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Text Mining and Data Modeling of Karyotypes to aid in Drug Repurposing Efforts

Karyotyping, or visually examining and recording chromosomal abnormalities, is commonly used to diagnose and treat disease. Karyotypes are written in the International System for Human Cytogenetic Nomenclature (ISCN), a computationally non-readable language that precludes full analysis of these geno...

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Detalles Bibliográficos
Autores principales: Abrams, Zachary B., Peabody, Andrea L., Heerema, Nyla A., Payne, Philip R. O.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4894322/
https://www.ncbi.nlm.nih.gov/pubmed/26262336
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author Abrams, Zachary B.
Peabody, Andrea L.
Heerema, Nyla A.
Payne, Philip R. O.
author_facet Abrams, Zachary B.
Peabody, Andrea L.
Heerema, Nyla A.
Payne, Philip R. O.
author_sort Abrams, Zachary B.
collection PubMed
description Karyotyping, or visually examining and recording chromosomal abnormalities, is commonly used to diagnose and treat disease. Karyotypes are written in the International System for Human Cytogenetic Nomenclature (ISCN), a computationally non-readable language that precludes full analysis of these genomic data. In response, we developed a cytogenetic platform that transfers the ISCN karyotypes to a machine-readable model available for computational analysis. Here we use cytogenetic data from the National Cancer Institute (NCI)-curated Mitelman database1 to create a structured karyotype language. Then, drug-gene-disease triplets are generated via a computational pipeline connecting public drug-gene interaction data sources to identify potential drug repurposing opportunities.
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spelling pubmed-48943222016-06-06 Text Mining and Data Modeling of Karyotypes to aid in Drug Repurposing Efforts Abrams, Zachary B. Peabody, Andrea L. Heerema, Nyla A. Payne, Philip R. O. Stud Health Technol Inform Article Karyotyping, or visually examining and recording chromosomal abnormalities, is commonly used to diagnose and treat disease. Karyotypes are written in the International System for Human Cytogenetic Nomenclature (ISCN), a computationally non-readable language that precludes full analysis of these genomic data. In response, we developed a cytogenetic platform that transfers the ISCN karyotypes to a machine-readable model available for computational analysis. Here we use cytogenetic data from the National Cancer Institute (NCI)-curated Mitelman database1 to create a structured karyotype language. Then, drug-gene-disease triplets are generated via a computational pipeline connecting public drug-gene interaction data sources to identify potential drug repurposing opportunities. 2015 /pmc/articles/PMC4894322/ /pubmed/26262336 Text en http://creativecommons.org/licenses/by-nc/4.0/ This article is published online with Open Access by IOS Press and distributed under the terms of the Creative Commons Attribution Non-Commercial License.
spellingShingle Article
Abrams, Zachary B.
Peabody, Andrea L.
Heerema, Nyla A.
Payne, Philip R. O.
Text Mining and Data Modeling of Karyotypes to aid in Drug Repurposing Efforts
title Text Mining and Data Modeling of Karyotypes to aid in Drug Repurposing Efforts
title_full Text Mining and Data Modeling of Karyotypes to aid in Drug Repurposing Efforts
title_fullStr Text Mining and Data Modeling of Karyotypes to aid in Drug Repurposing Efforts
title_full_unstemmed Text Mining and Data Modeling of Karyotypes to aid in Drug Repurposing Efforts
title_short Text Mining and Data Modeling of Karyotypes to aid in Drug Repurposing Efforts
title_sort text mining and data modeling of karyotypes to aid in drug repurposing efforts
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4894322/
https://www.ncbi.nlm.nih.gov/pubmed/26262336
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