A Conserved BDNF, Glutamate- and GABA-Enriched Gene Module Related to Human Depression Identified by Coexpression Meta-Analysis and DNA Variant Genome-Wide Association Studies

被引:75
作者
Chang, Lun-Ching [1 ]
Jamain, Stephane [2 ,3 ,4 ]
Lin, Chien-Wei [1 ]
Rujescu, Dan [5 ]
Tseng, George C. [1 ,6 ]
Sibille, Etienne [7 ]
机构
[1] Univ Pittsburgh, Dept Biostat, Pittsburgh, PA 15261 USA
[2] Hop Henri Mondor, INSERM, U955, F-94010 Creteil, France
[3] Univ Paris Est, Creteil, France
[4] Fdn FondaMental, Creteil, France
[5] Univ Halle, Dept Psychiat, Halle, Germany
[6] Univ Pittsburgh, Dept Human Genet, Pittsburgh, PA USA
[7] Univ Pittsburgh, Dept Psychiat, Ctr Neurosci, Pittsburgh, PA USA
关键词
CONVERGENT FUNCTIONAL GENOMICS; MAJOR DEPRESSION; PREFRONTAL CORTEX; MOOD DISORDERS; DISEASE; EPIDEMIOLOGY; EXPRESSION; MECHANISMS; BIOMARKERS; NETWORKS;
D O I
10.1371/journal.pone.0090980
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
07 ; 0710 ; 09 ;
摘要
Large scale gene expression (transcriptome) analysis and genome-wide association studies (GWAS) for single nucleotide polymorphisms have generated a considerable amount of gene-and disease-related information, but heterogeneity and various sources of noise have limited the discovery of disease mechanisms. As systematic dataset integration is becoming essential, we developed methods and performed meta-clustering of gene coexpression links in 11 transcriptome studies from postmortem brains of human subjects with major depressive disorder (MDD) and non-psychiatric control subjects. We next sought enrichment in the top 50 meta-analyzed coexpression modules for genes otherwise identified by GWAS for various sets of disorders. One coexpression module of 88 genes was consistently and significantly associated with GWAS for MDD, other neuropsychiatric disorders and brain functions, and for medical illnesses with elevated clinical risk of depression, but not for other diseases. In support of the superior discriminative power of this novel approach, we observed no significant enrichment for GWAS-related genes in coexpression modules extracted from single studies or in meta-modules using gene expression data from non-psychiatric control subjects. Genes in the identified module encode proteins implicated in neuronal signaling and structure, including glutamate metabotropic receptors (GRM1, GRM7), GABA receptors (GABRA2, GABRA4), and neurotrophic and development-related proteins [BDNF, reelin (RELN), Ephrin receptors (EPHA3, EPHA5)]. These results are consistent with the current understanding of molecular mechanisms of MDD and provide a set of putative interacting molecular partners, potentially reflecting components of a functional module across cells and biological pathways that are synchronously recruited in MDD, other brain disorders and MDD-related illnesses. Collectively, this study demonstrates the importance of integrating transcriptome data, gene coexpression modules and GWAS results for providing novel and complementary approaches to investigate the molecular pathology of MDD and other complex brain disorders.
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页数:11
相关论文
共 48 条
[1]  
[Anonymous], BIOL PSYCHIAT
[2]  
[Anonymous], 2005, BIOINFORMATICS COMPU
[3]  
Belmaker RH, 2008, NEW ENGL J MED, V358, P55, DOI [10.1056/NEJMra073096, 10.1038/nrdp.2016.65]
[4]   Controlling the false discovery rate in behavior genetics research [J].
Benjamini, Y ;
Drai, D ;
Elmer, G ;
Kafkafi, N ;
Golani, I .
BEHAVIOURAL BRAIN RESEARCH, 2001, 125 (1-2) :279-284
[5]   Altered cortical glutamatergic and GABAergic signal transmission with glial involvement in depression [J].
Choudary, PV ;
Molnar, M ;
Evans, SJ ;
Tomita, H ;
Li, JZ ;
Vawter, MP ;
Myers, RM ;
Bunney, WE ;
Akil, H ;
Watson, SJ ;
Jones, EG .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2005, 102 (43) :15653-15658
[6]  
Cristino A.S., 2013, MOL PSYCHIAT
[7]   Multi-tissue coexpression networks reveal unexpected subnetworks associated with disease [J].
Dobrin, Radu ;
Zhu, Jun ;
Molony, Cliona ;
Argman, Carmen ;
Parrish, Mark L. ;
Carlson, Sonia ;
Allan, Mark F. ;
Pomp, Daniel ;
Schadt, Eric E. .
GENOME BIOLOGY, 2009, 10 (05)
[8]   A neurotrophic model for stress-related mood disorders [J].
Duman, Ronald S. ;
Monteggia, Lisa M. .
BIOLOGICAL PSYCHIATRY, 2006, 59 (12) :1116-1127
[9]   1977 RIETZ LECTURE - BOOTSTRAP METHODS - ANOTHER LOOK AT THE JACKKNIFE [J].
EFRON, B .
ANNALS OF STATISTICS, 1979, 7 (01) :1-26
[10]   Systematic construction of gene coexpression networks with applications to human T helper cell differentiation process [J].
Elo, Laura L. ;
Jaervenpaeae, Henna ;
Oresic, Matej ;
Lahesmaa, Riitta ;
Aittokallio, Tero .
BIOINFORMATICS, 2007, 23 (16) :2096-2103