Weighted gene co-expression network analysis of the peripheral blood from Amyotrophic Lateral Sclerosis patients

被引:142
作者
Saris, Christiaan G. J. [2 ]
Horvath, Steve [1 ,3 ]
van Vught, Paul W. J. [2 ]
van Es, Michael A. [2 ]
Blauw, Hylke M. [2 ]
Fuller, Tova F. [1 ]
Langfelder, Peter [1 ,3 ]
DeYoung, Joseph [4 ]
Wokke, John H. J. [2 ]
Veldink, Jan H. [2 ]
van den Berg, Leonard H. [2 ]
Ophoff, Roel A. [1 ,4 ,5 ,6 ]
机构
[1] Univ Calif Los Angeles, Sch Med, Dept Human Genet, Los Angeles, CA 90095 USA
[2] Univ Med Ctr Utrecht, Rudolf Magnus Inst Neurosci, Dept Neurol, NL-3584 CX Utrecht, Netherlands
[3] Univ Calif Los Angeles, Sch Med, Dept Biostat, Los Angeles, CA 90095 USA
[4] Univ Calif Los Angeles, Sch Med, Semel Inst Neurosci & Human Behav, Los Angeles, CA 90095 USA
[5] Univ Med Ctr Utrecht, Dept Med Genet, NL-3584 CG Utrecht, Netherlands
[6] Univ Med Ctr Utrecht, Rudolf Magnus Inst Neurosci, NL-3584 CG Utrecht, Netherlands
基金
美国国家卫生研究院;
关键词
GENOME-WIDE ASSOCIATION; TRANSGENIC MOUSE MODEL; SPINAL MOTOR-NEURONS; DIFFERENTIAL EXPRESSION; HUNTINGTONS-DISEASE; CELLULAR PATHWAYS; FAMILIAL ALS; MODULES; SUSCEPTIBILITY; MICE;
D O I
10.1186/1471-2164-10-405
中图分类号
Q81 [生物工程学(生物技术)]; Q93 [微生物学];
学科分类号
071005 ; 0836 ; 090102 ; 100705 ;
摘要
Background: Amyotrophic Lateral Sclerosis (ALS) is a lethal disorder characterized by progressive degeneration of motor neurons in the brain and spinal cord. Diagnosis is mainly based on clinical symptoms, and there is currently no therapy to stop the disease or slow its progression. Since access to spinal cord tissue is not possible at disease onset, we investigated changes in gene expression profiles in whole blood of ALS patients. Results: Our transcriptional study showed dramatic changes in blood of ALS patients; 2,300 probes (9.4%) showed significant differential expression in a discovery dataset consisting of 30 ALS patients and 30 healthy controls. Weighted gene co-expression network analysis (WGCNA) was used to find disease-related networks (modules) and disease related hub genes. Two large co-expression modules were found to be associated with ALS. Our findings were replicated in a second (30 patients and 30 controls) and third dataset (63 patients and 63 controls), thereby demonstrating a highly significant and consistent association of two large co-expression modules with ALS disease status. Ingenuity Pathway Analysis of the ALS related module genes implicates enrichment of functional categories related to genetic disorders, neurodegeneration of the nervous system and inflammatory disease. The ALS related modules contain a number of candidate genes possibly involved in pathogenesis of ALS. Conclusion: This first large-scale blood gene expression study in ALS observed distinct patterns between cases and controls which may provide opportunities for biomarker development as well as new insights into the molecular mechanisms of the disease.
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页数:16
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