IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v15y2024i1d10.1038_s41467-024-49300-2.html
   My bibliography  Save this article

Tau follows principal axes of functional and structural brain organization in Alzheimer’s disease

Author

Listed:
  • Julie Ottoy

    (University of Toronto)

  • Min Su Kang

    (University of Toronto)

  • Jazlynn Xiu Min Tan

    (University of Toronto)

  • Lyndon Boone

    (University of Toronto)

  • Reinder Vos de Wael

    (McGill University)

  • Bo-yong Park

    (Inha University
    Institute for Basic Science)

  • Gleb Bezgin

    (McGill University
    McGill University)

  • Firoza Z. Lussier

    (McGill University
    University of Pittsburgh)

  • Tharick A. Pascoal

    (University of Pittsburgh)

  • Nesrine Rahmouni

    (McGill University)

  • Jenna Stevenson

    (McGill University)

  • Jaime Fernandez Arias

    (McGill University)

  • Joseph Therriault

    (McGill University)

  • Seok-Jun Hong

    (Sungkyunkwan University)

  • Bojana Stefanovic

    (University of Toronto
    University of Toronto
    University of Toronto)

  • JoAnne McLaurin

    (University of Toronto
    University of Toronto
    University of Toronto)

  • Jean-Paul Soucy

    (McGill University)

  • Serge Gauthier

    (McGill University)

  • Boris C. Bernhardt

    (McGill University)

  • Sandra E. Black

    (University of Toronto
    University of Toronto)

  • Pedro Rosa-Neto

    (McGill University
    McGill University)

  • Maged Goubran

    (University of Toronto
    University of Toronto
    University of Toronto)

Abstract

Alzheimer’s disease (AD) is a brain network disorder where pathological proteins accumulate through networks and drive cognitive decline. Yet, the role of network connectivity in facilitating this accumulation remains unclear. Using in-vivo multimodal imaging, we show that the distribution of tau and reactive microglia in humans follows spatial patterns of connectivity variation, the so-called gradients of brain organization. Notably, less distinct connectivity patterns (“gradient contraction”) are associated with cognitive decline in regions with greater tau, suggesting an interaction between reduced network differentiation and tau on cognition. Furthermore, by modeling tau in subject-specific gradient space, we demonstrate that tau accumulation in the frontoparietal and temporo-occipital cortices is associated with greater baseline tau within their functionally and structurally connected hubs, respectively. Our work unveils a role for both functional and structural brain organization in pathology accumulation in AD, and supports subject-specific gradient space as a promising tool to map disease progression.

Suggested Citation

  • Julie Ottoy & Min Su Kang & Jazlynn Xiu Min Tan & Lyndon Boone & Reinder Vos de Wael & Bo-yong Park & Gleb Bezgin & Firoza Z. Lussier & Tharick A. Pascoal & Nesrine Rahmouni & Jenna Stevenson & Jaime , 2024. "Tau follows principal axes of functional and structural brain organization in Alzheimer’s disease," Nature Communications, Nature, vol. 15(1), pages 1-18, December.
  • Handle: RePEc:nat:natcom:v:15:y:2024:i:1:d:10.1038_s41467-024-49300-2
    DOI: 10.1038/s41467-024-49300-2
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-024-49300-2
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-024-49300-2?utm_source=ideas
    LibKey link: if access is restricted and if your library uses this service, LibKey will redirect you to where you can use your library subscription to access this item
    ---><---

    References listed on IDEAS

    as
    1. Jacob W. Vogel & Renaud La Joie & Michel J. Grothe & Alexandr Diaz-Papkovich & Andrew Doyle & Etienne Vachon-Presseau & Claude Lepage & Reinder Vos de Wael & Rhalena A. Thomas & Yasser Iturria-Medina , 2020. "A molecular gradient along the longitudinal axis of the human hippocampus informs large-scale behavioral systems," Nature Communications, Nature, vol. 11(1), pages 1-17, December.
    2. Seok-Jun Hong & Reinder Vos de Wael & Richard A. I. Bethlehem & Sara Lariviere & Casey Paquola & Sofie L. Valk & Michael P. Milham & Adriana Di Martino & Daniel S. Margulies & Jonathan Smallwood & Bor, 2019. "Atypical functional connectome hierarchy in autism," Nature Communications, Nature, vol. 10(1), pages 1-13, December.
    3. M. D. Hettwer & S. Larivière & B. Y. Park & O. A. Heuvel & L. Schmaal & O. A. Andreassen & C. R. K. Ching & M. Hoogman & J. Buitelaar & D. Rooij & D. J. Veltman & D. J. Stein & B. Franke & T. G. M. Er, 2022. "Coordinated cortical thickness alterations across six neurodevelopmental and psychiatric disorders," Nature Communications, Nature, vol. 13(1), pages 1-14, December.
    4. Nicolai Franzmeier & Julia Neitzel & Anna Rubinski & Ruben Smith & Olof Strandberg & Rik Ossenkoppele & Oskar Hansson & Michael Ewers, 2020. "Functional brain architecture is associated with the rate of tau accumulation in Alzheimer’s disease," Nature Communications, Nature, vol. 11(1), pages 1-17, December.
    5. Erik Nutma & Nurun Fancy & Maria Weinert & Stergios Tsartsalis & Manuel C. Marzin & Robert C. J. Muirhead & Irene Falk & Marjolein Breur & Joy Bruin & David Hollaus & Robin Pieterman & Jasper Anink & , 2023. "Translocator protein is a marker of activated microglia in rodent models but not human neurodegenerative diseases," Nature Communications, Nature, vol. 14(1), pages 1-25, December.
    6. D. Jones & V. Lowe & J. Graff-Radford & H. Botha & L. Barnard & D. Wiepert & M. C. Murphy & M. Murray & M. Senjem & J. Gunter & H. Wiste & B. Boeve & D. Knopman & R. Petersen & C. Jack, 2022. "A computational model of neurodegeneration in Alzheimer’s disease," Nature Communications, Nature, vol. 13(1), pages 1-13, December.
    7. Nicolai Franzmeier & Matthias Brendel & Leonie Beyer & Luna Slemann & Gabor G. Kovacs & Thomas Arzberger & Carolin Kurz & Gesine Respondek & Milica J. Lukic & Davina Biel & Anna Rubinski & Lukas Front, 2022. "Tau deposition patterns are associated with functional connectivity in primary tauopathies," Nature Communications, Nature, vol. 13(1), pages 1-18, December.
    8. Jacob W. Vogel & Yasser Iturria-Medina & Olof T. Strandberg & Ruben Smith & Elizabeth Levitis & Alan C. Evans & Oskar Hansson, 2020. "Spread of pathological tau proteins through communicating neurons in human Alzheimer’s disease," Nature Communications, Nature, vol. 11(1), pages 1-15, December.
    Full references (including those not matched with items on IDEAS)

    Most related items

    These are the items that most often cite the same works as this one and are cited by the same works as this one.
    1. Nicolai Franzmeier & Matthias Brendel & Leonie Beyer & Luna Slemann & Gabor G. Kovacs & Thomas Arzberger & Carolin Kurz & Gesine Respondek & Milica J. Lukic & Davina Biel & Anna Rubinski & Lukas Front, 2022. "Tau deposition patterns are associated with functional connectivity in primary tauopathies," Nature Communications, Nature, vol. 13(1), pages 1-18, December.
    2. Alexa Pichet Binette & Nicolai Franzmeier & Nicola Spotorno & Michael Ewers & Matthias Brendel & Davina Biel & Olof Strandberg & Shorena Janelidze & Sebastian Palmqvist & Niklas Mattsson-Carlgren & Ru, 2022. "Amyloid-associated increases in soluble tau relate to tau aggregation rates and cognitive decline in early Alzheimer’s disease," Nature Communications, Nature, vol. 13(1), pages 1-16, December.
    3. Lukas Frontzkowski & Michael Ewers & Matthias Brendel & Davina Biel & Rik Ossenkoppele & Paul Hager & Anna Steward & Anna Dewenter & Sebastian Römer & Anna Rubinski & Katharina Buerger & Daniel Janowi, 2022. "Earlier Alzheimer’s disease onset is associated with tau pathology in brain hub regions and facilitated tau spreading," Nature Communications, Nature, vol. 13(1), pages 1-14, December.
    4. Nicolai Franzmeier & Amir Dehsarvi & Anna Steward & Davina Biel & Anna Dewenter & Sebastian Niclas Roemer & Fabian Wagner & Mattes Groß & Matthias Brendel & Alexis Moscoso & Prithvi Arunachalam & Kaj , 2024. "Elevated CSF GAP-43 is associated with accelerated tau accumulation and spread in Alzheimer’s disease," Nature Communications, Nature, vol. 15(1), pages 1-10, December.
    5. Tatsuya Osaki & Tomoya Duenki & Siu Yu A. Chow & Yasuhiro Ikegami & Romain Beaubois & Timothée Levi & Nao Nakagawa-Tamagawa & Yoji Hirano & Yoshiho Ikeuchi, 2024. "Complex activity and short-term plasticity of human cerebral organoids reciprocally connected with axons," Nature Communications, Nature, vol. 15(1), pages 1-13, December.
    6. David J. Whiteside & Negin Holland & Kamen A. Tsvetanov & Elijah Mak & Maura Malpetti & George Savulich & P. Simon Jones & Michelle Naessens & Matthew A. Rouse & Tim D. Fryer & Young T. Hong & Frankli, 2023. "Synaptic density affects clinical severity via network dysfunction in syndromes associated with frontotemporal lobar degeneration," Nature Communications, Nature, vol. 14(1), pages 1-13, December.
    7. Mühlberger, Wolfgang, 2022. "Iraks Suche nach dem Gesellschaftsvertrag: Ein Ansatz zur Förderung gesellschaftlichen Zusammenhalts und staatlicher Resilienz," IDOS Discussion Papers 13/2022, German Institute of Development and Sustainability (IDOS).
    8. Nicole Eichert & Jordan DeKraker & Amy F. D. Howard & Istvan N. Huszar & Silei Zhu & Jérôme Sallet & Karla L. Miller & Rogier B. Mars & Saad Jbabdi & Boris C. Bernhardt, 2024. "Hippocampal connectivity patterns echo macroscale cortical evolution in the primate brain," Nature Communications, Nature, vol. 15(1), pages 1-14, December.
    9. Meike D. Hettwer & Lena Dorfschmidt & Lara M. C. Puhlmann & Linda M. Jacob & Casey Paquola & Richard A. I. Bethlehem & Edward T. Bullmore & Simon B. Eickhoff & Sofie L. Valk, 2024. "Longitudinal variation in resilient psychosocial functioning is associated with ongoing cortical myelination and functional reorganization during adolescence," Nature Communications, Nature, vol. 15(1), pages 1-15, December.
    10. Angeliki Zarkali & George E. C. Thomas & Henrik Zetterberg & Rimona S. Weil, 2024. "Neuroimaging and fluid biomarkers in Parkinson’s disease in an era of targeted interventions," Nature Communications, Nature, vol. 15(1), pages 1-18, December.
    11. Sadhana Ravikumar & Amanda E. Denning & Sydney Lim & Eunice Chung & Niyousha Sadeghpour & Ranjit Ittyerah & Laura E. M. Wisse & Sandhitsu R. Das & Long Xie & John L. Robinson & Theresa Schuck & Edward, 2024. "Postmortem imaging reveals patterns of medial temporal lobe vulnerability to tau pathology in Alzheimer’s disease," Nature Communications, Nature, vol. 15(1), pages 1-16, December.
    12. Ang Li & Haiyang Liu & Xu Lei & Yini He & Qian Wu & Yan Yan & Xin Zhou & Xiaohan Tian & Yingjie Peng & Shangzheng Huang & Kaixin Li & Meng Wang & Yuqing Sun & Hao Yan & Cheng Zhang & Sheng He & Ruquan, 2023. "Hierarchical fluctuation shapes a dynamic flow linked to states of consciousness," Nature Communications, Nature, vol. 14(1), pages 1-20, December.
    13. Alexander J Barnett & Walter Reilly & Halle R Dimsdale-Zucker & Eda Mizrak & Zachariah Reagh & Charan Ranganath, 2021. "Intrinsic connectivity reveals functionally distinct cortico-hippocampal networks in the human brain," PLOS Biology, Public Library of Science, vol. 19(6), pages 1-34, June.
    14. Zirui Huang & George A. Mashour & Anthony G. Hudetz, 2023. "Functional geometry of the cortex encodes dimensions of consciousness," Nature Communications, Nature, vol. 14(1), pages 1-15, December.

    More about this item

    Statistics

    Access and download statistics

    Corrections

    All material on this site has been provided by the respective publishers and authors. You can help correct errors and omissions. When requesting a correction, please mention this item's handle: RePEc:nat:natcom:v:15:y:2024:i:1:d:10.1038_s41467-024-49300-2. See general information about how to correct material in RePEc.

    If you have authored this item and are not yet registered with RePEc, we encourage you to do it here. This allows to link your profile to this item. It also allows you to accept potential citations to this item that we are uncertain about.

    If CitEc recognized a bibliographic reference but did not link an item in RePEc to it, you can help with this form .

    If you know of missing items citing this one, you can help us creating those links by adding the relevant references in the same way as above, for each refering item. If you are a registered author of this item, you may also want to check the "citations" tab in your RePEc Author Service profile, as there may be some citations waiting for confirmation.

    For technical questions regarding this item, or to correct its authors, title, abstract, bibliographic or download information, contact: Sonal Shukla or Springer Nature Abstracting and Indexing (email available below). General contact details of provider: http://www.nature.com .

    Please note that corrections may take a couple of weeks to filter through the various RePEc services.

    IDEAS is a RePEc service. RePEc uses bibliographic data supplied by the respective publishers.