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Published in: Molecular Autism 1/2014

Open Access 01-12-2014 | Research

DAWN: a framework to identify autism genes and subnetworks using gene expression and genetics

Authors: Li Liu, Jing Lei, Stephan J Sanders, Arthur Jeremy Willsey, Yan Kou, Abdullah Ercument Cicek, Lambertus Klei, Cong Lu, Xin He, Mingfeng Li, Rebecca A Muhle, Avi Ma’ayan, James P Noonan, Nenad Šestan, Kathryn A McFadden, Matthew W State, Joseph D Buxbaum, Bernie Devlin, Kathryn Roeder

Published in: Molecular Autism | Issue 1/2014

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Abstract

Background

De novo loss-of-function (dnLoF) mutations are found twofold more often in autism spectrum disorder (ASD) probands than their unaffected siblings. Multiple independent dnLoF mutations in the same gene implicate the gene in risk and hence provide a systematic, albeit arduous, path forward for ASD genetics. It is likely that using additional non-genetic data will enhance the ability to identify ASD genes.

Methods

To accelerate the search for ASD genes, we developed a novel algorithm, DAWN, to model two kinds of data: rare variations from exome sequencing and gene co-expression in the mid-fetal prefrontal and motor-somatosensory neocortex, a critical nexus for risk. The algorithm casts the ensemble data as a hidden Markov random field in which the graph structure is determined by gene co-expression and it combines these interrelationships with node-specific observations, namely gene identity, expression, genetic data and the estimated effect on risk.

Results

Using currently available genetic data and a specific developmental time period for gene co-expression, DAWN identified 127 genes that plausibly affect risk, and a set of likely ASD subnetworks. Validation experiments making use of published targeted resequencing results demonstrate its efficacy in reliably predicting ASD genes. DAWN also successfully predicts known ASD genes, not included in the genetic data used to create the model.

Conclusions

Validation studies demonstrate that DAWN is effective in predicting ASD genes and subnetworks by leveraging genetic and gene expression data. The findings reported here implicate neurite extension and neuronal arborization as risks for ASD. Using DAWN on emerging ASD sequence data and gene expression data from other brain regions and tissues would likely identify novel ASD genes. DAWN can also be used for other complex disorders to identify genes and subnetworks in those disorders.
Appendix
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Literature
1.
go back to reference Buxbaum JD, Daly MJ, Devlin B, Lehner T, Roeder K, State MW, Barrett J, Bilder D, Boerwinkle E, Brudno M, Burbach P, Buxbaum JD, Camp N, Chahrour M, Cook EH, Coon H, Coppola G, Coulter M, Cutler D, Daly MJ, dePristo M, Devlin B, Eichler EE, Fromer M, Geschwind DH, Gibbs RA, Gill M, Goldberg AP, Haines JL:The autism sequencing consortium: large-scale, high-throughput sequencing in autism spectrum disorders. Neuron. 2012, 76 (6): 1052-1056. 10.1016/j.neuron.2012.12.008.CrossRefPubMed Buxbaum JD, Daly MJ, Devlin B, Lehner T, Roeder K, State MW, Barrett J, Bilder D, Boerwinkle E, Brudno M, Burbach P, Buxbaum JD, Camp N, Chahrour M, Cook EH, Coon H, Coppola G, Coulter M, Cutler D, Daly MJ, dePristo M, Devlin B, Eichler EE, Fromer M, Geschwind DH, Gibbs RA, Gill M, Goldberg AP, Haines JL:The autism sequencing consortium: large-scale, high-throughput sequencing in autism spectrum disorders. Neuron. 2012, 76 (6): 1052-1056. 10.1016/j.neuron.2012.12.008.CrossRefPubMed
2.
go back to reference Sanders SJ, Ercan-Sencicek AG, Hus V, Luo R, Murtha MT, Moreno-De-Luca D, Chu SH, Moreau MP, Gupta AR, Thomson SA, Mason CE, Bilguvar K, Celestino-Soper PB, Choi M, Crawford EL, Davis L, Wright NR, Dhodapkar RM, DiCola M, DiLullo NM, Fernandez TV, Fielding-Singh V, Fishman DO, Frahm S, Garagaloyan R, Goh GS, Kammela S, Klei L, Lowe JK, Lund SC:Multiple recurrentde novo, CNVs, including duplications of the 7q11.23 Williams syndrome region, are strongly associated with autism. Neuron. 2011, 70 (5): 863-885. 10.1016/j.neuron.2011.05.002.PubMedCentralCrossRefPubMed Sanders SJ, Ercan-Sencicek AG, Hus V, Luo R, Murtha MT, Moreno-De-Luca D, Chu SH, Moreau MP, Gupta AR, Thomson SA, Mason CE, Bilguvar K, Celestino-Soper PB, Choi M, Crawford EL, Davis L, Wright NR, Dhodapkar RM, DiCola M, DiLullo NM, Fernandez TV, Fielding-Singh V, Fishman DO, Frahm S, Garagaloyan R, Goh GS, Kammela S, Klei L, Lowe JK, Lund SC:Multiple recurrentde novo, CNVs, including duplications of the 7q11.23 Williams syndrome region, are strongly associated with autism. Neuron. 2011, 70 (5): 863-885. 10.1016/j.neuron.2011.05.002.PubMedCentralCrossRefPubMed
3.
go back to reference Pinto D, Pagnamenta AT, Klei L, Anney R, Merico D, Regan R, Conroy J, Magalhaes TR, Correia C, Abrahams BS, Almeida J, Bacchelli E, Bader GD, Bailey AJ, Baird G, Battaglia A, Berney T, Bolshakova N, Bolte S, Bolton PF, Bourgeron T, Brennan S, Brian J, Bryson SE, Carson AR, Casallo G, Casey J, Chung BH, Cochrane L:Functional impact of global rare copy number variation in autism spectrum disorders. Nature. 2010, 466 (7304): 368-372. 10.1038/nature09146.PubMedCentralCrossRefPubMed Pinto D, Pagnamenta AT, Klei L, Anney R, Merico D, Regan R, Conroy J, Magalhaes TR, Correia C, Abrahams BS, Almeida J, Bacchelli E, Bader GD, Bailey AJ, Baird G, Battaglia A, Berney T, Bolshakova N, Bolte S, Bolton PF, Bourgeron T, Brennan S, Brian J, Bryson SE, Carson AR, Casallo G, Casey J, Chung BH, Cochrane L:Functional impact of global rare copy number variation in autism spectrum disorders. Nature. 2010, 466 (7304): 368-372. 10.1038/nature09146.PubMedCentralCrossRefPubMed
4.
go back to reference Iossifov I, Ronemus M, Levy D, Wang Z, Hakker I, Rosenbaum J, Yamrom B, Lee YH, Narzisi G, Leotta A, Kendall J, Grabowska E, Ma B, Marks S, Rodgers L, Stepansky A, Troge J, Andrews P, Bekritsky M, Pradhan K, Ghiban E, Kramer M, Parla J, Demeter R, Fulton LL, Fulton RS, Magrini VJ, Ye K, Darnell JC, Darnell RB:De novogene disruptions in children on the autistic spectrum. Neuron. 2012, 74 (2): 285-299. 10.1016/j.neuron.2012.04.009.PubMedCentralCrossRefPubMed Iossifov I, Ronemus M, Levy D, Wang Z, Hakker I, Rosenbaum J, Yamrom B, Lee YH, Narzisi G, Leotta A, Kendall J, Grabowska E, Ma B, Marks S, Rodgers L, Stepansky A, Troge J, Andrews P, Bekritsky M, Pradhan K, Ghiban E, Kramer M, Parla J, Demeter R, Fulton LL, Fulton RS, Magrini VJ, Ye K, Darnell JC, Darnell RB:De novogene disruptions in children on the autistic spectrum. Neuron. 2012, 74 (2): 285-299. 10.1016/j.neuron.2012.04.009.PubMedCentralCrossRefPubMed
5.
go back to reference Kong A, Frigge ML, Masson G, Besenbacher S, Sulem P, Magnusson G, Gudjonsson SA, Sigurdsson A, Jonasdottir A, Jonasdottir A, Wong WS, Sigurdsson G, Walters GB, Steinberg S, Helgason H, Thorleifsson G, Gudbjartsson DF, Helgason A, Magnusson OT, Thorsteinsdottir U, Stefansson K:Rate ofde novomutations and the importance of father’s age to disease risk. Nature. 2012, 488 (7412): 471-475. 10.1038/nature11396.PubMedCentralCrossRefPubMed Kong A, Frigge ML, Masson G, Besenbacher S, Sulem P, Magnusson G, Gudjonsson SA, Sigurdsson A, Jonasdottir A, Jonasdottir A, Wong WS, Sigurdsson G, Walters GB, Steinberg S, Helgason H, Thorleifsson G, Gudbjartsson DF, Helgason A, Magnusson OT, Thorsteinsdottir U, Stefansson K:Rate ofde novomutations and the importance of father’s age to disease risk. Nature. 2012, 488 (7412): 471-475. 10.1038/nature11396.PubMedCentralCrossRefPubMed
6.
go back to reference Neale BM, Kou Y, Liu L, Ma’ayan A, Samocha KE, Sabo A, Lin CF, Stevens C, Wang LS, Makarov V, Polak P, Yoon S, Maguire J, Crawford EL, Campbell NG, Geller ET, Valladares O, Schafer C, Liu H, Zhao T, Cai G, Lihm J, Dannenfelser R, Jabado O, Peralta Z, Nagaswamy U, Muzny D, Reid JG, Newsham I, Wu Y:Patterns and rates of exonicde novomutations in autism spectrum disorders. Nature. 2012, 485: 242-245. 10.1038/nature11011.PubMedCentralCrossRefPubMed Neale BM, Kou Y, Liu L, Ma’ayan A, Samocha KE, Sabo A, Lin CF, Stevens C, Wang LS, Makarov V, Polak P, Yoon S, Maguire J, Crawford EL, Campbell NG, Geller ET, Valladares O, Schafer C, Liu H, Zhao T, Cai G, Lihm J, Dannenfelser R, Jabado O, Peralta Z, Nagaswamy U, Muzny D, Reid JG, Newsham I, Wu Y:Patterns and rates of exonicde novomutations in autism spectrum disorders. Nature. 2012, 485: 242-245. 10.1038/nature11011.PubMedCentralCrossRefPubMed
7.
go back to reference O’Roak BJ, Deriziotis P, Lee C, Vives L, Schwartz JJ, Girirajan S, Karakoc E, Mackenzie AP, Ng SB, Baker C, Rieder MJ, Nickerson DA, Bernier R, Fisher SE, Shendure J, Eichler EE:Exome sequencing in sporadic autism spectrum disorders identifies severede novomutations. Nat Genet. 2011, 43 (4): 585-589.PubMedCentralCrossRefPubMed O’Roak BJ, Deriziotis P, Lee C, Vives L, Schwartz JJ, Girirajan S, Karakoc E, Mackenzie AP, Ng SB, Baker C, Rieder MJ, Nickerson DA, Bernier R, Fisher SE, Shendure J, Eichler EE:Exome sequencing in sporadic autism spectrum disorders identifies severede novomutations. Nat Genet. 2011, 43 (4): 585-589.PubMedCentralCrossRefPubMed
8.
go back to reference O’Roak BJ, Vives L, Girirajan S, Karakoc E, Krumm N, Coe BP, Levy R, Ko A, Lee C, Smith JD, Turner EH, Stanaway IB, Vernot B, Malig M, Baker C, Reilly B, Akey JM, Borenstein E, Rieder MJ, Nickerson DA, Bernier R, Shendure J, Eichler EE:Sporadic autism exomes reveal a highly interconnected protein network ofde novomutations. Nature. 2012, 485 (7397): 246-250. 10.1038/nature10989.PubMedCentralCrossRefPubMed O’Roak BJ, Vives L, Girirajan S, Karakoc E, Krumm N, Coe BP, Levy R, Ko A, Lee C, Smith JD, Turner EH, Stanaway IB, Vernot B, Malig M, Baker C, Reilly B, Akey JM, Borenstein E, Rieder MJ, Nickerson DA, Bernier R, Shendure J, Eichler EE:Sporadic autism exomes reveal a highly interconnected protein network ofde novomutations. Nature. 2012, 485 (7397): 246-250. 10.1038/nature10989.PubMedCentralCrossRefPubMed
9.
go back to reference Sanders SJ, Murtha MT, Gupta AR, Murdoch JD, Raubeson MJ, Willsey AJ, Ercan-Sencicek AG, DiLullo NM, Parikshak NN, Stein JL, Walker MF, Ober GT, Teran NA, Song Y, El-Fishawy P, Murtha RC, Choi M, Overton JD, Bjornson RD, Carriero NJ, Meyer KA, Bilguvar K, Mane SM, Sestan N, Lifton RP, Gunel M, Roeder K, Geschwind DH, Devlin B, State MW:De novomutations revealed by whole-exome sequencing are strongly associated with autism. Nature. 2012, 485 (1): 82-93. Sanders SJ, Murtha MT, Gupta AR, Murdoch JD, Raubeson MJ, Willsey AJ, Ercan-Sencicek AG, DiLullo NM, Parikshak NN, Stein JL, Walker MF, Ober GT, Teran NA, Song Y, El-Fishawy P, Murtha RC, Choi M, Overton JD, Bjornson RD, Carriero NJ, Meyer KA, Bilguvar K, Mane SM, Sestan N, Lifton RP, Gunel M, Roeder K, Geschwind DH, Devlin B, State MW:De novomutations revealed by whole-exome sequencing are strongly associated with autism. Nature. 2012, 485 (1): 82-93.
10.
go back to reference Anney R, Klei L, Pinto D, Almeida J, Bacchelli E, Baird G, Bolshakova N, Bolte S, Bolton PF, Bourgeron T, Brennan S, Brian J, Casey J, Conroy J, Correia C, Corsello C, Crawford EL, de Jonge M, Delorme R, Duketis E, Duque F, Estes A, Farrar P, Fernandez BA, Folstein SE, Fombonne E, Gilbert J, Gillberg C, Glessner JT, Green A:Individual common variants exert weak effects on risk for autism spectrum disorders. Hum Mol Genet. 2012, 21 (21): 4781-4792. 10.1093/hmg/dds301.PubMedCentralCrossRefPubMed Anney R, Klei L, Pinto D, Almeida J, Bacchelli E, Baird G, Bolshakova N, Bolte S, Bolton PF, Bourgeron T, Brennan S, Brian J, Casey J, Conroy J, Correia C, Corsello C, Crawford EL, de Jonge M, Delorme R, Duketis E, Duque F, Estes A, Farrar P, Fernandez BA, Folstein SE, Fombonne E, Gilbert J, Gillberg C, Glessner JT, Green A:Individual common variants exert weak effects on risk for autism spectrum disorders. Hum Mol Genet. 2012, 21 (21): 4781-4792. 10.1093/hmg/dds301.PubMedCentralCrossRefPubMed
11.
go back to reference Klei L, Sanders SJ, Murtha MT, Hus V, Lowe JK, Willsey AJ, Moreno-De-Luca D, Yu TW, Fombonne E, Geschwind D, Grice DE, Ledbetter DH, Lord C, Mane SM, Lese Martin C, Martin DM, Morrow EM, Walsh CA, Melhem NM, Chaste P, Sutcliffe JS, State MW, Roeder K, Cook EH Jr:Common genetic variants, acting additively, are a major source of risk for autism. Mol Autism. 2012, 3 (9): Klei L, Sanders SJ, Murtha MT, Hus V, Lowe JK, Willsey AJ, Moreno-De-Luca D, Yu TW, Fombonne E, Geschwind D, Grice DE, Ledbetter DH, Lord C, Mane SM, Lese Martin C, Martin DM, Morrow EM, Walsh CA, Melhem NM, Chaste P, Sutcliffe JS, State MW, Roeder K, Cook EH Jr:Common genetic variants, acting additively, are a major source of risk for autism. Mol Autism. 2012, 3 (9):
12.
go back to reference He X, Sanders SJ, Liu L, De Rubeis S, Lim ET, Sutcliffe JS, Schellenberg GD, Gibbs RA, Daly MJ, Buxbaum JD, State MW, Devlin B, Roeder K:Integrated model ofde novo, and inherited genetic variants yields greater power to identify risk genes. PLoS Genet. 2013, 9 (8): 1003671-10.1371/journal.pgen.1003671.CrossRef He X, Sanders SJ, Liu L, De Rubeis S, Lim ET, Sutcliffe JS, Schellenberg GD, Gibbs RA, Daly MJ, Buxbaum JD, State MW, Devlin B, Roeder K:Integrated model ofde novo, and inherited genetic variants yields greater power to identify risk genes. PLoS Genet. 2013, 9 (8): 1003671-10.1371/journal.pgen.1003671.CrossRef
13.
go back to reference Ben-David E, Shifman S:Combined analysis of exome sequencing points toward a major role for transcription regulation during brain development in autism. Mol Psychiatry. 2012, 18: 1054-1056.CrossRefPubMed Ben-David E, Shifman S:Combined analysis of exome sequencing points toward a major role for transcription regulation during brain development in autism. Mol Psychiatry. 2012, 18: 1054-1056.CrossRefPubMed
14.
go back to reference Willsey AJ, Sanders SJ, Li M, Dong S, Tebbenkamp AT, Muhle R, Reilly SK, Lin L, Fertuzinhos S, Miller JA, Murtha M, Bichsel C, Niu W, Cotney J, Ercan-Sencicek AG, Gockley J, Gupta AR, Han W, He X, Hoffman EJ, Klei L, Lei J, Liu W, Liu L, Lu C, Xu X, Zhu Y, Mane SM, Lein ES, Wei L:Coexpression networks implicate human midfetal deep cortical projection neurons in the pathogenesis of autism. Cell. 2013, 155 (5): 997-1007. 10.1016/j.cell.2013.10.020.PubMedCentralCrossRefPubMed Willsey AJ, Sanders SJ, Li M, Dong S, Tebbenkamp AT, Muhle R, Reilly SK, Lin L, Fertuzinhos S, Miller JA, Murtha M, Bichsel C, Niu W, Cotney J, Ercan-Sencicek AG, Gockley J, Gupta AR, Han W, He X, Hoffman EJ, Klei L, Lei J, Liu W, Liu L, Lu C, Xu X, Zhu Y, Mane SM, Lein ES, Wei L:Coexpression networks implicate human midfetal deep cortical projection neurons in the pathogenesis of autism. Cell. 2013, 155 (5): 997-1007. 10.1016/j.cell.2013.10.020.PubMedCentralCrossRefPubMed
15.
go back to reference Parikshak NN, Luo R, Zhang A, Won H, Lowe JK, Chandran V, Horvath S, Geschwind DH:Integrative functional genomic analyses implicate specific molecular pathways and circuits in autism. Cell. 2013, 155 (5): 1008-1021. 10.1016/j.cell.2013.10.031.PubMedCentralCrossRefPubMed Parikshak NN, Luo R, Zhang A, Won H, Lowe JK, Chandran V, Horvath S, Geschwind DH:Integrative functional genomic analyses implicate specific molecular pathways and circuits in autism. Cell. 2013, 155 (5): 1008-1021. 10.1016/j.cell.2013.10.031.PubMedCentralCrossRefPubMed
16.
go back to reference Kang HJ, Kawasawa YI, Cheng F, Zhu Y, Xu X, Li M, Sousa AM, Pletikos M, Meyer KA, Sedmak G, Guennel T, Shin Y, Johnson MB, Krsnik Z, Mayer S, Fertuzinhos S, Umlauf S, Lisgo SN, Vortmeyer A, Weinberger DR, Mane S, Hyde TM, Huttner A, Reimers M, Kleinman JE, Sestan N:Spatio-temporal transcriptome of the human brain. Nature. 2011, 478 (7370): 483-489. 10.1038/nature10523.PubMedCentralCrossRefPubMed Kang HJ, Kawasawa YI, Cheng F, Zhu Y, Xu X, Li M, Sousa AM, Pletikos M, Meyer KA, Sedmak G, Guennel T, Shin Y, Johnson MB, Krsnik Z, Mayer S, Fertuzinhos S, Umlauf S, Lisgo SN, Vortmeyer A, Weinberger DR, Mane S, Hyde TM, Huttner A, Reimers M, Kleinman JE, Sestan N:Spatio-temporal transcriptome of the human brain. Nature. 2011, 478 (7370): 483-489. 10.1038/nature10523.PubMedCentralCrossRefPubMed
17.
go back to reference O’Roak BJ, Vives L, Fu W, Egertson JD, Stanaway IB, Phelps IG, Carvill G, Kumar A, Lee C, Ankenman K, Munson J, Hiatt JB, Turner EH, Levy R, O’Day DR, Krumm N, Coe BP, Martin BK, Borenstein E, Nickerson DA, Mefford HC, Doherty D, Akey JM, Bernier R, Eichler EE, Shendure J:Multiplex targeted sequencing identifies recurrently mutated genes in autism spectrum disorders. Science. 2012, 338 (6114): 1619-1622. 10.1126/science.1227764.PubMedCentralCrossRefPubMed O’Roak BJ, Vives L, Fu W, Egertson JD, Stanaway IB, Phelps IG, Carvill G, Kumar A, Lee C, Ankenman K, Munson J, Hiatt JB, Turner EH, Levy R, O’Day DR, Krumm N, Coe BP, Martin BK, Borenstein E, Nickerson DA, Mefford HC, Doherty D, Akey JM, Bernier R, Eichler EE, Shendure J:Multiplex targeted sequencing identifies recurrently mutated genes in autism spectrum disorders. Science. 2012, 338 (6114): 1619-1622. 10.1126/science.1227764.PubMedCentralCrossRefPubMed
18.
go back to reference Zhang B, Horvath S:A general framework for weighted gene co-expression network analysis. Stat Appl Genet Mol Biol. 2005, 4 (1): Zhang B, Horvath S:A general framework for weighted gene co-expression network analysis. Stat Appl Genet Mol Biol. 2005, 4 (1):
19.
go back to reference Langfelder P, Horvath S:WGCNA: an R package for weighted correlation network analysis. BMC Bioinformatics. 2008, 9 (559): Langfelder P, Horvath S:WGCNA: an R package for weighted correlation network analysis. BMC Bioinformatics. 2008, 9 (559):
20.
go back to reference Liu L, Sabo A, Neale BM, Nagaswamy U, Stevens C, Lim E, Bodea CA, Muzny D, Reid JG, Banks E, Coon H, Depristo M, Dinh H, Fennel T, Flannick J, Gabriel S, Garimella K, Gross S, Hawes A, Lewis L, Makarov V, Maguire J, Newsham I, Poplin R, Ripke S, Shakir K, Samocha KE, Wu Y, Boerwinkle E, Buxbaum JD:Analysis of rare, exonic variation amongst subjects with autism spectrum disorders and population controls. PLoS Genet. 2013, 9 (4): 1003443-10.1371/journal.pgen.1003443.CrossRef Liu L, Sabo A, Neale BM, Nagaswamy U, Stevens C, Lim E, Bodea CA, Muzny D, Reid JG, Banks E, Coon H, Depristo M, Dinh H, Fennel T, Flannick J, Gabriel S, Garimella K, Gross S, Hawes A, Lewis L, Makarov V, Maguire J, Newsham I, Poplin R, Ripke S, Shakir K, Samocha KE, Wu Y, Boerwinkle E, Buxbaum JD:Analysis of rare, exonic variation amongst subjects with autism spectrum disorders and population controls. PLoS Genet. 2013, 9 (4): 1003443-10.1371/journal.pgen.1003443.CrossRef
21.
go back to reference Adzhubei IA, Schmidt S, Peshkin L, Ramensky VE, Gerasimova A, Bork P, Kondrashov AS, Sunyaev SR:A method and server for predicting damaging missense mutations. Nat Methods. 2010, 7 (4): 248-249. 10.1038/nmeth0410-248.PubMedCentralCrossRefPubMed Adzhubei IA, Schmidt S, Peshkin L, Ramensky VE, Gerasimova A, Bork P, Kondrashov AS, Sunyaev SR:A method and server for predicting damaging missense mutations. Nat Methods. 2010, 7 (4): 248-249. 10.1038/nmeth0410-248.PubMedCentralCrossRefPubMed
23.
go back to reference Li H, Wei Z, Maris J:A hidden Markov random field model for genome-wide association studies. Biostatistics. 2010, 11: 139-150. 10.1093/biostatistics/kxp043.PubMedCentralCrossRefPubMed Li H, Wei Z, Maris J:A hidden Markov random field model for genome-wide association studies. Biostatistics. 2010, 11: 139-150. 10.1093/biostatistics/kxp043.PubMedCentralCrossRefPubMed
24.
go back to reference Xue L, Zou H, Cai T:Nonconcave penalized composite conditional likelihood estimation of sparse Ising models. Ann Stat. 2012, 40: 1403-1429. 10.1214/12-AOS1017.CrossRef Xue L, Zou H, Cai T:Nonconcave penalized composite conditional likelihood estimation of sparse Ising models. Ann Stat. 2012, 40: 1403-1429. 10.1214/12-AOS1017.CrossRef
25.
go back to reference Benjamini Y, Hochberg Y:Controlling the false discovery rate: a practical and powerful approach to multiple testing. J R Stat Soc Series B Stat Methodol. 1995, 57: 289-300. Benjamini Y, Hochberg Y:Controlling the false discovery rate: a practical and powerful approach to multiple testing. J R Stat Soc Series B Stat Methodol. 1995, 57: 289-300.
26.
go back to reference Fraley C, Raftery AE:Model-based clustering, discriminant analysis, and density estimation. J Am Stat Assoc. 2002, 97 (458): 611-631. 10.1198/016214502760047131.CrossRef Fraley C, Raftery AE:Model-based clustering, discriminant analysis, and density estimation. J Am Stat Assoc. 2002, 97 (458): 611-631. 10.1198/016214502760047131.CrossRef
27.
go back to reference Stark C, Breitkreutz B-J, Reguly T, Boucher L, Breitkreutz A, Tyers M:BioGRID: a general repository for interaction datasets. Nucleic Acids Res. 2006, 34 (suppl 1): 535-539.CrossRef Stark C, Breitkreutz B-J, Reguly T, Boucher L, Breitkreutz A, Tyers M:BioGRID: a general repository for interaction datasets. Nucleic Acids Res. 2006, 34 (suppl 1): 535-539.CrossRef
28.
go back to reference Prasad TK, Goel R, Kandasamy K, Keerthikumar S, Kumar S, Mathivanan S, Telikicherla D, Raju R, Shafreen B, Venugopal A, Balakrishnan L, Marimuthu A, Banerjee S, Somanathan DS, Sebastian A, Rani S, Ray S, Harrys Kishore CJ, Kanth S, Ahmed M, Kashyap MK, Mohmood R, Ramachandra YL, Krishna V, Rahiman BA, Mohan S, Ranganathan P, Ramabadran S, Chaerkady R, Pandey A:Human protein reference database – 2009 update. Nucleic Acids Res. 2009, 37 (Database issue): 767-772.CrossRef Prasad TK, Goel R, Kandasamy K, Keerthikumar S, Kumar S, Mathivanan S, Telikicherla D, Raju R, Shafreen B, Venugopal A, Balakrishnan L, Marimuthu A, Banerjee S, Somanathan DS, Sebastian A, Rani S, Ray S, Harrys Kishore CJ, Kanth S, Ahmed M, Kashyap MK, Mohmood R, Ramachandra YL, Krishna V, Rahiman BA, Mohan S, Ranganathan P, Ramabadran S, Chaerkady R, Pandey A:Human protein reference database – 2009 update. Nucleic Acids Res. 2009, 37 (Database issue): 767-772.CrossRef
29.
go back to reference Zanzoni A, Montecchi-Palazzi L, Quondam M, Ausiello G, Helmer-Citterich M, Cesareni G:MINT: a Molecular INTeraction database. FEBS Lett. 2002, 513 (1): 135-140. 10.1016/S0014-5793(01)03293-8.CrossRefPubMed Zanzoni A, Montecchi-Palazzi L, Quondam M, Ausiello G, Helmer-Citterich M, Cesareni G:MINT: a Molecular INTeraction database. FEBS Lett. 2002, 513 (1): 135-140. 10.1016/S0014-5793(01)03293-8.CrossRefPubMed
30.
go back to reference Kerrien S, Aranda B, Breuza L, Bridge A, Broackes-Carter F, Chen C, Duesbury M, Dumousseau M, Feuermann M, Hinz U, Jandrasits C, Jimenez RC, Khadake J, Mahadevan U, Masson P, Pedruzzi I, Pfeiffenberger E, Porras P, Raghunath A, Roechert B, Orchard S, Hermjakob H:The IntAct molecular interaction database in 2012. Nucleic Acids Res. 2012, 40 (Database issue): 841-846.CrossRef Kerrien S, Aranda B, Breuza L, Bridge A, Broackes-Carter F, Chen C, Duesbury M, Dumousseau M, Feuermann M, Hinz U, Jandrasits C, Jimenez RC, Khadake J, Mahadevan U, Masson P, Pedruzzi I, Pfeiffenberger E, Porras P, Raghunath A, Roechert B, Orchard S, Hermjakob H:The IntAct molecular interaction database in 2012. Nucleic Acids Res. 2012, 40 (Database issue): 841-846.CrossRef
31.
go back to reference Lachmann A, Ma’ayan A:KEA: kinase enrichment analysis. BMC Bioinformatics. 2009, 25 (5): 684-686. 10.1093/bioinformatics/btp026.CrossRef Lachmann A, Ma’ayan A:KEA: kinase enrichment analysis. BMC Bioinformatics. 2009, 25 (5): 684-686. 10.1093/bioinformatics/btp026.CrossRef
33.
go back to reference Ma’ayan A, Jenkins S, Webb R, Berger S, Purushothaman S, Abul-Husn N, Posner J, Flores T, Iyengar R:SNAVI: desktop application for analysis and visualization of large-scale signaling networks. BMC Syst Biol. 2009, 3 (1): 10-10.1186/1752-0509-3-10.PubMedCentralCrossRefPubMed Ma’ayan A, Jenkins S, Webb R, Berger S, Purushothaman S, Abul-Husn N, Posner J, Flores T, Iyengar R:SNAVI: desktop application for analysis and visualization of large-scale signaling networks. BMC Syst Biol. 2009, 3 (1): 10-10.1186/1752-0509-3-10.PubMedCentralCrossRefPubMed
34.
go back to reference Mewes H-W, Frishman D, Güldener U, Mannhaupt G, Mayer K, Mokrejs M, Morgenstern B, Münsterkötter M, Rudd S, Weil B:MIPS: a database for genomes and protein sequences. Nucleic Acids Res. 2002, 30 (1): 31-34. 10.1093/nar/30.1.31.PubMedCentralCrossRefPubMed Mewes H-W, Frishman D, Güldener U, Mannhaupt G, Mayer K, Mokrejs M, Morgenstern B, Münsterkötter M, Rudd S, Weil B:MIPS: a database for genomes and protein sequences. Nucleic Acids Res. 2002, 30 (1): 31-34. 10.1093/nar/30.1.31.PubMedCentralCrossRefPubMed
35.
go back to reference Dijkstra EW:A note on two problems in connexion with graphs. Numerische Mathematik. 1959, 1 (1): 269-271. 10.1007/BF01386390.CrossRef Dijkstra EW:A note on two problems in connexion with graphs. Numerische Mathematik. 1959, 1 (1): 269-271. 10.1007/BF01386390.CrossRef
36.
go back to reference Berger SI, Posner JM, Ma’ayan A:Genes2Networks: connecting lists of gene symbols using mammalian protein interactions databases. BMC Bioinformatics. 2007, 8 (1): 372-10.1186/1471-2105-8-372.PubMedCentralCrossRefPubMed Berger SI, Posner JM, Ma’ayan A:Genes2Networks: connecting lists of gene symbols using mammalian protein interactions databases. BMC Bioinformatics. 2007, 8 (1): 372-10.1186/1471-2105-8-372.PubMedCentralCrossRefPubMed
38.
go back to reference Chen EY, Tan CM, Kou Y, Duan Q, Wang Z, Meirelles GV, Clark NR, Ma’ayan A:Enrichr: interactive and collaborative HTML5 gene list enrichment analysis tool. BMC Bioinformatics. 2013, 14 (128): Chen EY, Tan CM, Kou Y, Duan Q, Wang Z, Meirelles GV, Clark NR, Ma’ayan A:Enrichr: interactive and collaborative HTML5 gene list enrichment analysis tool. BMC Bioinformatics. 2013, 14 (128):
39.
go back to reference Ashburner M, Ball CA, Blake JA, Botstein D, Butler H, Cherry JM, Davis AP, Dolinski K, Dwight SS, Eppig JT, Harris MA, Hill DP, Issel-Tarver L, Kasarskis A, Lewis S, Matese JC, Richardson JE, Ringwald M, Rubin GM, Sherlock G:Gene ontology: tool for the unification of biology. Nat Genet. 2000, 25 (1): 25-29. 10.1038/75556.PubMedCentralCrossRefPubMed Ashburner M, Ball CA, Blake JA, Botstein D, Butler H, Cherry JM, Davis AP, Dolinski K, Dwight SS, Eppig JT, Harris MA, Hill DP, Issel-Tarver L, Kasarskis A, Lewis S, Matese JC, Richardson JE, Ringwald M, Rubin GM, Sherlock G:Gene ontology: tool for the unification of biology. Nat Genet. 2000, 25 (1): 25-29. 10.1038/75556.PubMedCentralCrossRefPubMed
40.
go back to reference Blake JA, Bult CJ, Eppig JT, Kadin JA, Richardson JE, the Mouse GenomeDatabaseGroup:The mouse genome database genotypes: phenotypes. Nucleic Acids Res. 2009, 37 (suppl 1): 712-719.CrossRef Blake JA, Bult CJ, Eppig JT, Kadin JA, Richardson JE, the Mouse GenomeDatabaseGroup:The mouse genome database genotypes: phenotypes. Nucleic Acids Res. 2009, 37 (suppl 1): 712-719.CrossRef
42.
go back to reference Betancur C:Etiological heterogeneity in autism spectrum disorders: more than 100 genetic and genomic disorders and still counting. Brain Res. 2011, 1380: 42-77.CrossRefPubMed Betancur C:Etiological heterogeneity in autism spectrum disorders: more than 100 genetic and genomic disorders and still counting. Brain Res. 2011, 1380: 42-77.CrossRefPubMed
43.
go back to reference Ramocki MB, Zoghbi HY:Failure of neuronal homeostasis results in common neuropsychiatric phenotypes. Nature. 2008, 455 (7215): 912-918. 10.1038/nature07457.PubMedCentralCrossRefPubMed Ramocki MB, Zoghbi HY:Failure of neuronal homeostasis results in common neuropsychiatric phenotypes. Nature. 2008, 455 (7215): 912-918. 10.1038/nature07457.PubMedCentralCrossRefPubMed
45.
go back to reference Strauss KA, Puffenberger EG, Huentelman MJ, Gottlieb S, Dobrin SE, Parod JM, Stephan DA, Morton DH:Recessive symptomatic focal epilepsy and mutant contactin-associated protein-like 2. N Engl J Med. 2206, 354 (3): 1370-1377. Strauss KA, Puffenberger EG, Huentelman MJ, Gottlieb S, Dobrin SE, Parod JM, Stephan DA, Morton DH:Recessive symptomatic focal epilepsy and mutant contactin-associated protein-like 2. N Engl J Med. 2206, 354 (3): 1370-1377.
47.
go back to reference Chahrour MH, Y u TW, Lim ET, Ataman B, Coulter ME, Hill RS, Stevens CR, Schubert CR, Greenberg ME, Gabriel SB, Walsh CA:Whole-exome sequencing and homozygosity analysis implicate depolarization-regulated neuronal genes in autism. PLoS Genet. 2012, 8 (4): 1002635-10.1371/journal.pgen.1002635.CrossRef Chahrour MH, Y u TW, Lim ET, Ataman B, Coulter ME, Hill RS, Stevens CR, Schubert CR, Greenberg ME, Gabriel SB, Walsh CA:Whole-exome sequencing and homozygosity analysis implicate depolarization-regulated neuronal genes in autism. PLoS Genet. 2012, 8 (4): 1002635-10.1371/journal.pgen.1002635.CrossRef
48.
go back to reference Bacon C, Rappold GA:The distinct and overlapping phenotypic spectra ofFOXP1andFOXP2in cognitive disorders. Hum Genet. 2012, 131 (11): 1687-1698. 10.1007/s00439-012-1193-z.PubMedCentralCrossRefPubMed Bacon C, Rappold GA:The distinct and overlapping phenotypic spectra ofFOXP1andFOXP2in cognitive disorders. Hum Genet. 2012, 131 (11): 1687-1698. 10.1007/s00439-012-1193-z.PubMedCentralCrossRefPubMed
49.
go back to reference Eden S, Rohatgi R, Podtelejnikov AV, Mann M, Kirschner MW:Mechanism of regulation of WAVE1-induced actin nucleation by rac1 and nck. Nature. 2002, 418 (6899): 790-793. 10.1038/nature00859.CrossRefPubMed Eden S, Rohatgi R, Podtelejnikov AV, Mann M, Kirschner MW:Mechanism of regulation of WAVE1-induced actin nucleation by rac1 and nck. Nature. 2002, 418 (6899): 790-793. 10.1038/nature00859.CrossRefPubMed
50.
go back to reference Khodosevich K, Monyer H:Signaling involved in neurite outgrowth of postnatally born subventricular zone neurons in vitro. BMC Neuroscience. 2010, 11 (1): Khodosevich K, Monyer H:Signaling involved in neurite outgrowth of postnatally born subventricular zone neurons in vitro. BMC Neuroscience. 2010, 11 (1):
51.
go back to reference Hamilton AM, Zito K:Breaking it down: the ubiquitin proteasome system in neuronal morphogenesis. Neural Plast. 2013, 2013: 196848-PubMedCentralPubMed Hamilton AM, Zito K:Breaking it down: the ubiquitin proteasome system in neuronal morphogenesis. Neural Plast. 2013, 2013: 196848-PubMedCentralPubMed
52.
go back to reference Reiterer V, Maier S, Sitte HH, Kriz A, Rüegg MA, Hauri H-P, Freissmuth M, Farhan H:Sec24-and ARFGAP1-dependent trafficking of GABA transporter-1 is a prerequisite for correct axonal targeting. J Neurosci. 2008, 28 (47): 12453-12464. 10.1523/JNEUROSCI.3451-08.2008.PubMedCentralCrossRefPubMed Reiterer V, Maier S, Sitte HH, Kriz A, Rüegg MA, Hauri H-P, Freissmuth M, Farhan H:Sec24-and ARFGAP1-dependent trafficking of GABA transporter-1 is a prerequisite for correct axonal targeting. J Neurosci. 2008, 28 (47): 12453-12464. 10.1523/JNEUROSCI.3451-08.2008.PubMedCentralCrossRefPubMed
53.
go back to reference Lai CS, Fisher SE, Hurst JA, Vargha-Khadem F, Monaco AP:A forkhead-domain gene is mutated in a severe speech and language disorder. Nature. 2001, 413 (6855): 519-523. 10.1038/35097076.CrossRefPubMed Lai CS, Fisher SE, Hurst JA, Vargha-Khadem F, Monaco AP:A forkhead-domain gene is mutated in a severe speech and language disorder. Nature. 2001, 413 (6855): 519-523. 10.1038/35097076.CrossRefPubMed
54.
go back to reference Feuk L, Kalervo A, Lipsanen-Nyman M, Skaug J, Nakabayashi K, Finucane B, Hartung D, Innes M, Kerem B, Nowaczyk MJ, Rivlin J, Roberts W, Senman L, Summers A, Szatmari P, Wong V, Vincent JB, Zeesman S, Osborne LR, Cardy JO, Kere J, Scherer SW, Hannula-Jouppi K:Absence of a paternally inheritedFOXP2gene in developmental verbal dyspraxia. Am J Hum Genet. 2006, 79 (5): 965-972. 10.1086/508902.PubMedCentralCrossRefPubMed Feuk L, Kalervo A, Lipsanen-Nyman M, Skaug J, Nakabayashi K, Finucane B, Hartung D, Innes M, Kerem B, Nowaczyk MJ, Rivlin J, Roberts W, Senman L, Summers A, Szatmari P, Wong V, Vincent JB, Zeesman S, Osborne LR, Cardy JO, Kere J, Scherer SW, Hannula-Jouppi K:Absence of a paternally inheritedFOXP2gene in developmental verbal dyspraxia. Am J Hum Genet. 2006, 79 (5): 965-972. 10.1086/508902.PubMedCentralCrossRefPubMed
55.
go back to reference Hamdan FF, Daoud H, Rochefort D, Piton A, Gauthier J, Langlois M, Foomani G, Dobrzeniecka S, Krebs MO, Joober R, Lafreniere RG, Lacaille JC, Mottron L, Drapeau P, Beauchamp MH, Phillips MS, Fombonne E, Rouleau GA, Michaud JL:De novo, mutations inFOXP2in cases with intellectual disability, autism, and language impairment. Am J Hum Genet. 2010, 87 (5): 671-678. 10.1016/j.ajhg.2010.09.017.PubMedCentralCrossRefPubMed Hamdan FF, Daoud H, Rochefort D, Piton A, Gauthier J, Langlois M, Foomani G, Dobrzeniecka S, Krebs MO, Joober R, Lafreniere RG, Lacaille JC, Mottron L, Drapeau P, Beauchamp MH, Phillips MS, Fombonne E, Rouleau GA, Michaud JL:De novo, mutations inFOXP2in cases with intellectual disability, autism, and language impairment. Am J Hum Genet. 2010, 87 (5): 671-678. 10.1016/j.ajhg.2010.09.017.PubMedCentralCrossRefPubMed
56.
go back to reference Talkowski ME, Rosenfeld JA, Blumenthal I, Pillalamarri V, Chiang C, Heilbut A, Ernst C, Hanscom C, Rossin E, Lindgren AM, Pereira S, Ruderfer D, Kirby A, Ripke S, Harris DJ, Lee JH, Ha K, Kim HG, Solomon BD, Gropman AL, Lucente D, Sims K, Ohsumi TK, Borowsky ML, Loranger S, Quade B, Lage K, Miles J, Wu BL, Shen Y:Sequencing chromosomal abnormalities reveals neurodevelopmental loci that confer risk across diagnostic boundaries. Cell. 2012, 149 (3): 525-537. 10.1016/j.cell.2012.03.028.PubMedCentralCrossRefPubMed Talkowski ME, Rosenfeld JA, Blumenthal I, Pillalamarri V, Chiang C, Heilbut A, Ernst C, Hanscom C, Rossin E, Lindgren AM, Pereira S, Ruderfer D, Kirby A, Ripke S, Harris DJ, Lee JH, Ha K, Kim HG, Solomon BD, Gropman AL, Lucente D, Sims K, Ohsumi TK, Borowsky ML, Loranger S, Quade B, Lage K, Miles J, Wu BL, Shen Y:Sequencing chromosomal abnormalities reveals neurodevelopmental loci that confer risk across diagnostic boundaries. Cell. 2012, 149 (3): 525-537. 10.1016/j.cell.2012.03.028.PubMedCentralCrossRefPubMed
57.
go back to reference Depienne C, Fedirko E, Jothy A-C, Viveweger C, Hahn-Barma V, Brice A, Durr A, Ribaï P:Mental deficiency in three families withSPG4spastic paraplegia. Eur J Hum Genet. 2007, 16 (1): 97-104.PubMed Depienne C, Fedirko E, Jothy A-C, Viveweger C, Hahn-Barma V, Brice A, Durr A, Ribaï P:Mental deficiency in three families withSPG4spastic paraplegia. Eur J Hum Genet. 2007, 16 (1): 97-104.PubMed
58.
go back to reference Errico A, Ballabio A, Rugarli EI:Spastin, the protein mutated in autosomal dominant hereditary spastic paraplegia, is involved in microtubule dynamics. Hum Mol Genet. 2002, 11 (2): 153-163. 10.1093/hmg/11.2.153.CrossRefPubMed Errico A, Ballabio A, Rugarli EI:Spastin, the protein mutated in autosomal dominant hereditary spastic paraplegia, is involved in microtubule dynamics. Hum Mol Genet. 2002, 11 (2): 153-163. 10.1093/hmg/11.2.153.CrossRefPubMed
59.
go back to reference Zhang C, Li D, Ma Y, Yan J, Yang B, Li P, Yu A, Lu C, Ma X:Role of spastin and protrudin in neurite outgrowth. J Cell Biochem. 2012, 113 (7): 2296-2307. 10.1002/jcb.24100.CrossRefPubMed Zhang C, Li D, Ma Y, Yan J, Yang B, Li P, Yu A, Lu C, Ma X:Role of spastin and protrudin in neurite outgrowth. J Cell Biochem. 2012, 113 (7): 2296-2307. 10.1002/jcb.24100.CrossRefPubMed
60.
go back to reference Renbaum P, Kellerman E, Jaron R, Geiger D, Segel R, Lee M, King MC, Levy-Lahad E:Spinal muscular atrophy with pontocerebellar hypoplasia is caused by a mutation in theVRK1gene. Am J Hum Genet. 2009, 85 (2): 281-289. 10.1016/j.ajhg.2009.07.006.PubMedCentralCrossRefPubMed Renbaum P, Kellerman E, Jaron R, Geiger D, Segel R, Lee M, King MC, Levy-Lahad E:Spinal muscular atrophy with pontocerebellar hypoplasia is caused by a mutation in theVRK1gene. Am J Hum Genet. 2009, 85 (2): 281-289. 10.1016/j.ajhg.2009.07.006.PubMedCentralCrossRefPubMed
61.
go back to reference Govek E-E, Newey SE, Van Aelst L:The role of Rho GTPases in neuronal development. Genes Dev. 2005, 19: 1-49. 10.1101/gad.1256405.CrossRefPubMed Govek E-E, Newey SE, Van Aelst L:The role of Rho GTPases in neuronal development. Genes Dev. 2005, 19: 1-49. 10.1101/gad.1256405.CrossRefPubMed
62.
63.
go back to reference McNeill EM, Klöckner-Bormann M, Roesler EC, Talton LE, Moechars D, Clagett-Dame M:Nav2hypomorphic mutant mice are ataxic and exhibit abnormalities in cerebellar development. Dev Biol. 2011, 353 (2): 331-343. 10.1016/j.ydbio.2011.03.008.PubMedCentralCrossRefPubMed McNeill EM, Klöckner-Bormann M, Roesler EC, Talton LE, Moechars D, Clagett-Dame M:Nav2hypomorphic mutant mice are ataxic and exhibit abnormalities in cerebellar development. Dev Biol. 2011, 353 (2): 331-343. 10.1016/j.ydbio.2011.03.008.PubMedCentralCrossRefPubMed
64.
go back to reference Di Giovanni S, Faden AI, Yakovlev A, Duke-Cohan JS, Finn T, Thouin M, Knoblach S, De Biase A, Bregman BS, Hoffman EP:Neuronal plasticity after spinal cord injury: identification of a gene cluster driving neurite outgrowth. FASEB J. 2005, 19 (1): 153-154.PubMed Di Giovanni S, Faden AI, Yakovlev A, Duke-Cohan JS, Finn T, Thouin M, Knoblach S, De Biase A, Bregman BS, Hoffman EP:Neuronal plasticity after spinal cord injury: identification of a gene cluster driving neurite outgrowth. FASEB J. 2005, 19 (1): 153-154.PubMed
65.
go back to reference Huang X, Hu J, Li Y, Zhuyun Yang Z, Zhu H, Zhou L, Ma K, Schachner M, Xiao Z, Li Y:The cell adhesion molecule L1 regulates the expression of FGF21 and enhances neurite outgrowth. Brain Res. 2013, 1530: 13-21.CrossRefPubMed Huang X, Hu J, Li Y, Zhuyun Yang Z, Zhu H, Zhou L, Ma K, Schachner M, Xiao Z, Li Y:The cell adhesion molecule L1 regulates the expression of FGF21 and enhances neurite outgrowth. Brain Res. 2013, 1530: 13-21.CrossRefPubMed
66.
go back to reference Du Y, Weed SA, Xiong W-C, Marshall TD, Parsons JT:Identification of a novel cortactin SH3 domain-binding protein and its localization to growth cones of cultured neurons. Mol Cell Biol. 1998, 18: 5838-5851.PubMedCentralCrossRefPubMed Du Y, Weed SA, Xiong W-C, Marshall TD, Parsons JT:Identification of a novel cortactin SH3 domain-binding protein and its localization to growth cones of cultured neurons. Mol Cell Biol. 1998, 18: 5838-5851.PubMedCentralCrossRefPubMed
67.
go back to reference Yu W, Polepalli J, Wagh D, Rajadas J, Malenka R, Lu B:A critical role for the PAR-1/MARK-tau axis in mediating the toxic effects of Aβon synapses and dendritic spines. Hum Mol Genet. 2012, 21 (6): 1384-1390. 10.1093/hmg/ddr576.PubMedCentralCrossRefPubMed Yu W, Polepalli J, Wagh D, Rajadas J, Malenka R, Lu B:A critical role for the PAR-1/MARK-tau axis in mediating the toxic effects of Aβon synapses and dendritic spines. Hum Mol Genet. 2012, 21 (6): 1384-1390. 10.1093/hmg/ddr576.PubMedCentralCrossRefPubMed
68.
go back to reference Steiner P, Sarria J, Huni B, Marsault R, Catsicas S, Hirling H:Overexpression of neuronal sec1 enhances axonal branching in hippocampal neurons. Neuroscience. 2002, 113 (4): 893-905. 10.1016/S0306-4522(02)00225-7.CrossRefPubMed Steiner P, Sarria J, Huni B, Marsault R, Catsicas S, Hirling H:Overexpression of neuronal sec1 enhances axonal branching in hippocampal neurons. Neuroscience. 2002, 113 (4): 893-905. 10.1016/S0306-4522(02)00225-7.CrossRefPubMed
69.
go back to reference Lage K, Hansen NT, Karlberg EO, Eklund AC, Roque FS, Donahoe PK, Szallasi Z, Jensen TS, Brunak S:A large-scale analysis of tissue-specific pathology and gene expression of human disease genes and complexes. Proc Natl Acad Sci. 2087, 105 (52): 0-20875. Lage K, Hansen NT, Karlberg EO, Eklund AC, Roque FS, Donahoe PK, Szallasi Z, Jensen TS, Brunak S:A large-scale analysis of tissue-specific pathology and gene expression of human disease genes and complexes. Proc Natl Acad Sci. 2087, 105 (52): 0-20875.
70.
go back to reference Judson MC, Eagleson KL, Wang L, Levitt P:Evidence of cell-nonautonomous changes in dendrite and dendritic spine morphology in the met-signaling-deficient mouse forebrain. J Comp Neurol. 2010, 518 (21): 4463-4478. 10.1002/cne.22467.PubMedCentralCrossRefPubMed Judson MC, Eagleson KL, Wang L, Levitt P:Evidence of cell-nonautonomous changes in dendrite and dendritic spine morphology in the met-signaling-deficient mouse forebrain. J Comp Neurol. 2010, 518 (21): 4463-4478. 10.1002/cne.22467.PubMedCentralCrossRefPubMed
71.
go back to reference Devlin B, Scherer SW:Genetic architecture in autism spectrum disorder. Curr Opin Genet Dev. 2012, 22 (3): 229-237. 10.1016/j.gde.2012.03.002.CrossRefPubMed Devlin B, Scherer SW:Genetic architecture in autism spectrum disorder. Curr Opin Genet Dev. 2012, 22 (3): 229-237. 10.1016/j.gde.2012.03.002.CrossRefPubMed
72.
go back to reference Shipman SL, Nicoll RA:Dimerization of postsynaptic neuroligin drives synaptic assembly via transsynaptic clustering of neurexin. Proc Natl Acad Sci. 19432, 109 (47): Shipman SL, Nicoll RA:Dimerization of postsynaptic neuroligin drives synaptic assembly via transsynaptic clustering of neurexin. Proc Natl Acad Sci. 19432, 109 (47):
73.
go back to reference Zoghbi HY:Postnatal neurodevelopmental disorders: meeting at the synapse?. Science. 2003, 302 (5646): 826-830. 10.1126/science.1089071.CrossRefPubMed Zoghbi HY:Postnatal neurodevelopmental disorders: meeting at the synapse?. Science. 2003, 302 (5646): 826-830. 10.1126/science.1089071.CrossRefPubMed
74.
go back to reference Bourgeron T:A synaptic trek to autism. Curr Opin Neurobiol. 2009, 19 (2): 231-234. 10.1016/j.conb.2009.06.003.CrossRefPubMed Bourgeron T:A synaptic trek to autism. Curr Opin Neurobiol. 2009, 19 (2): 231-234. 10.1016/j.conb.2009.06.003.CrossRefPubMed
75.
go back to reference Poelmans G, Franke B, Pauls D, Glennon J, Buitelaar J:AKAPs integrate genetic findings for autism spectrum disorders. Trans Psychiatry. 2013, 3 (6): 270-10.1038/tp.2013.48.CrossRef Poelmans G, Franke B, Pauls D, Glennon J, Buitelaar J:AKAPs integrate genetic findings for autism spectrum disorders. Trans Psychiatry. 2013, 3 (6): 270-10.1038/tp.2013.48.CrossRef
77.
go back to reference McFadden K, Minshew NJ:Evidence for dysregulation of axonal growth and guidance in the etiology of asd. Front Hum Neurosci. 2013,7, McFadden K, Minshew NJ:Evidence for dysregulation of axonal growth and guidance in the etiology of asd. Front Hum Neurosci. 2013,7,
78.
go back to reference Chaste P, Klei L, Sanders SJ, Murtha MT, Hus V, Lowe JK, Willsey AJ, Moreno-De-Luca D, Yu TW, Fombonne E, Geschwind D, Grice DE, Ledbetter DH, Lord C, Mane SM, Lese Martin C, Martin DM, Morrow EM, Walsh CA, Sutcliffe JS, State MW, Devlin B, Cook EH, Kim SJ:Adjusting head circumference for covariates in autism: clinical correlates of a highly heritable continuous trait. Biol Psychiatry. 2013, 74: 576-584. 10.1016/j.biopsych.2013.04.018.PubMedCentralCrossRefPubMed Chaste P, Klei L, Sanders SJ, Murtha MT, Hus V, Lowe JK, Willsey AJ, Moreno-De-Luca D, Yu TW, Fombonne E, Geschwind D, Grice DE, Ledbetter DH, Lord C, Mane SM, Lese Martin C, Martin DM, Morrow EM, Walsh CA, Sutcliffe JS, State MW, Devlin B, Cook EH, Kim SJ:Adjusting head circumference for covariates in autism: clinical correlates of a highly heritable continuous trait. Biol Psychiatry. 2013, 74: 576-584. 10.1016/j.biopsych.2013.04.018.PubMedCentralCrossRefPubMed
Metadata
Title
DAWN: a framework to identify autism genes and subnetworks using gene expression and genetics
Authors
Li Liu
Jing Lei
Stephan J Sanders
Arthur Jeremy Willsey
Yan Kou
Abdullah Ercument Cicek
Lambertus Klei
Cong Lu
Xin He
Mingfeng Li
Rebecca A Muhle
Avi Ma’ayan
James P Noonan
Nenad Šestan
Kathryn A McFadden
Matthew W State
Joseph D Buxbaum
Bernie Devlin
Kathryn Roeder
Publication date
01-12-2014
Publisher
BioMed Central
Published in
Molecular Autism / Issue 1/2014
Electronic ISSN: 2040-2392
DOI
https://doi.org/10.1186/2040-2392-5-22

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