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Integrative Analysis of Common Neurodegenerative Diseases Using Gene Association, Interaction Networks and mRNA Expression Data

Alzheimer’s and Parkinson’s diseases (AD and PD) are two common neurodegenerative diseases primarily affecting memory and motor functions, respectively. In this study, we integrated data from various sources, and took a systems-biology approach to compare and contrast the molecular and network based...

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Detalles Bibliográficos
Autores principales: Liu, Yu, Koyutürk, Mehmet, Maxwell, Sean, Zhao, Zhongming, Chance, Mark R
Formato: Online Artículo Texto
Lenguaje:English
Publicado: American Medical Informatics Association 2012
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3392058/
https://www.ncbi.nlm.nih.gov/pubmed/22779053
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author Liu, Yu
Koyutürk, Mehmet
Maxwell, Sean
Zhao, Zhongming
Chance, Mark R
author_facet Liu, Yu
Koyutürk, Mehmet
Maxwell, Sean
Zhao, Zhongming
Chance, Mark R
author_sort Liu, Yu
collection PubMed
description Alzheimer’s and Parkinson’s diseases (AD and PD) are two common neurodegenerative diseases primarily affecting memory and motor functions, respectively. In this study, we integrated data from various sources, and took a systems-biology approach to compare and contrast the molecular and network based dysregulation associated with AD and PD and we integrated these data with known pathways of drug treatment. First, we identified genes that exhibit consistent prior evidence of association with each disease. Then, we extracted disease-specific sub-networks from a human interactome database using associated genes as seeds. To rank the sub-networks we used existing gene expression data from cases and controls. Comparison of resulting disease-associated genes and networks revealed significant overlap between AD and PD. In addition, the identified sub-networks correlated with known drug interdiction pathways, and suggested new potential targets for intervention.
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spelling pubmed-33920582012-07-09 Integrative Analysis of Common Neurodegenerative Diseases Using Gene Association, Interaction Networks and mRNA Expression Data Liu, Yu Koyutürk, Mehmet Maxwell, Sean Zhao, Zhongming Chance, Mark R AMIA Jt Summits Transl Sci Proc Articles Alzheimer’s and Parkinson’s diseases (AD and PD) are two common neurodegenerative diseases primarily affecting memory and motor functions, respectively. In this study, we integrated data from various sources, and took a systems-biology approach to compare and contrast the molecular and network based dysregulation associated with AD and PD and we integrated these data with known pathways of drug treatment. First, we identified genes that exhibit consistent prior evidence of association with each disease. Then, we extracted disease-specific sub-networks from a human interactome database using associated genes as seeds. To rank the sub-networks we used existing gene expression data from cases and controls. Comparison of resulting disease-associated genes and networks revealed significant overlap between AD and PD. In addition, the identified sub-networks correlated with known drug interdiction pathways, and suggested new potential targets for intervention. American Medical Informatics Association 2012-03-19 /pmc/articles/PMC3392058/ /pubmed/22779053 Text en ©2012 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
Liu, Yu
Koyutürk, Mehmet
Maxwell, Sean
Zhao, Zhongming
Chance, Mark R
Integrative Analysis of Common Neurodegenerative Diseases Using Gene Association, Interaction Networks and mRNA Expression Data
title Integrative Analysis of Common Neurodegenerative Diseases Using Gene Association, Interaction Networks and mRNA Expression Data
title_full Integrative Analysis of Common Neurodegenerative Diseases Using Gene Association, Interaction Networks and mRNA Expression Data
title_fullStr Integrative Analysis of Common Neurodegenerative Diseases Using Gene Association, Interaction Networks and mRNA Expression Data
title_full_unstemmed Integrative Analysis of Common Neurodegenerative Diseases Using Gene Association, Interaction Networks and mRNA Expression Data
title_short Integrative Analysis of Common Neurodegenerative Diseases Using Gene Association, Interaction Networks and mRNA Expression Data
title_sort integrative analysis of common neurodegenerative diseases using gene association, interaction networks and mrna expression data
topic Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3392058/
https://www.ncbi.nlm.nih.gov/pubmed/22779053
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