jie Zheng,et al.  Modeling a microbial community and biodiversity assay with OBO Foundry ontologies: the interoperability gains of a modular approach , 2015, Database J. Biol. Databases Curation.

[37]  B. S. Manjunath,et al.  Biological imaging software tools , 2012, Nature Methods.

[38]  Jan-Eric Litton,et al.  Biobanking for Europe , 2007, Briefings Bioinform..

[39]  Ceusters Werner,et al.  Proceedings of the Fifth International Conference on Biomedical Ontology (ICBO), Houston, 2014, (CEUR, 1327) , 2014 .

[40]  Robert Arp,et al.  Building Ontologies with Basic Formal Ontology , 2015 .

[41]  Leyla Jael García Castro,et al.  An open annotation ontology for science on web 3.0 , 2011, J. Biomed. Semant..

[42]  D. Rubin,et al.  The Annotation and Image Mark-up project. , 2009, Radiology.

[43]  C. Langlotz RadLex: a new method for indexing online educational materials. , 2006, Radiographics : a review publication of the Radiological Society of North America, Inc.

[44]  Cesar A. Lam,et al.  Informatics in radiology: radiology gamuts ontology: differential diagnosis for the Semantic Web. , 2014, Radiographics : a review publication of the Radiological Society of North America, Inc.

[45]  Olivier Palombi,et al.  My Corporis Fabrica: an ontology-based tool for reasoning and querying on complex anatomical models , 2014, Journal of Biomedical Semantics.

[46]  Johan Montagnat,et al.  NeuroLOG: sharing neuroimaging data using an ontology-based federated approach. , 2011, AMIA ... Annual Symposium proceedings. AMIA Symposium.

[47]  Jeff Z. Pan,et al.  Resource Description Framework , 2020, Definitions.

[48]  Mingxin Gan Correlating Information Contents of Gene Ontology Terms to Infer Semantic Similarity of Gene Products , 2014, Comput. Math. Methods Medicine.

[49]  Sinisa Todorovic,et al.  AISO: Annotation of Image Segments with Ontologies , 2014, Journal of Biomedical Semantics.

[50]  Nicola Guarino,et al.  WonderWeb Deliverable D17. The WonderWeb Library of Foundational Ontologies and the DOLCE ontology , 2002 .

[51]  Timothy Clark,et al.  Open Annotation Data Model , 2013 .

[52]  Ramin Khorasani,et al.  Information from Searching Content with an Ontology-Utilizing Toolkit (iSCOUT) , 2012, Journal of Digital Imaging.

[53]  David Cox,et al.  Toward a roadmap in global biobanking for health , 2012, European Journal of Human Genetics.

[54]  Ryan R Brinkman,et al.  OntoFox: web-based support for ontology reuse , 2010, BMC Research Notes.

[55]  Charles E. Kahn,et al.  An Ontology for PACS Integration , 2006, Journal of Digital Imaging.

[56]  P. Mildenberger,et al.  Introduction to the DICOM standard , 2002, European Radiology.

[57]  M CrespoAzcárate,et al.  Improving image retrieval effectiveness via query expansion using MeSH hierarchical structure. , 2013 .

[58]  J. Michael Cherry,et al.  Ontology application and use at the ENCODE DCC , 2015, Database J. Biol. Databases Curation.

[59]  Christel Daniel-Le Bozec,et al.  Standardizing the use of whole slide images in digital pathology , 2011, Comput. Medical Imaging Graph..

[60]  Daniel L Rubin,et al.  Informatics in radiology: an information model of the DICOM standard. , 2011, Radiographics : a review publication of the Radiological Society of North America, Inc.

[61]  Christoph Steinbeck,et al.  The ChEBI reference database and ontology for biologically relevant chemistry: enhancements for 2013 , 2012, Nucleic Acids Res..

[62]  Tim Clark,et al.  Open semantic annotation of scientific publications using DOMEO , 2012, J. Biomed. Semant..

[63]  Yu Qian,et al.  Toward an ontology-based framework for clinical research databases , 2011, J. Biomed. Informatics.

[64]  C. Jackson,et al.  Objective assessment of changes in nuclear morphology and cell distribution following induction of apoptosis , 2014, Diagnostic Pathology.

[65]  Alan Ruttenberg,et al.  Ontobee: A Linked Data Server and Browser for Ontology Terms , 2011, ICBO.

[66]  Herbert Van de Sompel,et al.  Designing the W3C open annotation data model , 2013, WebSci.

[67]  M. Ashburner,et al.  Gene Ontology: tool for the unification of biology , 2000, Nature Genetics.

[68]  Cornelius Rosse,et al.  The Foundational Model of Anatomy Ontology , 2008, Anatomy Ontologies for Bioinformatics.

[69]  Tanya Z. Berardini,et al.  Cross-product extensions of the Gene Ontology , 2009, J. Biomed. Informatics.

[70]  C. Rueden,et al.  Metadata matters: access to image data in the real world , 2010, The Journal of cell biology.

[71]  Mathias Brochhausen,et al.  Toward a common language for biobanking , 2014, European Journal of Human Genetics.