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Genetic architecture of the structural connectome

Author

Listed:
  • Michael Wainberg

    (Centre for Addiction and Mental Health
    Lunenfeld-Tanenbaum Research Institute, Sinai Health
    University of Toronto
    University of Toronto)

  • Natalie J. Forde

    (Radboud University Nijmegen Medical Centre)

  • Salim Mansour

    (Centre for Addiction and Mental Health)

  • Isabel Kerrebijn

    (Lunenfeld-Tanenbaum Research Institute, Sinai Health
    University of Toronto)

  • Sarah E. Medland

    (QIMR Berghofer Medical Research Institute
    University of Queensland
    University of Queensland)

  • Colin Hawco

    (University of Toronto
    University of Toronto
    Centre for Addiction and Mental Health)

  • Shreejoy J. Tripathy

    (Centre for Addiction and Mental Health
    University of Toronto
    University of Toronto
    University of Toronto)

Abstract

Myelinated axons form long-range connections that enable rapid communication between distant brain regions, but how genetics governs the strength and organization of these connections remains unclear. We perform genome-wide association studies of 206 structural connectivity measures derived from diffusion magnetic resonance imaging tractography of 26,333 UK Biobank participants, each representing the density of myelinated connections within or between a pair of cortical networks, subcortical structures or cortical hemispheres. We identify 30 independent genome-wide significant variants after Bonferroni correction for the number of measures studied (126 variants at nominal genome-wide significance) implicating genes involved in myelination (SEMA3A), neurite elongation and guidance (NUAK1, STRN, DPYSL2, EPHA3, SEMA3A, HGF, SHTN1), neural cell proliferation and differentiation (GMNC, CELF4, HGF), neuronal migration (CCDC88C), cytoskeletal organization (CTTNBP2, MAPT, DAAM1, MYO16, PLEC), and brain metal transport (SLC39A8). These variants have four broad patterns of spatial association with structural connectivity: some have disproportionately strong associations with corticothalamic connectivity, interhemispheric connectivity, or both, while others are more spatially diffuse. Structural connectivity measures are highly polygenic, with a median of 9.1 percent of common variants estimated to have non-zero effects on each measure, and exhibited signatures of negative selection. Structural connectivity measures have significant genetic correlations with a variety of neuropsychiatric and cognitive traits, indicating that connectivity-altering variants tend to influence brain health and cognitive function. Heritability is enriched in regions with increased chromatin accessibility in adult oligodendrocytes (as well as microglia, inhibitory neurons and astrocytes) and multiple fetal cell types, suggesting that genetic control of structural connectivity is partially mediated by effects on myelination and early brain development. Our results indicate pervasive, pleiotropic, and spatially structured genetic control of white-matter structural connectivity via diverse neurodevelopmental pathways, and support the relevance of this genetic control to healthy brain function.

Suggested Citation

  • Michael Wainberg & Natalie J. Forde & Salim Mansour & Isabel Kerrebijn & Sarah E. Medland & Colin Hawco & Shreejoy J. Tripathy, 2024. "Genetic architecture of the structural connectome," Nature Communications, Nature, vol. 15(1), pages 1-20, December.
  • Handle: RePEc:nat:natcom:v:15:y:2024:i:1:d:10.1038_s41467-024-46023-2
    DOI: 10.1038/s41467-024-46023-2
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    as
    1. Pu-Yun Shih & Yu-Lun Fang & Sahana Shankar & Sue-Ping Lee & Hsiao-Tang Hu & Hsin Chen & Ting-Fang Wang & Kuo-Chiang Hsia & Yi-Ping Hsueh, 2022. "Phase separation and zinc-induced transition modulate synaptic distribution and association of autism-linked CTTNBP2 and SHANK3," Nature Communications, Nature, vol. 13(1), pages 1-20, December.
    2. Dennis Meer & Oleksandr Frei & Tobias Kaufmann & Alexey A. Shadrin & Anna Devor & Olav B. Smeland & Wesley K. Thompson & Chun Chieh Fan & Dominic Holland & Lars T. Westlye & Ole A. Andreassen & Anders, 2020. "Understanding the genetic determinants of the brain with MOSTest," Nature Communications, Nature, vol. 11(1), pages 1-9, December.
    3. Clare Bycroft & Colin Freeman & Desislava Petkova & Gavin Band & Lloyd T. Elliott & Kevin Sharp & Allan Motyer & Damjan Vukcevic & Olivier Delaneau & Jared O’Connell & Adrian Cortes & Samantha Welsh &, 2018. "The UK Biobank resource with deep phenotyping and genomic data," Nature, Nature, vol. 562(7726), pages 203-209, October.
    4. Klaus H. Maier-Hein & Peter F. Neher & Jean-Christophe Houde & Marc-Alexandre Côté & Eleftherios Garyfallidis & Jidan Zhong & Maxime Chamberland & Fang-Cheng Yeh & Ying-Chia Lin & Qing Ji & Wilburn E., 2017. "The challenge of mapping the human connectome based on diffusion tractography," Nature Communications, Nature, vol. 8(1), pages 1-13, December.
    5. Trygve E. Bakken & Nikolas L. Jorstad & Qiwen Hu & Blue B. Lake & Wei Tian & Brian E. Kalmbach & Megan Crow & Rebecca D. Hodge & Fenna M. Krienen & Staci A. Sorensen & Jeroen Eggermont & Zizhen Yao & , 2021. "Comparative cellular analysis of motor cortex in human, marmoset and mouse," Nature, Nature, vol. 598(7879), pages 111-119, October.
    6. Aniket Mishra & Rainer Malik & Tsuyoshi Hachiya & Tuuli Jürgenson & Shinichi Namba & Daniel C. Posner & Frederick K. Kamanu & Masaru Koido & Quentin Le Grand & Mingyang Shi & Yunye He & Marios K. Geor, 2022. "Stroke genetics informs drug discovery and risk prediction across ancestries," Nature, Nature, vol. 611(7934), pages 115-123, November.
    7. Aniket Mishra & Rainer Malik & Tsuyoshi Hachiya & Tuuli Jürgenson & Shinichi Namba & Daniel C. Posner & Frederick K. Kamanu & Masaru Koido & Quentin Le Grand & Mingyang Shi & Yunye He & Marios K. Geor, 2022. "Publisher Correction: Stroke genetics informs drug discovery and risk prediction across ancestries," Nature, Nature, vol. 612(7938), pages 7-7, December.
    8. Derrek P. Hibar & Hieab H. H. Adams & Neda Jahanshad & Ganesh Chauhan & Jason L. Stein & Edith Hofer & Miguel E. Renteria & Joshua C. Bis & Alejandro Arias-Vasquez & M. Kamran Ikram & Sylvane Desriviè, 2017. "Novel genetic loci associated with hippocampal volume," Nature Communications, Nature, vol. 8(1), pages 1-12, April.
    9. Dennis Meer & Oleksandr Frei & Tobias Kaufmann & Alexey A. Shadrin & Anna Devor & Olav B. Smeland & Wesley K. Thompson & Chun Chieh Fan & Dominic Holland & Lars T. Westlye & Ole A. Andreassen & Anders, 2020. "Author Correction: Understanding the genetic determinants of the brain with MOSTest," Nature Communications, Nature, vol. 11(1), pages 1-1, December.
    10. Ryan S. Ziffra & Chang N. Kim & Jayden M. Ross & Amy Wilfert & Tychele N. Turner & Maximilian Haeussler & Alex M. Casella & Pawel F. Przytycki & Kathleen C. Keough & David Shin & Derek Bogdanoff & Ana, 2021. "Single-cell epigenomics reveals mechanisms of human cortical development," Nature, Nature, vol. 598(7879), pages 205-213, October.
    11. Iva Salamon & Yongkyu Park & Terezija Miškić & Janja Kopić & Paul Matteson & Nicholas F. Page & Alfonso Roque & Geoffrey W. McAuliffe & John Favate & Marta Garcia-Forn & Premal Shah & Miloš Judaš & Ja, 2023. "Celf4 controls mRNA translation underlying synaptic development in the prenatal mammalian neocortex," Nature Communications, Nature, vol. 14(1), pages 1-22, December.
    12. Lloyd T. Elliott & Kevin Sharp & Fidel Alfaro-Almagro & Sinan Shi & Karla L. Miller & Gwenaëlle Douaud & Jonathan Marchini & Stephen M. Smith, 2018. "Genome-wide association studies of brain imaging phenotypes in UK Biobank," Nature, Nature, vol. 562(7726), pages 210-216, October.
    13. Jian Zeng & Angli Xue & Longda Jiang & Luke R. Lloyd-Jones & Yang Wu & Huanwei Wang & Zhili Zheng & Loic Yengo & Kathryn E. Kemper & Michael E. Goddard & Naomi R. Wray & Peter M. Visscher & Jian Yang, 2021. "Widespread signatures of natural selection across human complex traits and functional genomic categories," Nature Communications, Nature, vol. 12(1), pages 1-12, December.
    14. Gail Davies & Max Lam & Sarah E. Harris & Joey W. Trampush & Michelle Luciano & W. David Hill & Saskia P. Hagenaars & Stuart J. Ritchie & Riccardo E. Marioni & Chloe Fawns-Ritchie & David C. M. Liewal, 2018. "Study of 300,486 individuals identifies 148 independent genetic loci influencing general cognitive function," Nature Communications, Nature, vol. 9(1), pages 1-16, December.
    15. Virginie Courchet & Amanda J. Roberts & Géraldine Meyer-Dilhet & Peggy Del Carmine & Tommy L. Lewis & Franck Polleux & Julien Courchet, 2018. "Haploinsufficiency of autism spectrum disorder candidate gene NUAK1 impairs cortical development and behavior in mice," Nature Communications, Nature, vol. 9(1), pages 1-14, December.
    16. Vassily Trubetskoy & Antonio F. Pardiñas & Ting Qi & Georgia Panagiotaropoulou & Swapnil Awasthi & Tim B. Bigdeli & Julien Bryois & Chia-Yen Chen & Charlotte A. Dennison & Lynsey S. Hall & Max Lam & K, 2022. "Mapping genomic loci implicates genes and synaptic biology in schizophrenia," Nature, Nature, vol. 604(7906), pages 502-508, April.
    17. Joshua D. Backman & Alexander H. Li & Anthony Marcketta & Dylan Sun & Joelle Mbatchou & Michael D. Kessler & Christian Benner & Daren Liu & Adam E. Locke & Suganthi Balasubramanian & Ashish Yadav & Ni, 2021. "Exome sequencing and analysis of 454,787 UK Biobank participants," Nature, Nature, vol. 599(7886), pages 628-634, November.
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