The proteomic architecture of schizophrenia iPSC-derived cerebral organoids reveals alterations in GWAS and neuronal development factors.

Michael Notaras, Aiman Lodhi, Haoyun Fang, David Greening, Dilek Colak
Author Information
  1. Michael Notaras: Center for Neurogenetics, Feil Family Brain and Mind Research Institute, Weill Cornell Medical College, Cornell University, New York, NY, USA. ORCID
  2. Aiman Lodhi: Center for Neurogenetics, Feil Family Brain and Mind Research Institute, Weill Cornell Medical College, Cornell University, New York, NY, USA.
  3. Haoyun Fang: Baker Institute for Heart and Diabetes, Melbourne, VIC, Australia.
  4. David Greening: Baker Institute for Heart and Diabetes, Melbourne, VIC, Australia. david.greening@baker.edu. ORCID
  5. Dilek Colak: Center for Neurogenetics, Feil Family Brain and Mind Research Institute, Weill Cornell Medical College, Cornell University, New York, NY, USA. dic2009@med.cornell.edu. ORCID

Abstract

Schizophrenia (Scz) is a brain disorder that has a typical onset in early adulthood but otherwise maintains unknown disease origins. Unfortunately, little progress has been made in understanding the molecular mechanisms underlying neurodevelopment of Scz due to ethical and technical limitations in accessing developing human brain tissue. To overcome this challenge, we have previously utilized patient-derived Induced Pluripotent Stem Cells (iPSCs) to generate self-developing, self-maturating, and self-organizing 3D brain-like tissue known as cerebral organoids. As a continuation of this prior work, here we provide an architectural map of the developing Scz organoid proteome. Utilizing iPSCs from n = 25 human donors (n = 8 healthy Ctrl donors, and n = 17 Scz patients), we generated 3D cerebral organoids, employed 16-plex isobaric sample-barcoding chemistry, and simultaneously subjected samples to comprehensive high-throughput liquid-chromatography/mass-spectrometry (LC/MS) quantitative proteomics. Of 3,705 proteins identified by high-throughput proteomic profiling, we identified that just ~2.62% of the organoid global proteomic landscape was differentially regulated in Scz organoids. In sum, just 43 proteins were up-regulated and 54 were down-regulated in Scz patient-derived organoids. Notably, a range of neuronal factors were depleted in Scz organoids (e.g., MAP2, TUBB3, SV2A, GAP43, CRABP1, NCAM1 etc.). Based on global enrichment analysis, alterations in key pathways that regulate nervous system development (e.g., axonogenesis, axon development, axon guidance, morphogenesis pathways regulating neuronal differentiation, as well as substantia nigra development) were perturbed in Scz patient-derived organoids. We also identified prominent alterations in two novel GWAS factors, Pleiotrophin (PTN) and Podocalyxin (PODXL), in Scz organoids. In sum, this work serves as both a report and a resource that researchers can leverage to compare, contrast, or orthogonally validate Scz factors and pathways identified in observational clinical studies and other model systems.

References

  1. Am J Psychiatry. 1995 Mar;152(3):450-2 [PMID: 7864276]
  2. Biol Psychiatry. 2018 Apr 1;83(7):558-568 [PMID: 29295738]
  3. Schizophr Res. 1994 Oct;13(3):195-207 [PMID: 7841132]
  4. Cell Stem Cell. 2016 Aug 4;19(2):258-265 [PMID: 27162029]
  5. Mol Psychiatry. 2020 Nov;25(11):2873-2888 [PMID: 31019265]
  6. Proc Natl Acad Sci U S A. 2015 Dec 22;112(51):15672-7 [PMID: 26644564]
  7. Schizophr Res. 1991 Mar-Apr;4(2):233-43 [PMID: 1645590]
  8. Front Cell Neurosci. 2020 Aug 28;14:233 [PMID: 33005129]
  9. Brain Res Brain Res Rev. 2000 Mar;31(2-3):270-6 [PMID: 10719153]
  10. Stem Cell Reports. 2014 Oct 14;3(4):531-8 [PMID: 25358781]
  11. Science. 2016 May 13;352(6287):816-8 [PMID: 27064148]
  12. Neuron. 2005 Jan 20;45(2):245-55 [PMID: 15664176]
  13. Biol Psychiatry. 2000 Jan 1;47(1):8-21 [PMID: 10650444]
  14. Arch Gen Psychiatry. 2001 Feb;58(2):158-64 [PMID: 11177117]
  15. Front Cell Neurosci. 2019 Jul 30;13:336 [PMID: 31417360]
  16. Transl Psychiatry. 2018 Apr 12;8(1):77 [PMID: 29643329]
  17. Curr Opin Neurobiol. 2021 Feb;66:103-115 [PMID: 33130409]
  18. Mol Psychiatry. 2008 Dec;13(12):1118-28 [PMID: 17938634]
  19. Neurosci Bull. 2014 Aug;30(4):692-6 [PMID: 24691800]
  20. Neuroscientist. 2019 Oct;25(5):434-454 [PMID: 30387693]
  21. J Physiol. 2012 Feb 15;590(4):715-24 [PMID: 22219337]
  22. Curr Opin Neurobiol. 2014 Jun;26:22-6 [PMID: 24650500]
  23. Nat Protoc. 2014 Oct;9(10):2329-40 [PMID: 25188634]
  24. PLoS One. 2017 Jan 23;12(1):e0170169 [PMID: 28114332]
  25. Mol Psychiatry. 2013 Oct;18(10):1067-76 [PMID: 23732879]
  26. JAMA. 2006 Aug 2;296(5):582-4 [PMID: 16882967]
  27. Exp Mol Med. 2017 Dec 15;49(12):e414 [PMID: 29244787]
  28. Proteomics. 2021 Jul;21(13-14):e2000098 [PMID: 33991177]
  29. PLoS One. 2010 Aug 10;5(8):e12003 [PMID: 20706633]
  30. Arch Gen Psychiatry. 1995 Dec;52(12):998-1007 [PMID: 7492260]
  31. Neuropsychopharmacology. 2021 Jan;46(1):70-85 [PMID: 32659782]
  32. Cell Rep. 2021 Jul 6;36(1):109315 [PMID: 34233200]
  33. J Neurosci. 2021 Aug 18;41(33):6987-7002 [PMID: 34266900]
  34. Nat Neurosci. 2019 Jul;22(7):1089-1098 [PMID: 31235908]
  35. Cell. 2019 Feb 7;176(4):743-756.e17 [PMID: 30735633]
  36. Mol Chem Neuropathol. 1995 Jan;24(1):1-11 [PMID: 7755843]
  37. Neural Plast. 2011;2011:723184 [PMID: 21904685]
  38. Cell Stem Cell. 2017 Aug 3;21(2):195-208.e6 [PMID: 28736215]
  39. Psychiatr Genet. 2020 Oct;30(5):141-149 [PMID: 32868733]
  40. Front Biosci. 2001 Sep 01;6:E61-5 [PMID: 11532611]
  41. Nature. 2014 Jul 24;511(7510):421-7 [PMID: 25056061]
  42. Nat Med. 2020 Dec;26(12):1888-1898 [PMID: 32989314]
  43. Biol Psychiatry. 1996 Nov 1;40(9):817-24 [PMID: 8896767]
  44. Nat Biotechnol. 2008 Dec;26(12):1367-72 [PMID: 19029910]
  45. Psychiatry Res. 2008 Feb 28;158(1):75-8 [PMID: 18096247]
  46. Nature. 2013 Sep 19;501(7467):373-9 [PMID: 23995685]
  47. Cell Rep. 2016 Dec 20;17(12):3369-3384 [PMID: 28009303]
  48. Schizophr Bull. 2008 Sep;34(5):944-61 [PMID: 18586694]
  49. Mol Psychiatry. 2021 Aug;26(8):4431-4447 [PMID: 31822818]
  50. Front Genet. 2018 Sep 28;9:434 [PMID: 30323833]
  51. Neuron. 2017 Dec 6;96(5):1041-1054.e5 [PMID: 29103808]
  52. Cell. 2019 Sep 5;178(6):1387-1402.e14 [PMID: 31474363]
  53. Mol Cell Neurosci. 2002 Jun;20(2):330-42 [PMID: 12093164]
  54. JAMA Psychiatry. 2020 Jul 1;77(7):745-754 [PMID: 32186681]
  55. NPJ Schizophr. 2018 Aug 21;4(1):16 [PMID: 30131491]
  56. Mol Psychiatry. 2021 Dec;26(12):7760-7783 [PMID: 34158620]
  57. Cell. 2015 Jul 16;162(2):375-390 [PMID: 26186191]
  58. J Proteome Res. 2011 Dec 2;10(12):5433-43 [PMID: 22007635]
  59. Brain Behav Immun. 2019 Oct;81:161-171 [PMID: 31175998]
  60. Transl Psychiatry. 2019 Nov 18;9(1):302 [PMID: 31740674]
  61. Brain Res Bull. 2001 Jul 15;55(5):569-78 [PMID: 11576753]
  62. Mol Psychiatry. 2020 Nov;25(11):2695-2711 [PMID: 32764691]
  63. Cardiovasc Res. 2021 Feb 22;117(3):918-929 [PMID: 32251516]
  64. Nucleic Acids Res. 2019 Jan 8;47(D1):D442-D450 [PMID: 30395289]
  65. J Cell Mol Med. 2012 Jun;16(6):1184-95 [PMID: 22304330]
  66. Philos Trans R Soc Lond B Biol Sci. 2018 Mar 19;373(1742): [PMID: 29352030]
  67. Cell. 1997 Jan 10;88(1):73-83 [PMID: 9019408]
  68. Cells. 2018 Sep 17;7(9): [PMID: 30227641]
  69. Schizophr Bull. 2003;29(4):633-51 [PMID: 14989404]
  70. Endocrinology. 2017 Sep 1;158(9):3004-3014 [PMID: 28911165]
  71. Schizophr Res. 2014 Dec;160(1-3):9-19 [PMID: 25468183]
  72. Cereb Cortex. 2019 Jul 5;29(7):2890-2903 [PMID: 29982499]
  73. Nat Med. 2019 Apr;25(4):561-568 [PMID: 30858616]
  74. Genes Dev. 2020 Apr 1;34(7-8):580-597 [PMID: 32115408]
  75. Neuron. 2019 Jan 2;101(1):32-44.e6 [PMID: 30497772]
  76. Mol Psychiatry. 2022 Mar;27(3):1416-1434 [PMID: 34789849]
  77. Cereb Cortex. 2001 Feb;11(2):136-47 [PMID: 11208668]
  78. Front Cell Dev Biol. 2020 Oct 15;8:588941 [PMID: 33178701]
  79. Nature. 1982 Jan 28;295(5847):341-2 [PMID: 7057899]
  80. Prog Neuropsychopharmacol Biol Psychiatry. 2005 Feb;29(2):283-90 [PMID: 15694236]
  81. Cell Rep. 2017 Feb 7;18(6):1527-1542 [PMID: 28178528]
  82. Mol Psychiatry. 2015 Mar;20(3):361-8 [PMID: 24686136]
  83. Ment Retard Dev Disabil Res Rev. 2002;8(1):51-7 [PMID: 11921387]
  84. Transl Psychiatry. 2017 Nov 17;7(11):6 [PMID: 30446636]
  85. Eur Arch Psychiatry Clin Neurosci. 2006 Mar;256(2):77-81 [PMID: 16133738]
  86. Nat Methods. 2016 Sep;13(9):731-40 [PMID: 27348712]
  87. Transl Psychiatry. 2019 Nov 28;9(1):321 [PMID: 31780643]
  88. World J Biol Psychiatry. 2010 Aug;11(5):719-28 [PMID: 20446881]
  89. Neuroscience. 2016 Oct 15;334:105-118 [PMID: 27506142]
  90. Proc Natl Acad Sci U S A. 1996 Nov 26;93(24):14182-7 [PMID: 8943081]
  91. Mol Cell Neurosci. 2016 Jun;73:52-62 [PMID: 26655799]
  92. Front Mol Neurosci. 2019 Feb 12;12:19 [PMID: 30853885]

MeSH Term

Adult
Genome-Wide Association Study
Humans
Induced Pluripotent Stem Cells
Organoids
Proteomics
Schizophrenia

Word Cloud

Created with Highcharts 10.0.0Sczorganoidsidentifiedfactorsdevelopmentpatient-derivedcerebralproteomicneuronalalterationspathwaysbraindevelopinghumantissueiPSCs3Dworkorganoiddonorshigh-throughputproteinsjustglobalsumegaxonGWASSchizophreniadisordertypicalonsetearlyadulthoodotherwisemaintainsunknowndiseaseoriginsUnfortunatelylittleprogressmadeunderstandingmolecularmechanismsunderlyingneurodevelopmentdueethicaltechnicallimitationsaccessingovercomechallengepreviouslyutilizedInducedPluripotentStemCellsgenerateself-developingself-maturatingself-organizingbrain-likeknowncontinuationpriorprovidearchitecturalmapproteomeUtilizingn = 25n = 8healthyCtrln = 17patientsgeneratedemployed16-plexisobaricsample-barcodingchemistrysimultaneouslysubjectedsamplescomprehensiveliquid-chromatography/mass-spectrometryLC/MSquantitativeproteomics3705profiling~262%landscapedifferentiallyregulated43up-regulated54down-regulatedNotablyrangedepletedMAP2TUBB3SV2AGAP43CRABP1NCAM1etcBasedenrichmentanalysiskeyregulatenervoussystemaxonogenesisguidancemorphogenesisregulatingdifferentiationwellsubstantianigraperturbedalsoprominenttwonovelPleiotrophinPTNPodocalyxinPODXLservesreportresourceresearcherscanleveragecomparecontrastorthogonallyvalidateobservationalclinicalstudiesmodelsystemsarchitectureschizophreniaiPSC-derivedreveals

Similar Articles

Cited By