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Charting Brain Growth and Aging at High Spatial Precision

View ORCID ProfileSaige Rutherford, Charlotte Fraza, Richard Dinga, Seyed Mostafa Kia, Thomas Wolfers, Mariam Zabihi, Pierre Berthet, Amanda Worker, Serena Verdi, Derek Andrews, Laura Han, Johanna Bayer, Paola Dazzan, Phillip McGuire, Roel T. Mocking, Aaart Schene, Brenda W. Pennix, Chandra Sripada, Ivy F. Tso, Elizabeth R. Duval, Soo-Eun Chang, Mary Heitzeg, S. Alexandra Burt, Luke Hyde, David Amaral, Christine Wu Nordahl, Ole A. Andreasssen, Lars T. Westlye, Roland Zahn, Henricus G. Ruhe, Christian Beckmann, Andre F. Marquand
doi: https://doi.org/10.1101/2021.08.08.455487
Saige Rutherford
1Donders Institute for Brain, Cognition, and Behavior, Radboud University, Nijmegen, the Netherlands
2Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, the Netherlands
3Department of Psychiatry, University of Michigan, Ann Arbor, MI, United States
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  • ORCID record for Saige Rutherford
  • For correspondence: [email protected] [email protected]
Charlotte Fraza
1Donders Institute for Brain, Cognition, and Behavior, Radboud University, Nijmegen, the Netherlands
2Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, the Netherlands
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Richard Dinga
1Donders Institute for Brain, Cognition, and Behavior, Radboud University, Nijmegen, the Netherlands
2Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, the Netherlands
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Seyed Mostafa Kia
1Donders Institute for Brain, Cognition, and Behavior, Radboud University, Nijmegen, the Netherlands
2Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, the Netherlands
4Department of Psychiatry, Utrecht University Medical Center, Utrecht, the Netherlands
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Thomas Wolfers
5Department of Psychology, University of Oslo, Oslo, Norway
6Norwegian Center for Mental Disorders Research (NORMENT), University of Oslo, and Oslo University Hospital, Oslo, Norway
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Mariam Zabihi
1Donders Institute for Brain, Cognition, and Behavior, Radboud University, Nijmegen, the Netherlands
2Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, the Netherlands
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Pierre Berthet
5Department of Psychology, University of Oslo, Oslo, Norway
6Norwegian Center for Mental Disorders Research (NORMENT), University of Oslo, and Oslo University Hospital, Oslo, Norway
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Amanda Worker
7Department of Psychological Medicine, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London, United Kingdom
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Serena Verdi
8Centre for Medical Image Computing, Medical Physics and Biomedical Engineering, University College London, London, United Kingdom
9Dementia Research Centre, UCL Queen Square Institute of Neurology, London, United Kingdom
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Derek Andrews
10The Medical Investigation of Neurodevelopmental Disorders (MIND) Institute and Department of Psychiatry and Behavioral Sciences, UC Davis School of Medicine, University of California Davis, Sacramento, CA, United States
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Laura Han
11Amsterdam UMC, Vrije Universiteit, Psychiatry, Amsterdam Public Health Research Institute, Amsterdam, the Netherlands
12GGZ inGeest, Amsterdam Neuroscience, Amsterdam, the Netherlands
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Johanna Bayer
13Centre for Youth Mental Health, University of Melbourne, Melbourne, Australia
14Orygen Youth Health, Melbourne, Australia
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Paola Dazzan
7Department of Psychological Medicine, Institute of Psychiatry, Psychology and Neuroscience, King’s College London, London, United Kingdom
15National Institute for Health Research Mental Health Biomedical Research Centre, South London and Maudsley National Health Service Foundation Trust and King’s College, London, United Kingdom
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Phillip McGuire
16Department of Psychosis Studies, Institute of Psychiatry, King’s College, London, United Kingdom
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Roel T. Mocking
17Department of Psychiatry, Amsterdam UMC, Location AMC, Amsterdam, the Netherlands
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Aaart Schene
1Donders Institute for Brain, Cognition, and Behavior, Radboud University, Nijmegen, the Netherlands
18Department of Psychiatry, Radboud University Medical Center, Nijmegen, the Netherlands
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Brenda W. Pennix
11Amsterdam UMC, Vrije Universiteit, Psychiatry, Amsterdam Public Health Research Institute, Amsterdam, the Netherlands
12GGZ inGeest, Amsterdam Neuroscience, Amsterdam, the Netherlands
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Chandra Sripada
3Department of Psychiatry, University of Michigan, Ann Arbor, MI, United States
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Ivy F. Tso
3Department of Psychiatry, University of Michigan, Ann Arbor, MI, United States
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Elizabeth R. Duval
3Department of Psychiatry, University of Michigan, Ann Arbor, MI, United States
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Soo-Eun Chang
3Department of Psychiatry, University of Michigan, Ann Arbor, MI, United States
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Mary Heitzeg
3Department of Psychiatry, University of Michigan, Ann Arbor, MI, United States
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S. Alexandra Burt
19Department of Psychology, Michigan State University, East Lansing, MI, United States
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Luke Hyde
20Department of Psychology, University of Michigan, Ann Arbor, MI, United States
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David Amaral
10The Medical Investigation of Neurodevelopmental Disorders (MIND) Institute and Department of Psychiatry and Behavioral Sciences, UC Davis School of Medicine, University of California Davis, Sacramento, CA, United States
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Christine Wu Nordahl
10The Medical Investigation of Neurodevelopmental Disorders (MIND) Institute and Department of Psychiatry and Behavioral Sciences, UC Davis School of Medicine, University of California Davis, Sacramento, CA, United States
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Ole A. Andreasssen
6Norwegian Center for Mental Disorders Research (NORMENT), University of Oslo, and Oslo University Hospital, Oslo, Norway
21KG Jebsen Centre for Neurodevelopmental Disorders Research, Institute if Clinical Medicine, University of Oslo, Oslo, Norway
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Lars T. Westlye
5Department of Psychology, University of Oslo, Oslo, Norway
6Norwegian Center for Mental Disorders Research (NORMENT), University of Oslo, and Oslo University Hospital, Oslo, Norway
21KG Jebsen Centre for Neurodevelopmental Disorders Research, Institute if Clinical Medicine, University of Oslo, Oslo, Norway
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Roland Zahn
22Centre for Affective Disorders at the Institute of Psychiatry, King’s College, London, United Kingdom
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Henricus G. Ruhe
1Donders Institute for Brain, Cognition, and Behavior, Radboud University, Nijmegen, the Netherlands
18Department of Psychiatry, Radboud University Medical Center, Nijmegen, the Netherlands
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Christian Beckmann
1Donders Institute for Brain, Cognition, and Behavior, Radboud University, Nijmegen, the Netherlands
2Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, the Netherlands
23Centre for Functional MRI of the Brain (FMRIB), Nuffield Department of Clinical Neurosciences, Wellcome Centre for Integrative Neuroimaging, University of Oxford, Oxford, United Kingdom
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Andre F. Marquand
1Donders Institute for Brain, Cognition, and Behavior, Radboud University, Nijmegen, the Netherlands
2Department of Cognitive Neuroscience, Radboud University Medical Center, Nijmegen, the Netherlands
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  • For correspondence: [email protected] [email protected]
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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 use 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=1,985), 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.

Competing Interest Statement

CFB is director and shareholder of SBGNeuro Ltd. OAA is a consultant for HealthLytix and received speakers honorarium from Lundbeck and Sunovion. HGR received speakers honorarium from Lundbeck and Janssen. The other authors report no conflicts of interest.

Footnotes

  • author affiliations updated.

  • https://github.com/predictive-clinical-neuroscience/braincharts

Copyright 
The copyright holder for this preprint is the author/funder, who has granted bioRxiv a license to display the preprint in perpetuity. It is made available under a CC-BY 4.0 International license.
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Charting Brain Growth and Aging at High Spatial Precision
Saige Rutherford, Charlotte Fraza, Richard Dinga, Seyed Mostafa Kia, Thomas Wolfers, Mariam Zabihi, Pierre Berthet, Amanda Worker, Serena Verdi, Derek Andrews, Laura Han, Johanna Bayer, Paola Dazzan, Phillip McGuire, Roel T. Mocking, Aaart Schene, Brenda W. Pennix, Chandra Sripada, Ivy F. Tso, Elizabeth R. Duval, Soo-Eun Chang, Mary Heitzeg, S. Alexandra Burt, Luke Hyde, David Amaral, Christine Wu Nordahl, Ole A. Andreasssen, Lars T. Westlye, Roland Zahn, Henricus G. Ruhe, Christian Beckmann, Andre F. Marquand
bioRxiv 2021.08.08.455487; doi: https://doi.org/10.1101/2021.08.08.455487
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Charting Brain Growth and Aging at High Spatial Precision
Saige Rutherford, Charlotte Fraza, Richard Dinga, Seyed Mostafa Kia, Thomas Wolfers, Mariam Zabihi, Pierre Berthet, Amanda Worker, Serena Verdi, Derek Andrews, Laura Han, Johanna Bayer, Paola Dazzan, Phillip McGuire, Roel T. Mocking, Aaart Schene, Brenda W. Pennix, Chandra Sripada, Ivy F. Tso, Elizabeth R. Duval, Soo-Eun Chang, Mary Heitzeg, S. Alexandra Burt, Luke Hyde, David Amaral, Christine Wu Nordahl, Ole A. Andreasssen, Lars T. Westlye, Roland Zahn, Henricus G. Ruhe, Christian Beckmann, Andre F. Marquand
bioRxiv 2021.08.08.455487; doi: https://doi.org/10.1101/2021.08.08.455487

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