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Identifying Consensus Disease Pathways in Parkinson's Disease Using an Integrative Systems Biology Approach

Parkinson's disease (PD) has had six genome-wide association studies (GWAS) conducted as well as several gene expression studies. However, only variants in MAPT and SNCA have been consistently replicated. To improve the utility of these approaches, we applied pathway analyses integrating both G...

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Autores principales: Edwards, Yvonne J. K., Beecham, Gary W., Scott, William K., Khuri, Sawsan, Bademci, Guney, Tekin, Demet, Martin, Eden R., Jiang, Zhijie, Mash, Deborah C., ffrench-Mullen, Jarlath, Pericak-Vance, Margaret A., Tsinoremas, Nicholas, Vance, Jeffery M.
Formato: Texto
Lenguaje:English
Publicado: Public Library of Science 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3043094/
https://www.ncbi.nlm.nih.gov/pubmed/21364952
http://dx.doi.org/10.1371/journal.pone.0016917
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author Edwards, Yvonne J. K.
Beecham, Gary W.
Scott, William K.
Khuri, Sawsan
Bademci, Guney
Tekin, Demet
Martin, Eden R.
Jiang, Zhijie
Mash, Deborah C.
ffrench-Mullen, Jarlath
Pericak-Vance, Margaret A.
Tsinoremas, Nicholas
Vance, Jeffery M.
author_facet Edwards, Yvonne J. K.
Beecham, Gary W.
Scott, William K.
Khuri, Sawsan
Bademci, Guney
Tekin, Demet
Martin, Eden R.
Jiang, Zhijie
Mash, Deborah C.
ffrench-Mullen, Jarlath
Pericak-Vance, Margaret A.
Tsinoremas, Nicholas
Vance, Jeffery M.
author_sort Edwards, Yvonne J. K.
collection PubMed
description Parkinson's disease (PD) has had six genome-wide association studies (GWAS) conducted as well as several gene expression studies. However, only variants in MAPT and SNCA have been consistently replicated. To improve the utility of these approaches, we applied pathway analyses integrating both GWAS and gene expression. The top 5000 SNPs (p<0.01) from a joint analysis of three existing PD GWAS were identified and each assigned to a gene. For gene expression, rather than the traditional comparison of one anatomical region between sets of patients and controls, we identified differentially expressed genes between adjacent Braak regions in each individual and adjusted using average control expression profiles. Over-represented pathways were calculated using a hyper-geometric statistical comparison. An integrated, systems meta-analysis of the over-represented pathways combined the expression and GWAS results using a Fisher's combined probability test. Four of the top seven pathways from each approach were identical. The top three pathways in the meta-analysis, with their corrected p-values, were axonal guidance (p = 2.8E-07), focal adhesion (p = 7.7E-06) and calcium signaling (p = 2.9E-05). These results support that a systems biology (pathway) approach will provide additional insight into the genetic etiology of PD and that these pathways have both biological and statistical support to be important in PD.
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spelling pubmed-30430942011-03-01 Identifying Consensus Disease Pathways in Parkinson's Disease Using an Integrative Systems Biology Approach Edwards, Yvonne J. K. Beecham, Gary W. Scott, William K. Khuri, Sawsan Bademci, Guney Tekin, Demet Martin, Eden R. Jiang, Zhijie Mash, Deborah C. ffrench-Mullen, Jarlath Pericak-Vance, Margaret A. Tsinoremas, Nicholas Vance, Jeffery M. PLoS One Research Article Parkinson's disease (PD) has had six genome-wide association studies (GWAS) conducted as well as several gene expression studies. However, only variants in MAPT and SNCA have been consistently replicated. To improve the utility of these approaches, we applied pathway analyses integrating both GWAS and gene expression. The top 5000 SNPs (p<0.01) from a joint analysis of three existing PD GWAS were identified and each assigned to a gene. For gene expression, rather than the traditional comparison of one anatomical region between sets of patients and controls, we identified differentially expressed genes between adjacent Braak regions in each individual and adjusted using average control expression profiles. Over-represented pathways were calculated using a hyper-geometric statistical comparison. An integrated, systems meta-analysis of the over-represented pathways combined the expression and GWAS results using a Fisher's combined probability test. Four of the top seven pathways from each approach were identical. The top three pathways in the meta-analysis, with their corrected p-values, were axonal guidance (p = 2.8E-07), focal adhesion (p = 7.7E-06) and calcium signaling (p = 2.9E-05). These results support that a systems biology (pathway) approach will provide additional insight into the genetic etiology of PD and that these pathways have both biological and statistical support to be important in PD. Public Library of Science 2011-02-22 /pmc/articles/PMC3043094/ /pubmed/21364952 http://dx.doi.org/10.1371/journal.pone.0016917 Text en Edwards et al. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Edwards, Yvonne J. K.
Beecham, Gary W.
Scott, William K.
Khuri, Sawsan
Bademci, Guney
Tekin, Demet
Martin, Eden R.
Jiang, Zhijie
Mash, Deborah C.
ffrench-Mullen, Jarlath
Pericak-Vance, Margaret A.
Tsinoremas, Nicholas
Vance, Jeffery M.
Identifying Consensus Disease Pathways in Parkinson's Disease Using an Integrative Systems Biology Approach
title Identifying Consensus Disease Pathways in Parkinson's Disease Using an Integrative Systems Biology Approach
title_full Identifying Consensus Disease Pathways in Parkinson's Disease Using an Integrative Systems Biology Approach
title_fullStr Identifying Consensus Disease Pathways in Parkinson's Disease Using an Integrative Systems Biology Approach
title_full_unstemmed Identifying Consensus Disease Pathways in Parkinson's Disease Using an Integrative Systems Biology Approach
title_short Identifying Consensus Disease Pathways in Parkinson's Disease Using an Integrative Systems Biology Approach
title_sort identifying consensus disease pathways in parkinson's disease using an integrative systems biology approach
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3043094/
https://www.ncbi.nlm.nih.gov/pubmed/21364952
http://dx.doi.org/10.1371/journal.pone.0016917
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