An ontology for Autism Spectrum Disorder (ASD) to infer ASD phenotypes from Autism Diagnostic Interview-Revised data

作者: Omri Mugzach , Mor Peleg , Steven C. Bagley , Stephen J. Guter , Edwin H. Cook

DOI: 10.1016/J.JBI.2015.06.026

关键词:

摘要: Display Omitted We augmented an autism ontology with SWRL rules to infer phenotypes from ADI-R items.We represented DSM diagnostic criteria for spectrum disorder in OWL.We developed a custom Protege plugin enumerating combinatorial OWL axioms.OWL reasoner thus infers autism-related questionnaire results.We evaluated the classification results data Simons Foundation. ObjectiveOur goal is create that will allow integration and reasoning subject classify subjects, based on this classification, new knowledge Autism Spectrum Disorder (ASD) related neurodevelopmental disorders (NDD). take first step toward by extending existing automatic inference of ASD Diagnostic & Statistical Manual Mental Disorders (DSM) subjects' Interview-Revised (ADI-R) assessment data. Materials methodsKnowledge regarding instruments, risk factors was added augment via Ontology Web Language class definitions semantic web rules. axioms support many-to-many relations items categories DSM. utilized whether 2642 whose obtained Foundation Research Initiative, meet DSM-IV-TR (DSM-IV) DSM-5 their ResultsWe extended adding 443 classes 632 represent phenotypes, along synonyms, environmental factors, frequency comorbidities. Applying set showed method produced accurate results: true positive negative rates inferring autistic diagnosis according DSM-IV were 1 0.065, respectively; rate 0.94. DiscussionThe allows disease high accuracy. ConclusionThe may benefit future studies serving as base ASD. In addition, NDDs, commonalities differences manifestations could be automatically inferred, contributing understanding pathophysiology.

参考文章(51)
Marta Macedoni-Lukšič, Ingrid Petrič, Bojan Cestnik, Tanja Urbančič, Developing a Deeper Understanding of Autism: Connecting Knowledge through Literature Mining. Autism Research and Treatment. ,vol. 2011, pp. 307152- 307152 ,(2011) , 10.1155/2011/307152
Saeed Hassanpour, Martin J O’Connor, Amar K Das, A semantic-based method for extracting concept definitions from scientific publications: evaluation in the autism phenotype domain. Journal of Biomedical Semantics. ,vol. 4, pp. 14- 14 ,(2013) , 10.1186/2041-1480-4-14
Marisela Huerta, Somer L. Bishop, Amie Duncan, Vanessa Hus, Catherine Lord, Application of DSM-5 Criteria for Autism Spectrum Disorder to Three Samples of Children With DSM-IV Diagnoses of Pervasive Developmental Disorders American Journal of Psychiatry. ,vol. 169, pp. 1056- 1064 ,(2012) , 10.1176/APPI.AJP.2012.12020276
Catherine Lord, Eva Petkova, Vanessa Hus, Weijin Gan, Feihan Lu, Donna M Martin, Opal Ousley, Lisa Guy, Raphael Bernier, Jennifer Gerdts, Molly Algermissen, Agnes Whitaker, James S Sutcliffe, Zachary Warren, Ami Klin, Celine Saulnier, Ellen Hanson, Rachel Hundley, Judith Piggot, Eric Fombonne, Mandy Steiman, Judith Miles, Stephen M Kanne, Robin P Goin-Kochel, Sarika U Peters, Edwin H Cook, Stephen Guter, Jennifer Tjernagel, Lee Anne Green-Snyder, Somer Bishop, Amy Esler, Katherine Gotham, Rhiannon Luyster, Fiona Miller, Jennifer Olson, Jennifer Richler, Susan Risi, A multisite study of the clinical diagnosis of different autism spectrum disorders Archives of General Psychiatry. ,vol. 69, pp. 306- 313 ,(2012) , 10.1001/ARCHGENPSYCHIATRY.2011.148
A. Rzhetsky, D. Wajngurt, N. Park, T. Zheng, Probing genetic overlap among complex human phenotypes Proceedings of the National Academy of Sciences of the United States of America. ,vol. 104, pp. 11694- 11699 ,(2007) , 10.1073/PNAS.0704820104
Andreas M. Grabrucker, Environmental factors in autism. Frontiers in Psychiatry. ,vol. 3, pp. 118- 118 ,(2013) , 10.3389/FPSYT.2012.00118
Raphael Bernier, Christelle Golzio, Bo Xiong, Holly A Stessman, Bradley P Coe, Osnat Penn, Kali Witherspoon, Jennifer Gerdts, Carl Baker, Anneke T Vulto-van Silfhout, Janneke H Schuurs-Hoeijmakers, Marco Fichera, Paolo Bosco, Serafino Buono, Antonino Alberti, Pinella Failla, Hilde Peeters, Jean Steyaert, Lisenka ELM Vissers, Ludmila Francescatto, Heather C Mefford, Jill A Rosenfeld, Trygve Bakken, Brian J O’Roak, Matthew Pawlus, Randall Moon, Jay Shendure, David G Amaral, Ed Lein, Julia Rankin, Corrado Romano, Bert BA De Vries, Nicholas Katsanis, Evan E Eichler, Disruptive CHD8 Mutations Define a Subtype of Autism Early in Development Cell. ,vol. 158, pp. 263- 276 ,(2014) , 10.1016/J.CELL.2014.06.017
Craig J. Newschaffer, Lisa A. Croen, Julie Daniels, Ellen Giarelli, Judith K. Grether, Susan E. Levy, David S. Mandell, Lisa A. Miller, Jennifer Pinto-Martin, Judy Reaven, Ann M. Reynolds, Catherine E. Rice, Diana Schendel, Gayle C. Windham, The Epidemiology of Autism Spectrum Disorders Annual Review of Public Health. ,vol. 28, pp. 235- 258 ,(2007) , 10.1146/ANNUREV.PUBLHEALTH.28.021406.144007
Werner Ceusters, Richard H. Scheuermann, Barry Smith, Toward an Ontological Treatment of Disease and Diagnosis Summit on translational bioinformatics. ,vol. 2009, pp. 116- 120 ,(2009)
Samson W. Tu, Mor Peleg, Simona Carini, Michael Bobak, Jessica Ross, Daniel Rubin, Ida Sim, A practical method for transforming free-text eligibility criteria into computable criteria Journal of Biomedical Informatics. ,vol. 44, pp. 239- 250 ,(2011) , 10.1016/J.JBI.2010.09.007