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The cellular correlates and adolescent reorganisation of cortical myelination networks in the common marmoset
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  • Published: 19 May 2026

The cellular correlates and adolescent reorganisation of cortical myelination networks in the common marmoset

  • E. D. Hutchings  ORCID: orcid.org/0009-0007-4534-71701,
  • S. J. Sawiak  ORCID: orcid.org/0000-0003-4210-98162,
  • R. L. Smith1,3,
  • R. A. I. Bethlehem  ORCID: orcid.org/0000-0002-0714-06854,
  • A. C. Roberts  ORCID: orcid.org/0000-0003-2873-157X2 &
  • …
  • E. T. Bullmore1,5 

Communications Biology (2026) Cite this article

We are providing an unedited version of this manuscript to give early access to its findings. Before final publication, the manuscript will undergo further editing. Please note there may be errors present which affect the content, and all legal disclaimers apply.

Subjects

  • Development of the nervous system
  • Developmental biology
  • Neuroscience

Abstract

Structural similarity provides a powerful framework for measuring coordinated macro- and micro-structural variation across the cortex of a single brain. Similarity networks derived from myelin-sensitive MRI sequences undergo marked reorganisation during adolescence, linked to adversity exposure and behavioural outcomes in humans and rodents. However, the cellular mechanisms of MRI similarity and its development in non-human primate cortex remain unexplored. Here, we use myelin-sensitive T1w/T2w ratio images from a cross-sectional sample of 446 common marmosets (aged 0.62 to 12.75 years) to estimate MIND (Morphometric INverse Divergence) as a measure of myelination similarity in individual animals. We find that MIND metrics of myelination similarity are highly correlated with spatial gene expression of myelin basic protein (MBP) and other genes enriched in glutamatergic neurons and PV+ and VIP+ interneurons, reflecting the activity dependence of myelination. Across adolescence, network phenotypes accurately predict animal age and reproducibly capture an axis of myeloarchitectonic maturation spanning primary to transmodal association cortices, consistent with patterns observed in humans. Similarity mapping is a biologically validated and technically reliable measure of cortical myelination networks that can advance our understanding of phylogenetically conserved patterns of myelination network development in the marmoset cortex.

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Acknowledgements

E.D.H. was generously supported by a Rosetrees Trust grant MB2023\100002 and funding from the University of Cambridge School of Clinical Medicine. S.J.S. and A.C.R. were supported by a Medical Research Council Programme grant MR/V033492/1. E.T.B. was supported by a National Institute for Health and Care Research (NIHR) Senior Investigator award. We sincerely thank the investigators and organizations that enabled us to access the wide range of relevant open data assets underpinning this study.

Author information

Authors and Affiliations

  1. Department of Psychiatry, University of Cambridge, Cambridge, UK

    E. D. Hutchings, R. L. Smith & E. T. Bullmore

  2. Department of Physiology, Development and Neuroscience, University of Cambridge, Cambridge, UK

    S. J. Sawiak & A. C. Roberts

  3. Human Genetics Branch, National Institute of Mental Health, Bethesda, MD, USA

    R. L. Smith

  4. Department of Psychology, University of Cambridge, Cambridge, UK

    R. A. I. Bethlehem

  5. School of Academic Psychiatry, Institute of Psychiatry, Psychology & Neuroscience, King’s College London, London, UK

    E. T. Bullmore

Authors
  1. E. D. Hutchings
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  2. S. J. Sawiak
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  3. R. L. Smith
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  4. R. A. I. Bethlehem
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Corresponding author

Correspondence to E. D. Hutchings.

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Competing interests

The authors declare the following competing interests: E.T.B. has recently consulted Boehringer Ingelheim, SR One, Novartis, GlaxoSmithKline, Sosei Heptares, and Monument Therapeutics. R.A.I.B. and E.T.B. hold equity in and are cofounders of Centile Bioscience Inc. All other authors declare no competing interests.

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Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.

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Cite this article

Hutchings, E.D., Sawiak, S.J., Smith, R.L. et al. The cellular correlates and adolescent reorganisation of cortical myelination networks in the common marmoset. Commun Biol (2026). https://doi.org/10.1038/s42003-026-10276-y

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  • Received: 05 November 2025

  • Accepted: 06 May 2026

  • Published: 19 May 2026

  • DOI: https://doi.org/10.1038/s42003-026-10276-y

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