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PMID: 24267887 Published · ppublish English Journal Article Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't

Integrative functional genomic analyses implicate specific molecular pathways and circuits in autism.

Cell ·Vol. 155 ·No. 5 ·2013-11-21 ·Pages 1008-21

Parikshak NN, Luo R, Zhang A, Won H, Lowe JK, Chandran V, Horvath S, Geschwind DH

Abstract

Genetic studies have identified dozens of autism spectrum disorder (ASD) susceptibility genes, raising two critical questions: (1) do these genetic loci converge on specific biological processes, and (2) where does the phenotypic specificity of ASD arise, given its genetic overlap with intellectual disability (ID)? To address this, we mapped ASD and ID risk genes onto coexpression networks representing developmental trajectories and transcriptional profiles representing fetal and adult cortical laminae. ASD genes tightly coalesce in modules that implicate distinct biological functions during human cortical development, including early transcriptional regulation and synaptic development. Bioinformatic analyses suggest that translational regulation by FMRP and transcriptional coregulation by common transcription factors connect these processes. At a circuit level, ASD genes are enriched in superficial cortical layers and glutamatergic projection neurons. Furthermore, we show that the patterns of ASD and ID risk genes are distinct, providing a biological framework for further investigating the pathophysiology of ASD.

MeSH Terms
Brain/embryology,physiopathology Cerebral Cortex/physiopathology Child Development Disorders, Pervasive/genetics,metabolism Gene Expression Regulation Gene Regulatory Networks Genome-Wide Association Study Humans Neurons/metabolism Transcription, Genetic
Authors & Affiliations
8 authors, click to expand affiliations / ORCID
Parikshak Neelroop N
Program in Neurobehavioral Genetics, Semel Institute, David Geffen School of Medicine, University of California, Los Angeles, Los Angeles, CA 90095, USA; Interdepartmental Program in Neuroscience, University of California, Los Angeles, Los Angeles, CA 90095, USA.
Luo Rui
Zhang Alice
Won Hyejung
Lowe Jennifer K
Chandran Vijayendran
Horvath Steve
Geschwind Daniel H
References (62)
62 references, click to expand
  1. GENCODE: producing a reference annotation for ENCODE.
    Genome Biol. 2006;7 Suppl 1:S4.1-9 PMID: 16925838
  2. Transcriptomic analysis of autistic brain reveals convergent molecular pathology.
    Nature. 2011 May 25;474(7351):380-4 PMID: 21614001
  3. CHD5, a brain-specific paralog of Mi2 chromatin remodeling enzymes, regulates expression of neuronal genes.
    PLoS One. 2011;6(9):e24515 PMID: 21931736
  4. Brain growth across the life span in autism: age-specific changes in anatomical pathology.
    Brain Res. 2011 Mar 22;1380:138-45 PMID: 20920490
  5. Mutations in SWI/SNF chromatin remodeling complex gene ARID1B cause Coffin-Siris syndrome.
    Nat Genet. 2012 Mar 18;44(4):379-80 PMID: 22426309
  6. De novo gene disruptions in children on the autistic spectrum.
    Neuron. 2012 Apr 26;74(2):285-99 PMID: 22542183
  7. Neuroanatomy of autism.
    Trends Neurosci. 2008 Mar;31(3):137-45 PMID: 18258309
  8. De novo mutations revealed by whole-exome sequencing are strongly associated with autism.
    Nature. 2012 Apr 04;485(7397):237-41 PMID: 22495306
  9. Interpreting the role of de novo protein-coding mutations in neuropsychiatric disease.
    Nat Genet. 2013 Mar;45(3):234-8 PMID: 23438595
  10. Sporadic autism exomes reveal a highly interconnected protein network of de novo mutations.
    Nature. 2012 Apr 04;485(7397):246-50 PMID: 22495309
  11. GO-Elite: a flexible solution for pathway and ontology over-representation.
    Bioinformatics. 2012 Aug 15;28(16):2209-10 PMID: 22743224
  12. Patterns and rates of exonic de novo mutations in autism spectrum disorders.
    Nature. 2012 Apr 04;485(7397):242-5 PMID: 22495311
  13. Genetics of autism spectrum disorders.
    Trends Cogn Sci. 2011 Sep;15(9):409-16 PMID: 21855394
  14. Characterising and predicting haploinsufficiency in the human genome.
    PLoS Genet. 2010 Oct 14;6(10):e1001154 PMID: 20976243
  15. A map of human protein interactions derived from co-expression of human mRNAs and their orthologs.
    Mol Syst Biol. 2008;4:180 PMID: 18414481
  16. Autism and abnormal development of brain connectivity.
    J Neurosci. 2004 Oct 20;24(42):9228-31 PMID: 15496656
  17. Rare de novo variants associated with autism implicate a large functional network of genes involved in formation and function of synapses.
    Neuron. 2011 Jun 9;70(5):898-907 PMID: 21658583
  18. Intellectual disability and its relationship to autism spectrum disorders.
    Res Dev Disabil. 2009 Nov-Dec;30(6):1107-14 PMID: 19604668
  19. Cnot1, Cnot2, and Cnot3 maintain mouse and human ESC identity and inhibit extraembryonic differentiation.
    Stem Cells. 2012 May;30(5):910-22 PMID: 22367759
  20. Combined analysis of exome sequencing points toward a major role for transcription regulation during brain development in autism.
    Mol Psychiatry. 2013 Oct;18(10):1054-6 PMID: 23147383
  21. ChEA: transcription factor regulation inferred from integrating genome-wide ChIP-X experiments.
    Bioinformatics. 2010 Oct 1;26(19):2438-44 PMID: 20709693
  22. Genetic and epigenetic networks in intellectual disabilities.
    Annu Rev Genet. 2011;45:81-104 PMID: 21910631
  23. Satb1 is an activity-modulated transcription factor required for the terminal differentiation and connectivity of medial ganglionic eminence-derived cortical interneurons.
    J Neurosci. 2012 Dec 5;32(49):17690-705 PMID: 23223290
  24. Individual common variants exert weak effects on the risk for autism spectrum disorders.
    Hum Mol Genet. 2012 Nov 1;21(21):4781-92 PMID: 22843504
  25. Transcriptional architecture of the primate neocortex.
    Neuron. 2012 Mar 22;73(6):1083-99 PMID: 22445337
  26. BioGRID: a general repository for interaction datasets.
    Nucleic Acids Res. 2006 Jan 1;34(Database issue):D535-9 PMID: 16381927
  27. Whole-genome sequencing in autism identifies hot spots for de novo germline mutation.
    Cell. 2012 Dec 21;151(7):1431-42 PMID: 23260136
  28. Genetics of intellectual disability.
    Curr Opin Genet Dev. 2008 Jun;18(3):241-50 PMID: 18694825
  29. Genome-wide transcriptome profiling reveals the functional impact of rare de novo and recurrent CNVs in autism spectrum disorders.
    Am J Hum Genet. 2012 Jul 13;91(1):38-55 PMID: 22726847
  30. From neural development to cognition: unexpected roles for chromatin.
    Nat Rev Genet. 2013 May;14(5):347-59 PMID: 23568486
  31. Trajectories of brain development: point of vulnerability or window of opportunity?
    Neurosci Biobehav Rev. 2003 Jan-Mar;27(1-2):3-18 PMID: 12732219
  32. Fragile X and X-linked intellectual disability: four decades of discovery.
    Am J Hum Genet. 2012 Apr 6;90(4):579-90 PMID: 22482801
  33. Maturation-promoting activity of SATB1 in MGE-derived cortical interneurons.
    Cell Rep. 2012 Nov 29;2(5):1351-62 PMID: 23142661
  34. Chromatin regulation by BAF170 controls cerebral cortical size and thickness.
    Dev Cell. 2013 May 13;25(3):256-69 PMID: 23643363
  35. The chromatin remodeler CHD7 regulates adult neurogenesis via activation of SoxC transcription factors.
    Cell Stem Cell. 2013 Jul 3;13(1):62-72 PMID: 23827709
  36. Proteins encoded in genomic regions associated with immune-mediated disease physically interact and suggest underlying biology.
    PLoS Genet. 2011 Jan 13;7(1):e1001273 PMID: 21249183
  37. Protein interactome reveals converging molecular pathways among autism disorders.
    Sci Transl Med. 2011 Jun 8;3(86):86ra49 PMID: 21653829
  38. MicroRNA-mediated switching of chromatin-remodelling complexes in neural development.
    Nature. 2009 Jul 30;460(7255):642-6 PMID: 19561591
  39. TRANSFAC: transcriptional regulation, from patterns to profiles.
    Nucleic Acids Res. 2003 Jan 1;31(1):374-8 PMID: 12520026
  40. Molecular and comparative genetics of mental retardation.
    Genetics. 2004 Feb;166(2):835-81 PMID: 15020472
  41. Autism genetics: searching for specificity and convergence.
    Genome Biol. 2012 Jul 31;13(7):247 PMID: 22849751
  42. Common genetic variants, acting additively, are a major source of risk for autism.
    Mol Autism. 2012 Oct 15;3(1):9 PMID: 23067556
  43. Transcriptional regulation of neuronal polarity and morphogenesis in the mammalian brain.
    Neuron. 2011 Oct 6;72(1):22-40 PMID: 21982366
  44. A systematic survey of loss-of-function variants in human protein-coding genes.
    Science. 2012 Feb 17;335(6070):823-8 PMID: 22344438
  45. Common genetic variants on 5p14.1 associate with autism spectrum disorders.
    Nature. 2009 May 28;459(7246):528-33 PMID: 19404256
  46. Defining clusters from a hierarchical cluster tree: the Dynamic Tree Cut package for R.
    Bioinformatics. 2008 Mar 1;24(5):719-20 PMID: 18024473
  47. A general framework for weighted gene co-expression network analysis.
    Stat Appl Genet Mol Biol. 2005;4:Article17 PMID: 16646834
  48. AutDB: a gene reference resource for autism research.
    Nucleic Acids Res. 2009 Jan;37(Database issue):D832-6 PMID: 19015121
  49. FMRP stalls ribosomal translocation on mRNAs linked to synaptic function and autism.
    Cell. 2011 Jul 22;146(2):247-61 PMID: 21784246
  50. Annual Research Review: Development of the cerebral cortex: implications for neurodevelopmental disorders.
    J Child Psychol Psychiatry. 2011 Apr;52(4):339-55 PMID: 20735793
  51. Brain anatomy and its relationship to behavior in adults with autism spectrum disorder: a multicenter magnetic resonance imaging study.
    Arch Gen Psychiatry. 2012 Feb;69(2):195-209 PMID: 22310506
  52. Multiplex targeted sequencing identifies recurrently mutated genes in autism spectrum disorders.
    Science. 2012 Dec 21;338(6114):1619-22 PMID: 23160955
  53. Activity-dependent neuronal signalling and autism spectrum disorder.
    Nature. 2013 Jan 17;493(7432):327-37 PMID: 23325215
  54. A network of genetic repression and derepression specifies projection fates in the developing neocortex.
    Proc Natl Acad Sci U S A. 2012 Nov 20;109(47):19071-8 PMID: 23144223
  55. A user's guide to the encyclopedia of DNA elements (ENCODE).
    PLoS Biol. 2011 Apr;9(4):e1001046 PMID: 21526222
  56. Autism spectrum disorders: developmental disconnection syndromes.
    Curr Opin Neurobiol. 2007 Feb;17(1):103-11 PMID: 17275283
  57. Development of the human cerebral cortex: Boulder Committee revisited.
    Nat Rev Neurosci. 2008 Feb;9(2):110-22 PMID: 18209730
  58. Rare complete knockouts in humans: population distribution and significant role in autism spectrum disorders.
    Neuron. 2013 Jan 23;77(2):235-42 PMID: 23352160
  59. Corpus callosum abnormalities, intellectual disability, speech impairment, and autism in patients with haploinsufficiency of ARID1B.
    Clin Genet. 2012 Sep;82(3):248-55 PMID: 21801163
  60. Using whole-exome sequencing to identify inherited causes of autism.
    Neuron. 2013 Jan 23;77(2):259-73 PMID: 23352163
  61. Genetic architecture in autism spectrum disorder.
    Curr Opin Genet Dev. 2012 Jun;22(3):229-37 PMID: 22463983
  62. Model of autism: increased ratio of excitation/inhibition in key neural systems.
    Genes Brain Behav. 2003 Oct;2(5):255-67 PMID: 14606691
Article Info
Journal
Cell
Abbr.
Cell
ISSN
1097-4172
Published
2013-11-21
Pages
1008-21
Language
English
Region
United States
NLM ID
0413066
PMCID
PMC3934107
Subset
IM
Grants
NIMH NIH HHS · R01 MH094714 · United States
NIMH NIH HHS · T32 MH073526 · United States
NIMH NIH HHS · T32MH073526 · United States
NIMH NIH HHS · 9R01MH100027 · United States
NINDS NIH HHS · P30 NS062691 · United States
NIMH NIH HHS · 5R37MH060233 · United States
NIMH NIH HHS · RC2 MH089921 · United States
NIMH NIH HHS · R01 MH060233 · United States
NIMH NIH HHS · 5R01MH094714 · United States
NIMH NIH HHS · F30 MH099886 · United States
NIMH NIH HHS · F30MH099886 · United States
NIMH NIH HHS · R01 MH100027 · United States
NINDS NIH HHS · P30NS062691 · United States
NIMH NIH HHS · R37 MH060233 · United States
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