Clustering Schizophrenia Genes by Their Temporal Expression Patterns Aids Functional Interpretation

Author:

van der Meer Dennis12ORCID,Cheng Weiqiu1ORCID,Rokicki Jaroslav13,Fernandez-Cabello Sara1,Shadrin Alexey1,Smeland Olav B1ORCID,Ehrhart Friederike2,Gülöksüz Sinan24,Pries Lotta-Katrin2,Lin Bochao2,Rutten Bart P F2,van Os Jim25,O’Donovan Michael6,Richards Alexander L6ORCID,Steen Nils Eiel1ORCID,Djurovic Srdjan78,Westlye Lars T139ORCID,Andreassen Ole A19,Kaufmann Tobias11011,Aguilar Eduardo J1213,Akdede Berna14,Alptekin Köksal1415,Altınyazar Vesile16,Amoretti Silvia121718,Andric-Petrovic Sanja1920,Arango Celso1221,Arrojo Manuel22,Atbaşoğlu Cem23,Bernardo Miguel121718,Binbay Tolga14,Bobes Julio12242526,Cankurtaran Eylem Şahin27,Carracedo Angel2829,Cihan Burçin30,Delespaul Philippe3132,García-Portilla Maria Paz12242526,González-Peñas Javier21,Guloksuz Sinan3133,Gümüş-Akay Güvem343536,Jiménez-López Estela1237,Ulusoy Kaymak Semra38,Kenis Gunter31,Lin Bochao D3139,López Gonzalo1221,Luykx Jurjen J394041,Maric Nadja P2042,Mezquida Gisela1718,Mihaljevic Marina M4243,Mirjanic Tijana43,Parellada Mara1221,Pries Katrin31,Rivero Olga124445,Rutten Bart P F31,Saiz Pilar A12242526,Can Saka Meram23,Sanjuan Julio1213,Luis Santos José1246,Soygür Haldun47,Üçok Alp48,Ulaş Halis49,van Os Jim314050,Yalınçetin Berna15,Alizadeh Behrooz Z5152,van Amelsvoort Therese53,Cahn Wiepke5455,de Haan Lieuwe5657,Schirmbeck Frederike5657,van Os Jim5859,Veling Wim51, ,

Affiliation:

1. Division of Mental Health and Addiction, Norwegian Centre for Mental Disorders Research (NORMENT), Oslo University Hospital & Institute of Clinical Medicine, University of Oslo , Oslo , Norway

2. Faculty of Health, Medicine and Life Sciences, School of Mental Health and Neuroscience, Maastricht University , Maastricht , The Netherlands

3. Department of Psychology, University of Oslo , Oslo , Norway

4. Department of Psychiatry, Yale University School of Medicine , New Haven, CT

5. Department of Psychiatry, Utrecht University Medical Centre , Utrecht , The Netherlands

6. Division of Psychological Medicine and Clinical Neurosciences, Cardiff University Centre for Neuropsychiatric Genetics and Genomics, School of Medicine, Cardiff University , Cardiff , UK

7. Department of Medical Genetics, Oslo University Hospital , Oslo , Norway

8. Department of Clinical Science, Norwegian Centre for Mental Disorders Research, University of Bergen , Bergen , Norway

9. K.G. Jebsen Centre for Neurodevelopmental Disorders, University of Oslo , Oslo , Norway

10. Department of Psychiatry and Psychotherapy, Tübingen Center for Mental Health, University of Tübingen , Tübingen , Germany

11. German Center for Mental Health (DZPG) , Tübingen , Germany

12. Biomedical Research Networking Centre in Mental Health (CIBERSAM), Spain

13. Department of Psychiatry, Hospital Clínico Universitario de Valencia, School of Medicine, Universidad de Valencia, Valencia, Spain

14. Department of Psychiatry, Faculty of Medicine, Dokuz Eylul University, Izmir, Turkey

15. Department of Neuroscience, Graduate School of Health Sciences, Dokuz Eylul University, Izmir, Turkey

16. Department of Psychiatry, Faculty of Medicine, Adnan Menderes University, Aydin, Turkey

17. Barcelona Clinic Schizophrenia Unit, Neuroscience Institute, Hospital Clinic of Barcelona, University of Barcelona, Barcelona, Spain

18. Institut d’Investigacions Biomèdiques August Pi I Sunyer, Barcelona, Spain

19. University of Belgrade, Faculty of Medicine, Belgrade, Serbia

20. Institute of Mental Health, Belgrade, Serbia

21. Department of Child and Adolescent Psychiatry, Institute of Psychiatry and Mental Health, Hospital General Universitario Gregorio Marañón, IiSGM, School of Medicine, Universidad Complutense, Madrid, Spain

22. Department of Psychiatry, Instituto de Investigación Sanitaria, Complejo Hospitalario Universitario de Santiago de Compostela, Santiago de Compostela, Spain

23. Department of Psychiatry, School of Medicine, Ankara University, Ankara, Turkey

24. Department of Psychiatry, School of Medicine, Universidad de Oviedo, Oviedo, Spain

25. Instituto de Investigación Sanitaria del Principado de Asturias (ISPA), Oviedo, Spain

26. Mental Health Services of Principado de Asturias (SESPA), Oviedo, Spain

27. Güven Çayyolu Healthcare Campus, Ankara, Turkey

28. Grupo de Medicina Genómica, Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER) Universidad de Santiago de Compostela, Santiago de Compostela, Spain

29. Fundación Pública Galega de Medicina Xenómica (SERGAS), IDIS, Santiago de Compostela

30. Department of Psychology, Middle East Technical University, Ankara, Turkey

31. Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht University Medical Centre, Maastricht, The Netherlands

32. Mondriaan Mental Health Centre, Maastricht/Heerlen, The Netherlands

33. Department of Psychiatry, Yale School of Medicine, New Haven, CT, USA

34. Department of Physiology, School of Medicine, Ankara University, Ankara, Turkey

35. Brain Research Center, Ankara University, Ankara, Turkey

36. Neuroscience and Neurotechnology Center of Excellence (NÖROM), Ankara, Turkey

37. Health and Social Research Center, Universidad de Castilla-La Mancha, Cuenca, Spain

38. Atatürk Research and Training Hospital Psychiatry Clinic, Ankara, Turkey

39. Department of Translational Neuroscience, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands

40. Department of Psychiatry, UMC Utrecht Brain Center, University Medical Center Utrecht, Utrecht University, Utrecht, The Netherlands

41. GGNet Mental Health, Apeldoorn, The Netherlands

42. Faculty of Medicine, University of Belgrade, Belgrade, Serbia

43. Special Hospital for Psychiatric Disorders Kovin, Kovin, Serbia

44. INCLIVA Biomedical Research Institute, Fundación Investigación Hospital Clínico de Valencia, Valencia, Spain

45. Department of Genetics, Universitat de València, Valencia, España

46. Department of Psychiatry, Hospital Virgen de la Luz, Cuenca, Spain

47. Turkish Federation of Schizophrenia Associations, Ankara, Turkey

48. Department of Psychiatry, Faculty of Medicine, Istanbul University, Istanbul, Turkey

49. Department of Psychiatry, Faculty of Medicine, Dokuz Eylul University, Izmir, Turkey (Discharged by statutory decree No:701 at 8th July of 2018 because of signing “Peace Petition”)

50. Department of Psychosis Studies, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London, UK

51. Department of Psychiatry, Rijksuniversiteit Groningen, University Medical Center Groningen, Groningen, The Netherlands

52. University Medical Center Groningen, Department of Epidemiology, Groningen, The Netherlands

53. Maastricht University Medical Center, Department of Psychiatry and Neuropsychology, School for Mental Health and Neuroscience, Maastricht, The Netherlands

54. University Medical Center Utrecht, Department of Psychiatry, Brain Centre Rudolf Magnus, Utrecht University, Utrecht, The Netherlands

55. Altrecht, General Mental Health Care, Utrecht, The Netherlands

56. Amsterdam UMC, University of Amsterdam, Department of Psychiatry, Amsterdam, The Netherlands

57. Arkin, Institute for Mental Health, Amsterdam, The Netherlands

58. University Medical Center Utrecht, Department of Translational Neuroscience, Brain Center Rudolf Magnus, Utrecht, The Netherlands

59. King’s College London, King’s Health Partners, Department of Psychosis Studies, Institute of Psychiatry, London, UK

Abstract

Abstract Background Schizophrenia is a highly heritable brain disorder with a typical symptom onset in early adulthood. The 2-hit hypothesis posits that schizophrenia results from differential early neurodevelopment, predisposing an individual, followed by a disruption of later brain maturational processes that trigger the onset of symptoms. Study design We applied hierarchical clustering to transcription levels of 345 genes previously linked to schizophrenia, derived from cortical tissue samples from 56 donors across the lifespan. We subsequently calculated clustered-specific polygenic risk scores for 743 individuals with schizophrenia and 743 sex- and age-matched healthy controls. Study results Clustering revealed a set of 183 genes that was significantly upregulated prenatally and downregulated postnatally and 162 genes that showed the opposite pattern. The prenatally upregulated set of genes was functionally annotated to fundamental cell cycle processes, while the postnatally upregulated set was associated with the immune system and neuronal communication. We found an interaction between the 2 scores; higher prenatal polygenic risk showed a stronger association with schizophrenia diagnosis at higher levels of postnatal polygenic risk. Importantly, this finding was replicated in an independent clinical cohort of 3233 individuals. Conclusions We provide genetics-based evidence that schizophrenia is shaped by disruptions of separable biological processes acting at distinct phases of neurodevelopment. The modeling of genetic risk factors that moderate each other’s effect, informed by the timing of their expression, will aid in a better understanding of the development of schizophrenia.

Funder

Research Council of Norway

South-Eastern Norway Regional Health Authority

Stiftelsen Kristian Gerhard Jebsen

Netherlands Scientific Organization

Publisher

Oxford University Press (OUP)

Subject

Psychiatry and Mental health

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