IJIEEB Vol. 6, No. 6, 8 Dec. 2014
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Cancer Informatics, Ontology, Medical Informatics, Machine Learning, Computer Aided Diagnosis (CAD), Knowledge Engineering
Cancer is a class of diseases characterized by out-of-control cell growth. There are over 200 different types of cancer, and each is classified by the type of cell that is initially affected. This paper discusses the technical aspects of some of the ontology-based medical systems for cancer diseases. It also proposes an ontology based system for cancer diseases knowledge management. The system can be used to help patients, students and physicians to decide what cancer type the patient has, what is the stage of the cancer and how it can be treated. The system performance and accuracy are acceptable, with a cancer diseases classification accuracy of 92%.
Marco Alfonse, Mostafa M. Aref, Abdel-Badeeh M. Salem, "An Ontology-Based System for Cancer Diseases Knowledge Management", International Journal of Information Engineering and Electronic Business(IJIEEB), vol.6, no.6, pp.55-63, 2014. DOI:10.5815/ijieeb.2014.06.07
[1]María Auxilio Medina Nieto. An Overview of Ontologies. Technical report, Center for Research in Information and Automation Technologies, Interactive and Cooperative Technologies Lab, Universidad De Las Américas Puebla − México, March 2003.
[2]The National Cancer Institute (NCI): http://www.cancer.gov/cancertopics/cancerlibrary/what-is-cancer.
[3]FIPA, Foundation for Intelligent Physical Agents. FIPA Ontology Service Specification. March 2001. http://www.fipa.org/specs/fipa00086/XC00086D.html.
[4]Abdel-Badeeh M. Salem, Marco Alfonse. "Ontological Engineering in Medicine". Medical Informatics Workshop, Third International Conference on Intelligent Computing and Information Systems, Cairo, Egypt, PP 59-74, 2007.
[5]Abidi, S.R.;, "Ontology-Based Modeling of Breast Cancer Follow-up Clinical Practice Guideline for Providing Clinical Decision Support," Computer-Based Medical Systems, 2007. CBMS '07. Twentieth IEEE International Symposium on, vol., no., pp.542-547, 20-22 June 2007.
[6]Williams, M.; Hunter, A.;, "Harnessing Ontologies for Argument-Based Decision-Making in Breast Cancer," Tools with Artificial Intelligence, 2007. ICTAI 2007. 19th IEEE International Conference on, vol.2, no., pp.254-261, 29-31 Oct. 2007.
[7]Abidi S, Abidi S, Hussain S, Shepherd M. Ontology-based modeling of clinical practice guidelines: a clinical decision support system for breast cancer follow-up interventions at primary care settings. Stud Health Technol Inform, 129(Pt 2):845–9.9, 2007.
[8]Zamboulis, L.; Poulovassilis, A.; Roussos, G.;, "Flexible data integration and ontology-based data access to medical records," BioInformatics and BioEngineering, 2008. BIBE 2008. 8th IEEE International Conference on, vol., no., pp.1-6, 8-10 Oct. 2008.
[9]Messai, R.; Bricon-Souf, N.; Simonet, M.; Mousseau, M.; , "Ontology-Based Reformulation of Health Consumer Queries Using Spreading Activation Techniques," Intelligent Computing and Cognitive Informatics (ICICCI), 2010 International Conference on , vol., no., pp.98-101, 22-23 June 2010.
[10]Lotfy Abdrabou, E.A.M.; Salem, A.M.; , "A breast cancer classifier based on a combination of case-based reasoning and ontology approach," Computer Science and Information Technology (IMCSIT), Proceedings of the 2010 International Multiconference on , vol., no., pp.3-10, 18-20 Oct. 2010.
[11]Abdel-Badeeh M. Salem, Marco Alfonse. "Building Web-Based Lung Cancer Ontology". The International Journal of Soft Computing Applications, ISSN: 1453-2277 Issue 2, PP 5-14, 2008.
[12]Abdel-Badeeh M. Salem, Marco Alfonse. "Ontological Engineering Approach for Breast Cancer Knowledge Management" Proceedings of Med-e-Tel, the International eHealth, Telemedicine and Health ICT for Education, Networking and Business. PP 320-324, Luxembourg. March 30 – April 5, 2009.
[13]Marco Alfonse, Mostafa M. Aref, Abdel-Badeeh M. Salem. "Ontology-Based Knowledge Representation for Liver Cancer". Proceedings of the International eHealth, Telemedicine and Health ICT Forum for Educational, Networking and Business. Luxembourg, G. D. of Luxembourg, ISSN 1818 – 9334, PP: 821-825, April 18-20, 2012.
[14]American Cancer Society, www.cancer.org.
[15]CancerCare , http://www.cancercare.org/.