Charting brain growth and aging at high spatial precision

Author:

Rutherford Saige123ORCID,Fraza Charlotte12,Dinga Richard12,Kia Seyed Mostafa124ORCID,Wolfers Thomas56,Zabihi Mariam12,Berthet Pierre56ORCID,Worker Amanda7,Verdi Serena89,Andrews Derek10,Han Laura KM1112,Bayer Johanna MM1314ORCID,Dazzan Paola715,McGuire Phillip16,Mocking Roel T17,Schene Aart118,Sripada Chandra3ORCID,Tso Ivy F3,Duval Elizabeth R3,Chang Soo-Eun3,Penninx Brenda WJH1112,Heitzeg Mary M3,Burt S Alexandra19,Hyde Luke W20,Amaral David10,Wu Nordahl Christine10,Andreasssen Ole A621,Westlye Lars T5621,Zahn Roland22,Ruhe Henricus G118,Beckmann Christian1223,Marquand Andre F12ORCID

Affiliation:

1. Donders Institute for Brain, Cognition, and Behavior, Radboud University

2. Department of Cognitive Neuroscience, Radboud University Medical Center

3. Department of Psychiatry, University of Michigan

4. Department of Psychiatry, Utrecht University Medical Center

5. Department of Psychology, University of Oslo

6. Norwegian Center for Mental Disorders Research (NORMENT), University of Oslo, and Oslo University Hospital

7. Department of Psychological Medicine, Institute of Psychiatry, Psychology and Neuroscience, King’s College London

8. Centre for Medical Image Computing, Medical Physics and Biomedical Engineering, University College London

9. Dementia Research Centre, UCL Queen Square Institute of Neurology

10. The Medical Investigation of Neurodevelopmental Disorders (MIND) Institute and Department of Psychiatry and Behavioral Sciences, UC Davis School of Medicine, University of California, Davis

11. Amsterdam UMC, Vrije Universiteit, Psychiatry, Amsterdam Public Health Research Institute

12. GGZ inGeest, Amsterdam Neuroscience

13. Centre for Youth Mental Health, University of Melbourne

14. Orygen Youth Health

15. National Institute for Health Research Mental Health Biomedical Research Centre, South London and Maudsley National Health Service Foundation Trust and King’s College London

16. Department of Psychosis Studies, Institute of Psychiatry, King’s College London

17. Department of Psychiatry, Amsterdam UMC, Location AMC

18. Department of Psychiatry, Radboud University Medical Center

19. Department of Psychology, Michigan State University

20. Department of Psychology, University of Michigan

21. KG Jebsen Centre for Neurodevelopmental Disorders Research, Institute of Clinical Medicine, University of Oslo

22. Centre for Affective Disorders at the Institute of Psychiatry, King's College London

23. Centre for Functional MRI of the Brain (FMRIB), Nuffield Department of Clinical Neurosciences, Wellcome Centre for Integrative Neuroimaging, University of Oxford

Abstract

Defining reference models for population variation, and the ability to study individual deviations is essential for understanding inter-individual variability and its relation to the onset and progression of medical conditions. In this work, we assembled a reference cohort of neuroimaging data from 82 sites (N=58,836; ages 2–100) and used normative modeling to characterize lifespan trajectories of cortical thickness and subcortical volume. Models are validated against a manually quality checked subset (N=24,354) and we provide an interface for transferring to new data sources. We showcase the clinical value by applying the models to a transdiagnostic psychiatric sample (N=1985), showing they can be used to quantify variability underlying multiple disorders whilst also refining case-control inferences. These models will be augmented with additional samples and imaging modalities as they become available. This provides a common reference platform to bind results from different studies and ultimately paves the way for personalized clinical decision-making.

Funder

H2020 European Research Council

Wellcome Trust

Nederlandse Organisatie voor Wetenschappelijk Onderzoek

National Institute of Mental Health

Eunice Kennedy Shriver National Institute of Child Health and Human Development

H2020 Marie Skłodowska-Curie Actions

Medical Research Council

National Institute on Deafness and Other Communication Disorders

Michigan Institute for Clinical and Health Research

Publisher

eLife Sciences Publications, Ltd

Subject

General Immunology and Microbiology,General Biochemistry, Genetics and Molecular Biology,General Medicine,General Neuroscience

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