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PMID: 31784728 Published · ppublish English Journal Article Research Support, N.I.H., Extramural Research Support, Non-U.S. Gov't

Neuronal impact of patient-specific aberrant NRXN1α splicing.

Nature genetics ·Vol. 51 ·No. 12 ·2019-00-00 ·Pages 1679-1690

Flaherty E, Zhu S, Barretto N, Cheng E, Deans PJM, Fernando MB, Schrode N, Francoeur N, Antoine A, Alganem K, Halpern M, Deikus G, Shah H, Fitzgerald M, Ladran I, Gochman P, Rapoport J, Tsankova NM, McCullumsmith R, Hoffman GE, Sebra R, Fang G, Brennand KJ

Abstract

NRXN1 undergoes extensive alternative splicing, and non-recurrent heterozygous deletions in NRXN1 are strongly associated with neuropsychiatric disorders. We establish that human induced pluripotent stem cell (hiPSC)-derived neurons well represent the diversity of NRXN1α alternative splicing observed in the human brain, cataloguing 123 high-confidence in-frame human NRXN1α isoforms. Patient-derived NRXN1+/- hiPSC-neurons show a greater than twofold reduction in half of the wild-type NRXN1α isoforms and express dozens of novel isoforms from the mutant allele. Reduced neuronal activity in patient-derived NRXN1+/- hiPSC-neurons is ameliorated by overexpression of individual control isoforms in a genotype-dependent manner, whereas individual mutant isoforms decrease neuronal activity levels in control hiPSC-neurons. In a genotype-dependent manner, the phenotypic impact of patient-specific NRXN1+/- mutations can occur through a reduction in wild-type NRXN1α isoform levels as well as the presence of mutant NRXN1α isoforms.

MeSH Terms
Alternative Splicing Animals Autism Spectrum Disorder/genetics Bipolar Disorder/genetics Calcium-Binding Proteins/genetics Case-Control Studies Depressive Disorder, Major/genetics Female Gene Expression Heterozygote Humans Induced Pluripotent Stem Cells/physiology Male Mice Neural Cell Adhesion Molecules/genetics Protein Isoforms/genetics Schizophrenia/genetics Sequence Deletion
Chemicals
Calcium-Binding Proteins NRXN1 protein, human Neural Cell Adhesion Molecules Nrxn1 protein, mouse Protein Isoforms
Authors & Affiliations
23 authors, click to expand affiliations / ORCID
Flaherty Erin
Nash Family Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA. | Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA. | Graduate School of Biomedical Science, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Zhu Shijia
Department of Genetics and Genomics, Icahn School of Medicine at Mount Sinai, New York, NY, USA. | Icahn Institute of Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY, USA. | Liver Tumor Translational Research Program, Harold C. Simmons Comprehensive Cancer Center, Division of Digestive and Liver Diseases, Department of Internal Medicine, University of Texas Southwestern Medical Center, Dallas, TX, USA.
Barretto Natalie ORCID
Graduate School of Biomedical Science, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Cheng Esther
Graduate School of Biomedical Science, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Deans P J Michael
Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA. | Department of Genetics and Genomics, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Fernando Michael B ORCID
Nash Family Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA. | Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA. | Graduate School of Biomedical Science, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Schrode Nadine ORCID
Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA. | Department of Genetics and Genomics, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Francoeur Nancy
Department of Genetics and Genomics, Icahn School of Medicine at Mount Sinai, New York, NY, USA. | Icahn Institute of Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Antoine Alesia
Department of Genetics and Genomics, Icahn School of Medicine at Mount Sinai, New York, NY, USA. | Icahn Institute of Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Alganem Khaled
Department of Neurosciences, Institute in the College of Medicine & Life Sciences, The University of Toledo, Toledo, OH, USA.
Halpern Madeline
Graduate School of Biomedical Science, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Deikus Gintaras
Department of Genetics and Genomics, Icahn School of Medicine at Mount Sinai, New York, NY, USA. | Icahn Institute of Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Shah Hardik
Department of Genetics and Genomics, Icahn School of Medicine at Mount Sinai, New York, NY, USA. | Icahn Institute of Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Fitzgerald Megan
Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA. | Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Ladran Ian
Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA. | Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Gochman Peter
Childhood Psychiatry Branch, National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA.
Rapoport Judith
Childhood Psychiatry Branch, National Institute of Mental Health, National Institutes of Health, Bethesda, MD, USA.
Tsankova Nadejda M
Nash Family Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA. | Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA. | Department of Pathology, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
McCullumsmith Robert
Department of Neurosciences, Institute in the College of Medicine & Life Sciences, The University of Toledo, Toledo, OH, USA.
Hoffman Gabriel E ORCID
Department of Genetics and Genomics, Icahn School of Medicine at Mount Sinai, New York, NY, USA. | Icahn Institute of Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY, USA. | Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Sebra Robert
Department of Genetics and Genomics, Icahn School of Medicine at Mount Sinai, New York, NY, USA. | Icahn Institute of Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY, USA.
Fang Gang ORCID
Department of Genetics and Genomics, Icahn School of Medicine at Mount Sinai, New York, NY, USA. [email protected]. | Icahn Institute of Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY, USA. [email protected].
Brennand Kristen J ORCID
Nash Family Department of Neuroscience, Icahn School of Medicine at Mount Sinai, New York, NY, USA. [email protected]. | Friedman Brain Institute, Icahn School of Medicine at Mount Sinai, New York, NY, USA. [email protected]. | Department of Genetics and Genomics, Icahn School of Medicine at Mount Sinai, New York, NY, USA. [email protected]. | Icahn Institute of Genomics and Multiscale Biology, Icahn School of Medicine at Mount Sinai, New York, NY, USA. [email protected]. | Department of Psychiatry, Icahn School of Medicine at Mount Sinai, New York, NY, USA. [email protected]. | Pamela Sklar Division of Psychiatric Genomics, Icahn School of Medicine at Mount Sinai, New York, NY, USA. [email protected].
References (83)
83 references, click to expand
  1. Ching, M. S. L. et al. Deletions of NRXN1 (neurexin-1) predispose to a wide spectrum of developmental disorders. Am. J. Med. Genet. B 153, 937–947 (2010).
  2. Contribution of copy number variants to schizophrenia from a genome-wide study of 41,321 subjects.
    Marshall, C. R. et al. Contribution of copy number variants to schizophrenia from a genome-wide study of 41,321 subjects. Nat. Genet. 49, 27–35 (2017). PMID: 27869829
  3. Identification of rare recurrent copy number variants in high-risk autism families and their prevalence in a large ASD population.
    Matsunami, N. et al. Identification of rare recurrent copy number variants in high-risk autism families and their prevalence in a large ASD population. PLoS ONE 8, e52239 (2013). PMID: 23341896
  4. Exon-disrupting deletions of NRXN1 in idiopathic generalized epilepsy.
    Moller, R. S. et al. Exon-disrupting deletions of NRXN1 in idiopathic generalized epilepsy. Epilepsia 54, 256–264 (2013). PMID: 23294455
  5. Molecular characterization of NRXN1 deletions from 19,263 clinical microarray cases identifies exons important for neurodevelopmental disease expression.
    Lowther, C. et al. Molecular characterization of NRXN1 deletions from 19,263 clinical microarray cases identifies exons important for neurodevelopmental disease expression. Genet. Med. 19, 53–61 (2017). PMID: 27195815
  6. Mouse neurexin-1alpha deletion causes correlated electrophysiological and behavioral changes consistent with cognitive impairments.
    Etherton, M. R., Blaiss, C. A., Powell, C. M. & Südhof, T. C. Mouse neurexin-1alpha deletion causes correlated electrophysiological and behavioral changes consistent with cognitive impairments. Proc. Natl Acad. Sci. USA 106, 17998–18003 (2009). PMID: 19822762
  7. Altered social behaviours in neurexin 1α knockout mice resemble core symptoms in neurodevelopmental disorders.
    Grayton, H. M., Missler, M., Collier, D. A. & Fernandes, C. Altered social behaviours in Neurexin 1α knockout mice resemble core symptoms in neurodevelopmental disorders. PLoS ONE 8, e67114 (2013). PMID: 23840597
  8. Alpha-neurexins couple Ca2+ channels to synaptic vesicle exocytosis.
    Missler, M. et al. Alpha-neurexins couple Ca2+ channels to synaptic vesicle exocytosis. Nature 423, 939–948 (2003). PMID: 12827191
  9. Human Neuropsychiatric Disease Modeling using Conditional Deletion Reveals Synaptic Transmission Defects Caused by Heterozygous Mutations in NRXN1.
    Pak, C. et al. Human neuropsychiatric disease modeling using conditional deletion reveals synaptic transmission defects caused by heterozygous mutations in NRXN1. Cell Stem Cell 17, 316–328 (2015). PMID: 26279266
  10. Neurexin 1 (NRXN1) splice isoform expression during human neocortical development and aging.
    Jenkins, A. K. et al. Neurexin 1 (NRXN1) splice isoform expression during human neocortical development and aging. Mol. Psychiatry 21, 701–706 (2016). PMID: 26216298
  11. Harkin, L. F. et al. Neurexins 1–3 each have a distinct pattern of expression in the early developing human cerebral cortex. Cereb. Cortex 27, 1–17 (2016).
  12. Cartography of neurexin alternative splicing mapped by single-molecule long-read mRNA sequencing.
    Treutlein, B., Gokce, O., Quake, S. R. & Südhof, T. C. Cartography of neurexin alternative splicing mapped by single-molecule long-read mRNA sequencing. Proc. Natl Acad. Sci. USA 111, E1291–E1299 (2014). PMID: 24639501
  13. Targeted combinatorial alternative splicing generates brain region-specific repertoires of neurexins.
    Schreiner, D. et al. Targeted combinatorial alternative splicing generates brain region-specific repertoires of neurexins. Neuron 84, 386–398 (2014). PMID: 25284007
  14. An alternative splicing switch shapes neurexin repertoires in principal neurons versus interneurons in the mouse hippocampus.
    Nguyen, T.-M. et al. An alternative splicing switch shapes neurexin repertoires in principal neurons versus interneurons in the mouse hippocampus. eLife 5, e22757 (2016). PMID: 27960072
  15. Single-Cell mRNA Profiling Reveals Cell-Type-Specific Expression of Neurexin Isoforms.
    Fuccillo, M. V. et al. Single-cell mRNA profiling reveals cell-type-specific expression of neurexin isoforms. Neuron 87, 326–340 (2015). PMID: 26182417
  16. Control of neuronal synapse specification by a highly dedicated alternative splicing program.
    Traunmuller, L., Gomez, A. M., Nguyen, T.-M. & Scheiffele, P. Control of neuronal synapse specification by a highly dedicated alternative splicing program. Science 352, 982–986 (2016). PMID: 27174676
  17. Au, K. F., Underwood, J. G., Lee, L. & Wong, W. H. Improving PacBio long read accuracy by short read alignment. PLoS ONE 7, 1–8 (2012).
  18. Characterization of the human ESC transcriptome by hybrid sequencing.
    Au, K. F. et al. Characterization of the human ESC transcriptome by hybrid sequencing. Proc. Natl Acad. Sci. USA 110, E4821–E4830 (2013). PMID: 24282307
  19. Common polygenic variation and risk for childhood-onset schizophrenia.
    Ahn, K., An, S. S., Shugart, Y. Y. & Rapoport, J. L. Common polygenic variation and risk for childhood-onset schizophrenia. Mol. Psychiatry 21, 94–96 (2016). PMID: 25510512
  20. High rate of disease-related copy number variations in childhood onset schizophrenia.
    Ahn, K. et al. High rate of disease-related copy number variations in childhood onset schizophrenia. Mol. Psychiatry 19, 568–572 (2014). PMID: 23689535
  21. Synaptic Neurexin Complexes: A Molecular Code for the Logic of Neural Circuits.
    Sudhof, T. C. Synaptic neurexin complexes: a molecular code for the logic of neural circuits. Cell 171, 745–769 (2017). PMID: 29100073
  22. Brennand, K. J. et al. Modelling schizophrenia using human induced pluripotent stem cells. Nature 479, 556–556 (2011).
  23. Phenotypic differences in hiPSC NPCs derived from patients with schizophrenia.
    Brennand, K. et al. Phenotypic differences in hiPSC NPCs derived from patients with schizophrenia. Mol. Psychiatry 20, 361–368 (2014). PMID: 24686136
  24. Transcriptional signatures of schizophrenia in hiPSC-derived NPCs and neurons are concordant with post-mortem adult brains.
    Hoffman, G. E. et al. Transcriptional signatures of schizophrenia in hiPSC-derived NPCs and neurons are concordant with post-mortem adult brains. Nat. Commun. 8, 2225 (2017). PMID: 29263384
  25. Topol, A., Tran, N. N. & Brennand, K. J. A guide to generating and using hiPSC derived NPCs for the study of neurological diseases. J. Vis. Exp. e52495 (2015).
  26. From "directed differentiation" to "neuronal induction": modeling neuropsychiatric disease.
    Ho, S., Topol, A. & Brennand, K. J. From ‘directed differentiation’ to ‘neuronal induction’: modeling neuropsychiatric disease. Biomark. Insights 10, 31 (2015). PMID: 26045654
  27. Generation of pure GABAergic neurons by transcription factor programming.
    Yang, N. et al. Generation of pure GABAergic neurons by transcription factor programming. Nat. Methods 14, 621–628 (2017). PMID: 28504679
  28. Strength of functional signature correlates with effect size in autism.
    Ballouz, S. & Gillis, J. Strength of functional signature correlates with effect size in autism. Genome Med. 9, 64 (2017). PMID: 28687074
  29. De novo mutations in schizophrenia implicate synaptic networks.
    Fromer, M. et al. De novo mutations in schizophrenia implicate synaptic networks. Nature 506, 179–184 (2014). PMID: 24463507
  30. A polygenic burden of rare disruptive mutations in schizophrenia.
    Purcell, S. M. et al. A polygenic burden of rare disruptive mutations in schizophrenia. Nature 506, 185–190 (2014). PMID: 24463508
  31. Insights into Autism Spectrum Disorder Genomic Architecture and Biology from 71 Risk Loci.
    Sanders, S. J. et al. Insights into autism spectrum disorder genomic architecture and biology from 71 risk loci. Neuron 87, 1215–1233 (2015). PMID: 26402605
  32. Network and Pathway Analysis Subgroup of Psychiatric Genomics Consortium Psychiatric genome-wide association study analyses implicate neuronal, immune and histone pathways. Nat. Neurosci. 18, 199–209 (2015).
  33. Gene expression elucidates functional impact of polygenic risk for schizophrenia.
    Fromer, M. et al. Gene expression elucidates functional impact of polygenic risk for schizophrenia. Nat. Neurosci. 19, 1442–1453 (2016). PMID: 27668389
  34. Shared molecular neuropathology across major psychiatric disorders parallels polygenic overlap.
    Gandal, M. J. et al. Shared molecular neuropathology across major psychiatric disorders parallels polygenic overlap. Science 359, 693–697 (2018). PMID: 29439242
  35. Ripke, S. et al. Biological insights from 108 schizophrenia-associated genetic loci. Nature 511, 421–427 (2014).
  36. Assessment of transcript reconstruction methods for RNA-seq.
    Steijger, T. et al. Assessment of transcript reconstruction methods for RNA-seq. Nat. Methods 10, 1177–1184 (2013). PMID: 24185837
  37. Rapid single-step induction of functional neurons from human pluripotent stem cells.
    Zhang, Y. et al. Rapid single-step induction of functional neurons from human pluripotent stem cells. Neuron 78, 785–798 (2013). PMID: 23764284
  38. Rapid Ngn2-induction of excitatory neurons from hiPSC-derived neural progenitor cells.
    Ho, S. M. et al. Rapid Ngn2-induction of excitatory neurons from hiPSC-derived neural progenitor cells. Methods 101, 113–124 (2016). PMID: 26626326
  39. Presynaptic neurexin-3 alternative splicing trans-synaptically controls postsynaptic AMPA receptor trafficking.
    Aoto, J., Martinelli, D. C., Malenka, R. C., Tabuchi, K. & Südhof, T. C. Presynaptic neurexin-3 alternative splicing trans-synaptically controls postsynaptic AMPA receptor trafficking. Cell 154, 75–88 (2013). PMID: 23827676
  40. Distinct circuit-dependent functions of presynaptic neurexin-3 at GABAergic and glutamatergic synapses.
    Aoto, J., Földy, C., Ilcus, S. M. C., Tabuchi, K. & Südhof, T. C. Distinct circuit-dependent functions of presynaptic neurexin-3 at GABAergic and glutamatergic synapses. Nat. Neurosci. 18, 997–1007 (2015). PMID: 26030848
  41. Neurexins induce differentiation of GABA and glutamate postsynaptic specializations via neuroligins.
    Graf, E. R., Zhang, X., Jin, S.-X. X., Linhoff, M. W. & Craig, A. M. Neurexins induce differentiation of GABA and glutamate postsynaptic specializations via neuroligins. Cell 119, 1013–1026 (2004). PMID: 15620359
  42. Trans-synaptic interaction of GluRdelta2 and Neurexin through Cbln1 mediates synapse formation in the cerebellum.
    Uemura, T. et al. Trans-synaptic interaction of GluRdelta2 and Neurexin through Cbln1 mediates synapse formation in the cerebellum. Cell 141, 1068–1079 (2010). PMID: 20537373
  43. The specific α-neurexin interactor calsyntenin-3 promotes excitatory and inhibitory synapse development.
    Pettem, K. L. et al. The specific alpha-neurexin interactor calsyntenin-3 promotes excitatory and inhibitory synapse development. Neuron 80, 113–128 (2013). PMID: 24094106
  44. An unbiased expression screen for synaptogenic proteins identifies the LRRTM protein family as synaptic organizers.
    Linhoff, M. W. et al. An unbiased expression screen for synaptogenic proteins identifies the LRRTM protein family as synaptic organizers. Neuron 61, 734–749 (2009). PMID: 19285470
  45. Neuroligin expressed in nonneuronal cells triggers presynaptic development in contacting axons.
    Scheiffele, P., Fan, J., Choih, J., Fetter, R. & Serafini, T. Neuroligin expressed in nonneuronal cells triggers presynaptic development in contacting axons. Cell 101, 657–669 (2000). PMID: 10892652
  46. β-Neurexins Control Neural Circuits by Regulating Synaptic Endocannabinoid Signaling.
    Anderson, G. R. et al. beta-neurexins control neural circuits by regulating synaptic endocannabinoid signaling. Cell 162, 593–606 (2015). PMID: 26213384
  47. Pan-neurexin perturbation results in compromised synapse stability and a reduction in readily releasable synaptic vesicle pool size.
    Quinn, D. P. et al. Pan-neurexin perturbation results in compromised synapse stability and a reduction in readily releasable synaptic vesicle pool size. Sci. Rep. 7, 42920 (2017). PMID: 28220838
  48. Writing, Reading, and Translating the Clustered Protocadherin Cell Surface Recognition Code for Neural Circuit Assembly.
    Mountoufaris, G., Canzio, D., Nwakeze, C. L., Chen, W. V. & Maniatis, T. Writing, reading, and translating the clustered protocadherin cell surface recognition code for neural circuit assembly. Annu. Rev. Cell Dev. Biol. 34, 471–493 (2018). PMID: 30296392
  49. Activity-induced histone modifications govern Neurexin-1 mRNA splicing and memory preservation.
    Ding, X. et al. Activity-induced histone modifications govern Neurexin-1 mRNA splicing and memory preservation. Nat. Neurosci. 20, 690–699 (2017). PMID: 28346453
  50. Dynamic changes in neurexins' alternative splicing: role of Rho-associated protein kinases and relevance to memory formation.
    Rozic, G., Lupowitz, Z., Piontkewitz, Y. & Zisapel, N. Dynamic changes in neurexins’ alternative splicing: Role of rho-associated protein kinases and relevance to memory formation. PLoS ONE 6, e18579 (2011). PMID: 21533271
  51. SAM68 regulates neuronal activity-dependent alternative splicing of neurexin-1.
    Iijima, T. et al. SAM68 regulates neuronal activity-dependent alternative splicing of neurexin-1. Cell 147, 1601–1614 (2011). PMID: 22196734
  52. A splice code for trans-synaptic cell adhesion mediated by binding of neuroligin 1 to alpha- and beta-neurexins.
    Boucard, A. A., Chubykin, A. A., Comoletti, D., Taylor, P. & Sudhof, T. C. A splice code for trans-synaptic cell adhesion mediated by binding of neuroligin 1 to alpha- and beta-neurexins. Neuron 48, 229–236 (2005). PMID: 16242404
  53. Alternative splicing controls selective trans-synaptic interactions of the neuroligin-neurexin complex.
    Chih, B., Gollan, L. & Scheiffele, P. Alternative splicing controls selective trans-synaptic interactions of the neuroligin–neurexin complex. Neuron 51, 171–178 (2006). PMID: 16846852
  54. LRRTM2 functions as a neurexin ligand in promoting excitatory synapse formation.
    Ko, J., Fuccillo, M. V., Malenka, R. C. & Südhof, T. C. LRRTM2 functions as a neurexin ligand in promoting excitatory synapse formation. Neuron 64, 791–798 (2009). PMID: 20064387
  55. LRRTMs and neuroligins bind neurexins with a differential code to cooperate in glutamate synapse development.
    Siddiqui, T. J., Pancaroglu, R., Kang, Y., Rooyakkers, A. & Craig, A. M. LRRTMs and neuroligins bind neurexins with a differential code to cooperate in glutamate synapse development. J. Neurosci. 30, 7495–7506 (2010). PMID: 20519524
  56. High affinity neurexin binding to cell adhesion G-protein-coupled receptor CIRL1/latrophilin-1 produces an intercellular adhesion complex.
    Boucard, Aa, Ko, J. & Südhof, T. C. High affinity neurexin binding to cell adhesion G-protein-coupled receptor CIRL1/latrophilin-1 produces an intercellular adhesion complex. J. Biol. Chem. 287, 9399–9413 (2012). PMID: 22262843
  57. Germain, P. L. & Testa, G. Taming human genetic variability: transcriptomic meta-analysis guides the experimental design and interpretation of iPSC-based disease modeling. Stem Cell Rep. 8, 1784–1796 (2017).
  58. MicroRNA Profiling of Neurons Generated Using Induced Pluripotent Stem Cells Derived from Patients with Schizophrenia and Schizoaffective Disorder, and 22q11.2 Del.
    Zhao, D. et al. MicroRNA profiling of neurons generated using induced pluripotent stem cells derived from patients with schizophrenia and schizoaffective disorder, and 22q11.2 Del. PLoS ONE 10, e0132387 (2015). PMID: 26173148
  59. A model for neural development and treatment of Rett syndrome using human induced pluripotent stem cells.
    Marchetto, M. C. N. et al. A model for neural development and treatment of Rett syndrome using human induced pluripotent stem cells. Cell 143, 527–539 (2010). PMID: 21074045
  60. SHANK3 and IGF1 restore synaptic deficits in neurons from 22q13 deletion syndrome patients.
    Shcheglovitov, A. et al. SHANK3 and IGF1 restore synaptic deficits in neurons from 22q13 deletion syndrome patients. Nature 503, 267–271 (2013). PMID: 24132240
  61. Timothy syndrome is associated with activity-dependent dendritic retraction in rodent and human neurons.
    Krey, J. F. et al. Timothy syndrome is associated with activity-dependent dendritic retraction in rodent and human neurons. Nat. Neurosci. 16, 201–209 (2013). PMID: 23313911
  62. Synaptic dysregulation in a human iPS cell model of mental disorders.
    Wen, Z. et al. Synaptic dysregulation in a human iPS cell model of mental disorders. Nature 515, 414–418 (2014). PMID: 25132547
  63. Cellular Phenotypes in Human iPSC-Derived Neurons from a Genetic Model of Autism Spectrum Disorder.
    Deshpande, A. et al. Cellular phenotypes in human iPSC-derived neurons from a genetic model of autism spectrum disorder. Cell Rep. 21, 2678–2687 (2017). PMID: 29212016
  64. Patient-derived iPSCs show premature neural differentiation and neuron type-specific phenotypes relevant to neurodevelopment.
    Yeh, E. et al. Patient-derived iPSCs show premature neural differentiation and neuron type-specific phenotypes relevant to neurodevelopment. Mol. Psychiatry 23, 1687–1698 (2018). PMID: 29158583
  65. Neurexin-neuroligin cell adhesion complexes contribute to synaptotropic dendritogenesis via growth stabilization mechanisms in vivo.
    Chen, S. X., Tari, P. K., She, K. & Haas, K. Neurexin–neuroligin cell adhesion complexes contribute to synaptotropic dendritogenesis via growth stabilization mechanisms in vivo. Neuron 67, 967–983 (2010). PMID: 20869594
  66. Deletion of alpha-neurexins does not cause a major impairment of axonal pathfinding or synapse formation.
    Dudanova, I. et al. Deletion of alpha-neurexins does not cause a major impairment of axonal pathfinding or synapse formation. J. Comp. Neurol. 502, 261–274 (2007). PMID: 17347997
  67. Subramanian, A. et al. Gene set enrichment analysis: a knowledge-based approach for interpreting genome-wide expression profiles. Proc. Natl Acad. Sci. USA 102, 15545–15550 (2005).
  68. A role for noncoding variation in schizophrenia.
    Roussos, P. et al. A role for noncoding variation in schizophrenia. Cell Rep. 9, 1417–1429 (2014). PMID: 25453756
  69. The Phyre2 web portal for protein modeling, prediction and analysis.
    Kelley, L. A., Mezulis, S., Yates, C. M., Wass, M. N. & Sternberg, M. J. E. The Phyre2 web portal for protein modeling, prediction and analysis. Nat. Protoc. 10, 845–858 (2015). PMID: 25950237
  70. STAR: ultrafast universal RNA-seq aligner.
    Dobin, A. et al. STAR: ultrafast universal RNA-seq aligner. Bioinformatics 29, 15–21 (2013). PMID: 23104886
  71. featureCounts: an efficient general purpose program for assigning sequence reads to genomic features.
    Liao, Y., Smyth, G. K. & Shi, W. featureCounts: an efficient general purpose program for assigning sequence reads to genomic features. Bioinformatics 30, 923–930 (2014). PMID: 24227677
  72. Near-optimal probabilistic RNA-seq quantification.
    Bray, N. L., Pimentel, H., Melsted, P. & Pachter, L. Near-optimal probabilistic RNA-seq quantification. Nat. Biotechnol. 34, 525–527 (2016). PMID: 27043002
  73. variancePartition: interpreting drivers of variation in complex gene expression studies.
    Hoffman, G. E. & Schadt, E. E. variancePartition: interpreting drivers of variation in complex gene expression studies. BMC Bioinformatics 17, 483 (2016). PMID: 27884101
  74. Robust enumeration of cell subsets from tissue expression profiles.
    Newman, A. M. et al. Robust enumeration of cell subsets from tissue expression profiles. Nat. Methods 12, 453–457 (2015). PMID: 25822800
  75. limma powers differential expression analyses for RNA-sequencing and microarray studies.
    Ritchie, M. E. et al. Limma powers differential expression analyses for RNA-sequencing and microarray studies. Nucleic Acids Res. 43, e47 (2015). PMID: 25605792
  76. de Leeuw, C. A., Mooij, J. M., Heskes, T. & Posthuma, D. MAGMA: generalized gene-set analysis of GWAS data. PLoS Comput. Biol. 11, 1–19 (2015).
  77. Enrichr: a comprehensive gene set enrichment analysis web server 2016 update.
    Kuleshov, M. V. et al. Enrichr: a comprehensive gene set enrichment analysis web server 2016 update. Nucleic Acids Res. 44, W90–W97 (2016). PMID: 27141961
  78. Studying alternative splicing regulatory networks through partial correlation analysis.
    Chen, L. & Zheng, S. Studying alternative splicing regulatory networks through partial correlation analysis. Genome Biol. 10, R3 (2009). PMID: 19133160
  79. Modeling exon expression using histone modifications.
    Zhu, S., Wang, G., Liu, B. & Wang, Y. Modeling exon expression using histone modifications. PLoS ONE 8, e67448 (2013). PMID: 23825663
  80. DEGseq: an R package for identifying differentially expressed genes from RNA-seq data.
    Wang, L., Feng, Z., Wang, X., Wang, X. & Zhang, X. DEGseq: an R package for identifying differentially expressed genes from RNA-seq data. Bioinformatics 26, 136–138 (2010). PMID: 19855105
  81. Traumatic Brain Injury Induces Alterations in Cortical Glutamate Uptake without a Reduction in Glutamate Transporter-1 Protein Expression.
    Dorsett, C. R. et al. Traumatic brain injury induces alterations in cortical glutamate uptake without a reduction in glutamate transporter-1 protein expression. J. Neurotrauma 34, 220–234 (2017). PMID: 27312729
  82. Abnormalities of signal transduction networks in chronic schizophrenia.
    Mcguire, J. L. et al. Abnormalities of signal transduction networks in chronic schizophrenia. NPJ Schizophr. 3, 30 (2017). PMID: 28900113
  83. Effects of AMP-activated protein kinase (AMPK) signaling and essential amino acids on mammalian target of rapamycin (mTOR) signaling and protein synthesis rates in mammary cells.
    Appuhamy, J. A. et al. Effects of AMP-activated protein kinase (AMPK) signaling and essential amino acids on mammalian target of rapamycin (mTOR) signaling and protein synthesis rates in mammary cells. J. Dairy Sci. 97, 419–429 (2013). PMID: 24183687
Article Info
Journal
Nature genetics
Abbr.
Nat Genet
ISSN
1546-1718
Published
2019-00-00
Epub
2019-00-29
Pages
1679-1690
Language
English
Region
United States
NLM ID
9216904
PMCID
PMC7451045
Subset
IM
Grants
NIMH NIH HHS · F31 MH112285 · United States
NIH HHS · S10 OD018522 · United States
NIMH NIH HHS · R21 MH107916 · United States
NIMH NIH HHS · R01 MH106056 · United States
NIMH NIH HHS · R01 MH107487 · United States
NIMH NIH HHS · R01 MH101454 · United States
NIMH NIH HHS · R01 MH121074 · United States
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