Development of Proteomic Prediction Models for Transition to Psychotic Disorder in the Clinical High-Risk State and Psychotic Experiences in Adolescence.


Journal

JAMA psychiatry
ISSN: 2168-6238
Titre abrégé: JAMA Psychiatry
Pays: United States
ID NLM: 101589550

Informations de publication

Date de publication:
01 01 2021
Historique:
pubmed: 29 8 2020
medline: 18 1 2022
entrez: 29 8 2020
Statut: ppublish

Résumé

Biomarkers that are predictive of outcomes in individuals at risk of psychosis would facilitate individualized prognosis and stratification strategies. To investigate whether proteomic biomarkers may aid prediction of transition to psychotic disorder in the clinical high-risk (CHR) state and adolescent psychotic experiences (PEs) in the general population. This diagnostic study comprised 2 case-control studies nested within the European Network of National Schizophrenia Networks Studying Gene-Environment Interactions (EU-GEI) and the Avon Longitudinal Study of Parents and Children (ALSPAC). EU-GEI is an international multisite prospective study of participants at CHR referred from local mental health services. ALSPAC is a United Kingdom-based general population birth cohort. Included were EU-GEI participants who met CHR criteria at baseline and ALSPAC participants who did not report PEs at age 12 years. Data were analyzed from September 2018 to April 2020. In EU-GEI, transition status was assessed by the Comprehensive Assessment of At-Risk Mental States or contact with clinical services. In ALSPAC, PEs at age 18 years were assessed using the Psychosis-Like Symptoms Interview. Proteomic data were obtained from mass spectrometry of baseline plasma samples in EU-GEI and plasma samples at age 12 years in ALSPAC. Support vector machine learning algorithms were used to develop predictive models. The EU-GEI subsample (133 participants at CHR (mean [SD] age, 22.6 [4.5] years; 68 [51.1%] male) comprised 49 (36.8%) who developed psychosis and 84 (63.2%) who did not. A model based on baseline clinical and proteomic data demonstrated excellent performance for prediction of transition outcome (area under the receiver operating characteristic curve [AUC], 0.95; positive predictive value [PPV], 75.0%; and negative predictive value [NPV], 98.6%). Functional analysis of differentially expressed proteins implicated the complement and coagulation cascade. A model based on the 10 most predictive proteins accurately predicted transition status in training (AUC, 0.99; PPV, 76.9%; and NPV, 100%) and test (AUC, 0.92; PPV, 81.8%; and NPV, 96.8%) data. The ALSPAC subsample (121 participants from the general population with plasma samples available at age 12 years (61 [50.4%] male) comprised 55 participants (45.5%) with PEs at age 18 years and 61 (50.4%) without PEs at age 18 years. A model using proteomic data at age 12 years predicted PEs at age 18 years, with an AUC of 0.74 (PPV, 67.8%; and NPV, 75.8%). In individuals at risk of psychosis, proteomic biomarkers may contribute to individualized prognosis and stratification strategies. These findings implicate early dysregulation of the complement and coagulation cascade in the development of psychosis outcomes.

Identifiants

pubmed: 32857162
pii: 2769907
doi: 10.1001/jamapsychiatry.2020.2459
pmc: PMC7450406
doi:

Substances chimiques

Biomarkers 0
Proteome 0

Types de publication

Journal Article Multicenter Study Research Support, Non-U.S. Gov't

Langues

eng

Sous-ensembles de citation

IM

Pagination

77-90

Subventions

Organisme : Medical Research Council
ID : MC_PC_19009
Pays : United Kingdom
Organisme : Medical Research Council
ID : MR/L010305/1
Pays : United Kingdom
Organisme : Medical Research Council
ID : MC_PC_15018
Pays : United Kingdom
Organisme : Wellcome Trust
ID : 203930/B/16/Z
Pays : United Kingdom
Organisme : Medical Research Council
ID : G9815508
Pays : United Kingdom
Organisme : Wellcome Trust
ID : 102215/2/13/2
Pays : United Kingdom
Organisme : Medical Research Council
ID : MR/J008915/1
Pays : United Kingdom

Commentaires et corrections

Type : ErratumIn

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Auteurs

David Mongan (D)

Department of Psychiatry, Royal College of Surgeons in Ireland, Dublin, Ireland.

Melanie Föcking (M)

Department of Psychiatry, Royal College of Surgeons in Ireland, Dublin, Ireland.

Colm Healy (C)

Department of Psychiatry, Royal College of Surgeons in Ireland, Dublin, Ireland.

Subash Raj Susai (SR)

Department of Psychiatry, Royal College of Surgeons in Ireland, Dublin, Ireland.

Meike Heurich (M)

School of Pharmacy and Pharmaceutical Sciences, Cardiff University, Cardiff, United Kingdom.

Kieran Wynne (K)

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

Barnaby Nelson (B)

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

Patrick D McGorry (PD)

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

G Paul Amminger (GP)

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

Merete Nordentoft (M)

Mental Health Centre Copenhagen, Copenhagen University Hospital, Copenhagen, Denmark.

Marie-Odile Krebs (MO)

University Paris Descartes, Groupe Hospitalier Universitaire (GHU) Paris-Sainte Anne, Evaluation Centre for Young Adults and Adolescents (C'JAAD), Service Hospitalov-Universitaire, Institut National de la Santé et de la Recherche Medicale (INSERM) U1266, Institut de Psychiatrie (Centre National de la Recherche Scientifique [CNRS] 3557), Paris, France.

Anita Riecher-Rössler (A)

Department of Psychiatry, Medical Faculty, University of Basel, Basel, Switzerland.

Rodrigo A Bressan (RA)

LiNC-Lab Interdisciplinar Neurociências Clínicas, Depto Psiquiatria, Escola Paulista de Medicina, Universidade Federal de São Paulo (UNIFESP), São Paulo, Brazil.

Neus Barrantes-Vidal (N)

Departament de Psicologia Clínica i de la Salut (Universitat Autònoma de Barcelona), Fundació Sanitària Sant Pere Claver (Spain), Spanish Mental Health Research Network (Centro de Investigación Biomédica en Red de Salud Mental [CIBERSAM]), Barcelona, Spain.

Stefan Borgwardt (S)

Department of Psychiatry, Medical Faculty, University of Basel, Basel, Switzerland.
Department of Psychiatry and Psychotherapy, Translational Psychiatry Unit, University zu Lübeck, Lübeck, Germany.

Stephan Ruhrmann (S)

Department of Psychiatry and Psychotherapy, Faculty of Medicine and University Hospital Cologne, University of Cologne, Cologne, Germany.

Gabriele Sachs (G)

Department of Psychiatry and Psychotherapy, Medical University of Vienna, Vienna, Austria.

Christos Pantelis (C)

Melbourne Neuropsychiatry Centre, Department of Psychiatry, University of Melbourne and Melbourne Health, Carlton South, Victoria, Australia.

Mark van der Gaag (M)

Faculty of Behavioural and Movement Sciences, Department of Clinical Psychology and EMGO+ Institute for Health and Care Research, Vrije Universiteit (VU) University, Amsterdam, the Netherlands.
Department of Psychosis Research, Parnassia Psychiatric Institute, The Hague, the Netherlands.

Lieuwe de Haan (L)

Academic Medical Centre (AMC), Academic Psychiatric Centre, Department Early Psychosis, Amsterdam, the Netherlands.

Lucia Valmaggia (L)

Institute of Psychiatry, Psychology & Neuroscience, Department of Psychology, King's College London, London, United Kingdom.

Thomas A Pollak (TA)

Institute of Psychiatry, Psychology & Neuroscience, Department of Psychosis Studies, King's College London, London, United Kingdom.

Matthew J Kempton (MJ)

Institute of Psychiatry, Psychology & Neuroscience, Department of Psychosis Studies, King's College London, London, United Kingdom.

Bart P F Rutten (BPF)

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

Robert Whelan (R)

Trinity Institute of Neuroscience, Trinity College Dublin, Dublin, Ireland.

Mary Cannon (M)

Department of Psychiatry, Royal College of Surgeons in Ireland, Dublin, Ireland.

Stan Zammit (S)

Medical Research Council (MRC) Centre for Neuropsychiatric Genetics and Genomics, Cardiff University, Cardiff, United Kingdom.
Bristol Medical School, University of Bristol, Bristol, United Kingdom.

Gerard Cagney (G)

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

David R Cotter (DR)

Department of Psychiatry, Royal College of Surgeons in Ireland, Dublin, Ireland.

Philip McGuire (P)

Institute of Psychiatry, Psychology & Neuroscience, Department of Psychosis Studies, King's College London, London, United Kingdom.

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