Proteomic Biomarkers for the Prediction of Transition to Psychosis in Individuals at Clinical High Risk: A Multi-cohort Model Development Study

Author:

Byrne Jonah F12ORCID,Healy Colm13ORCID,Föcking Melanie1,Susai Subash Raj1,Mongan David14ORCID,Wynne Kieran5,Kodosaki Eleftheria6,Heurich Meike6,de Haan Lieuwe7,Hickie Ian B8,Smesny Stefan9,Thompson Andrew1011,Markulev Connie1011,Young Alison Ruth101213,Schäfer Miriam R1011,Riecher-Rössler Anita14ORCID,Mossaheb Nilufar15,Berger Gregor16,Schlögelhofer Monika17,Nordentoft Merete1819,Chen Eric Y H2021,Verma Swapna2223,Nieman Dorien H7,Woods Scott W24,Cornblatt Barbara A25,Stone William S26ORCID,Mathalon Daniel H2728,Bearden Carrie E29ORCID,Cadenhead Kristin S30,Addington Jean31,Walker Elaine F3233ORCID,Cannon Tyrone D3435,Cannon Mary1236,McGorry Pat1011,Amminger Paul1011,Cagney Gerard5ORCID,Nelson Barnaby1011,Jeffries Clark37,Perkins Diana38,Cotter David R1236

Affiliation:

1. Department of Psychiatry, Royal College of Surgeons in Ireland, University of Medicine and Health Sciences , Dublin , Ireland

2. SFI FutureNeuro Research Centre, Royal College of Surgeons in Ireland, University of Medicine and Health Sciences , Dublin , Ireland

3. Department of Psychology, Royal College of Surgeons in Ireland , Dublin 2 , Ireland

4. Centre for Public Health, Queen’s University Belfast , Belfast , UK

5. School of Biomolecular and Biomedical Science, Conway Institute, University College Dublin , Dublin , Ireland

6. School of Pharmacy and Pharmaceutical Sciences, Cardiff University , Wales , UK

7. Department of Psychiatry, Academic Medical Center , Amsterdam , The Netherlands

8. Brain and Mind Centre, The University of Sydney , Sydney, NSW , Australia

9. Department of Psychiatry, Jena University Hospital , Jena , Germany

10. Centre for Youth Mental Health, University of Melbourne , Parkville, VIC , Australia

11. Orygen, The National Centre of Excellence in Youth Mental Health , Melbourne, VIC , Australia

12. Institute for Mental and Physical Health and Clinical Translation (IMPACT), Deakin University , Geelong, VIC , Australia

13. School of Health Sciences, University of Manchester , Manchester , UK

14. Medical Faculty, University of Basel , Switzerland

15. Department of Psychiatry and Psychotherapy, Clinical Division of Social Psychiatry, Medical University of Vienna , Vienna , Austria

16. Department of Child and Adolescent Psychiatry and Psychotherapy, Psychiatric Hospital, University of Zurich , Zurich , Switzerland

17. BioPsyC—Biopsychosocial Corporation, Non-profit Association for Research Funding Ltd , Vienna , Austria

18. Mental Health Center Copenhagen, Research Unit (CORE) , Copenhagen , Denmark

19. Department of Clinical Medicine, Faculty of Health and Medical Sciences, University of Copenhagen , Copenhagen , Denmark

20. Department of Psychiatry, School of Clinical Medicine, LKS Faculty of Medicine, The University of Hong Kong, 2/F New Clinical Building, Queen Mary Hospital , Pok Fu Lam , Hong Kong

21. The State Key Laboratory of Brain and Cognitive Sciences, The University of Hong Kong , Pok Fu Lam , Hong Kong

22. Office of Education, Duke-NUS Graduate Medical School , Singapore , Singapore

23. Department of Psychosis & East Region, Institute of Mental Health , Singapore , Singapore

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

25. Department of Psychiatry, Zucker Hillside Hospital , Long Island, NY , USA

26. Department of Psychiatry, Harvard Medical School at Beth Israel Deaconess Medical Center and Massachusetts General Hospital , Boston, MA , USA

27. Department of Psychiatry and Behavioral Sciences, University of California, San Francisco , San Francisco, CA , USA

28. Mental Health Service 116d, Veterans Affairs San Francisco Health Care System , San Francisco, CA , USA

29. Semel Institute for Neuroscience and Human Behavior, Departments of Psychiatry and Biobehavioral Sciences and Psychology, University of California , Los Angeles, CA , USA

30. Department of Psychiatry, University of California, San Diego , CA , USA

31. Department of Psychiatry, Hotchkiss Brain Institute, University of Calgary , Calgary , Canada

32. Department of Psychology, Emory University , Atlanta, GA , USA

33. Department of Psychiatry, Emory University , Atlanta, GA , USA

34. Department of Psychology, Yale University , New Haven, CT , USA

35. Department of Psychiatry, Yale University , New Haven, CT , USA

36. Department of Psychiatry, Beaumont Hospital , Dublin 9 , Ireland

37. Renaissance Computing Institute, University of North Carolina , Chapel Hill, NC , USA

38. Department of Psychiatry, University of North Carolina , Chapel Hill, NC , USA

Abstract

Abstract Psychosis risk prediction is one of the leading challenges in psychiatry. Previous investigations have suggested that plasma proteomic data may be useful in accurately predicting transition to psychosis in individuals at clinical high risk (CHR). We hypothesized that an a priori-specified proteomic prediction model would have strong predictive accuracy for psychosis risk and aimed to replicate longitudinal associations between plasma proteins and transition to psychosis. This study used plasma samples from participants in 3 CHR cohorts: the North American Prodrome Longitudinal Studies 2 and 3, and the NEURAPRO randomized control trial (total n = 754). Plasma proteomic data were quantified using mass spectrometry. The primary outcome was transition to psychosis over the study follow-up period. Logistic regression models were internally validated, and optimism-corrected performance metrics derived with a bootstrap procedure. In the overall sample of CHR participants (age: 18.5, SD: 3.9; 51.9% male), 20.4% (n = 154) developed psychosis within 4.4 years. The a priori-specified model showed poor risk-prediction accuracy for the development of psychosis (C-statistic: 0.51 [95% CI: 0.50, 0.59], calibration slope: 0.45). At a group level, Complement C8B, C4B, C5, and leucine-rich α-2 glycoprotein 1 (LRG1) were associated with transition to psychosis but did not surpass correction for multiple comparisons. This study did not confirm the findings from a previous proteomic prediction model of transition from CHR to psychosis. Certain complement proteins may be weakly associated with transition at a group level. Previous findings, derived from small samples, should be interpreted with caution.

Funder

Science Foundation Ireland

National Institute of Mental Health

Stanley Medical Research Institute

National Health and Medical Research Council

Colonial Foundation

Publisher

Oxford University Press (OUP)

Subject

Psychiatry and Mental health

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