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

被引:63
作者
Edwards, Yvonne J. K. [1 ]
Beecham, Gary W. [1 ]
Scott, William K. [1 ]
Khuri, Sawsan [2 ]
Bademci, Guney [1 ]
Tekin, Demet [1 ]
Martin, Eden R. [1 ]
Jiang, Zhijie [2 ]
Mash, Deborah C. [3 ]
Ffrench-Mullen, Jarlath [4 ]
Pericak-Vance, Margaret A. [1 ]
Tsinoremas, Nicholas [2 ]
Vance, Jeffery M. [1 ]
机构
[1] Univ Miami, Miller Sch Med, John P Hussman Inst Human Genom, Miami, FL 33136 USA
[2] Univ Miami, Miller Sch Med, Ctr Computat Sci, Miami, FL 33136 USA
[3] Univ Miami, Miller Sch Med, Dept Neurol & Mol & Cellular Pharmacol, Miami, FL 33136 USA
[4] Gene Log, Gaithersburg, MD USA
关键词
GENOME-WIDE ASSOCIATION; BRAIN-BARRIER DISRUPTION; GENE-EXPRESSION; AXON GUIDANCE; NEURONAL VULNERABILITY; COMPLEX DISEASE; RISK-FACTORS; CALCIUM; BIOINFORMATICS; SUSCEPTIBILITY;
D O I
10.1371/journal.pone.0016917
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
070301 [无机化学]; 070403 [天体物理学]; 070507 [自然资源与国土空间规划学]; 090105 [作物生产系统与生态工程];
摘要
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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页数:11
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