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Identifying Family History and Substance Use Associations for Adult Epilepsy from the Electronic Health Record

Epilepsy is a prevalent chronic neurological disorder afflicting about 50 million people worldwide. There is evidence of a strong relationship between familial risk factors and epilepsy, as well as associations with substance use. The goal of this study was to explore the interactions between famili...

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Autores principales: Wang, Yan, Chen, Elizabeth S., Leppik, Ilo, Pakhomov, Serguei, Sarkar, Indra Neil, Melton, Genevieve B.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Medical Informatics Association 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5001738/
https://www.ncbi.nlm.nih.gov/pubmed/27570679
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author Wang, Yan
Chen, Elizabeth S.
Leppik, Ilo
Pakhomov, Serguei
Sarkar, Indra Neil
Melton, Genevieve B.
author_facet Wang, Yan
Chen, Elizabeth S.
Leppik, Ilo
Pakhomov, Serguei
Sarkar, Indra Neil
Melton, Genevieve B.
author_sort Wang, Yan
collection PubMed
description Epilepsy is a prevalent chronic neurological disorder afflicting about 50 million people worldwide. There is evidence of a strong relationship between familial risk factors and epilepsy, as well as associations with substance use. The goal of this study was to explore the interactions between familial risk factors and substance use based on structured data from the family and social history modules of an electronic health record system for adult epilepsy patients. A total of 8,957patients with 38,802 family history entries and 8,822 substance use entries were gathered and mined for associations at different levels of granularity for three age groupings (>18, 18-64, and ≥65 years old). Our results demonstrate the value of an association rule mining approach to validate knowledge of familial risk factors. The preliminary findings also suggest that substance use does not demonstrate significant association between social and familial risk factors for epilepsy.
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spelling pubmed-50017382016-08-26 Identifying Family History and Substance Use Associations for Adult Epilepsy from the Electronic Health Record Wang, Yan Chen, Elizabeth S. Leppik, Ilo Pakhomov, Serguei Sarkar, Indra Neil Melton, Genevieve B. AMIA Jt Summits Transl Sci Proc Articles Epilepsy is a prevalent chronic neurological disorder afflicting about 50 million people worldwide. There is evidence of a strong relationship between familial risk factors and epilepsy, as well as associations with substance use. The goal of this study was to explore the interactions between familial risk factors and substance use based on structured data from the family and social history modules of an electronic health record system for adult epilepsy patients. A total of 8,957patients with 38,802 family history entries and 8,822 substance use entries were gathered and mined for associations at different levels of granularity for three age groupings (>18, 18-64, and ≥65 years old). Our results demonstrate the value of an association rule mining approach to validate knowledge of familial risk factors. The preliminary findings also suggest that substance use does not demonstrate significant association between social and familial risk factors for epilepsy. American Medical Informatics Association 2016-07-20 /pmc/articles/PMC5001738/ /pubmed/27570679 Text en ©2016 AMIA - All rights reserved. This is an Open Access article: verbatim copying and redistribution of this article are permitted in all media for any purpose
spellingShingle Articles
Wang, Yan
Chen, Elizabeth S.
Leppik, Ilo
Pakhomov, Serguei
Sarkar, Indra Neil
Melton, Genevieve B.
Identifying Family History and Substance Use Associations for Adult Epilepsy from the Electronic Health Record
title Identifying Family History and Substance Use Associations for Adult Epilepsy from the Electronic Health Record
title_full Identifying Family History and Substance Use Associations for Adult Epilepsy from the Electronic Health Record
title_fullStr Identifying Family History and Substance Use Associations for Adult Epilepsy from the Electronic Health Record
title_full_unstemmed Identifying Family History and Substance Use Associations for Adult Epilepsy from the Electronic Health Record
title_short Identifying Family History and Substance Use Associations for Adult Epilepsy from the Electronic Health Record
title_sort identifying family history and substance use associations for adult epilepsy from the electronic health record
topic Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5001738/
https://www.ncbi.nlm.nih.gov/pubmed/27570679
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