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New Research, Cognition and Behavior

The genetic architectures of functional and structural connectivity properties within cerebral resting-state networks

Elleke Tissink, Josefin Werme, Siemon C. de Lange, Jeanne E. Savage, Yongbin Wei, Christiaan A. de Leeuw, Mats Nagel, Danielle Posthuma and Martijn P. van den Heuvel
eNeuro 7 March 2023, ENEURO.0242-22.2023; DOI: https://doi.org/10.1523/ENEURO.0242-22.2023
Elleke Tissink
1Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, 1081 HV Amsterdam, The Netherlands
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  • ORCID record for Elleke Tissink
Josefin Werme
1Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, 1081 HV Amsterdam, The Netherlands
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Siemon C. de Lange
1Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, 1081 HV Amsterdam, The Netherlands
2Department of Sleep and Cognition, Netherlands Institute for Neuroscience, The Netherlands
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Jeanne E. Savage
1Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, 1081 HV Amsterdam, The Netherlands
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Yongbin Wei
1Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, 1081 HV Amsterdam, The Netherlands
3School of Artificial Intelligence, Beijing University of Posts and Telecommunications, Beijing, 100876, China
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Christiaan A. de Leeuw
1Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, 1081 HV Amsterdam, The Netherlands
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Mats Nagel
1Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, 1081 HV Amsterdam, The Netherlands
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Danielle Posthuma
1Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, 1081 HV Amsterdam, The Netherlands
4Department of Clinical Genetics, Section Complex Trait Genetics, Amsterdam Neuroscience, Vrije Universiteit Medical Center, Amsterdam UMC, Amsterdam, The Netherlands
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Martijn P. van den Heuvel
1Department of Complex Trait Genetics, Center for Neurogenomics and Cognitive Research, Vrije Universiteit Amsterdam, Amsterdam Neuroscience, 1081 HV Amsterdam, The Netherlands
4Department of Clinical Genetics, Section Complex Trait Genetics, Amsterdam Neuroscience, Vrije Universiteit Medical Center, Amsterdam UMC, Amsterdam, The Netherlands
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Abstract

Functional connectivity within resting-state networks (RSN-FC) is vital for cognitive functioning. RSN-FC is heritable and partially translates to the anatomical architecture of white matter, but the genetic component of structural connections of RSNs (RSN-SC) and their potential genetic overlap with RSN-FC remain unknown. Here we perform genome-wide association studies (Ndiscovery=24,336; Nreplication=3,412) and annotation on RSN-SC and RSN-FC. We identify genes for visual network-SC that are involved in axon guidance and synaptic functioning. Genetic variation in RSN-FC impacts biological processes relevant to brain disorders that previously were only phenotypically associated with RSN-FC alterations. Correlations of the genetic components of RSNs are mostly observed within the functional domain, whereas less overlap is observed within the structural domain and between the functional and structural domains. This study advances the understanding of the complex functional organization of the brain and its structural underpinnings from a genetics viewpoint.

Significance Statement

Brain regions with synchronized activity can be clustered into distinct networks. We investigate which genetic effects contribute to structural and functional connectivity within seven networks and assess their degree of shared genetic signal. Multiple genetic effects are identified and highlight relevant biological processes for brain connectivity and brain disorders related to the networks. Overlap between the genetics of network connectivity is mostly observed within the functional domain. These results advance our biological understanding of the complex functional organisation of the brain and its structural underpinnings, and their relevance for the genetics of neuropsychiatry.

  • connectivity
  • GWAS
  • networks
  • neuroimaging
  • resting-state
  • structure-function

Footnotes

  • Authors report no conflict of interest

  • D.P. was funded by The Netherlands Organization for Scientific Research (NWO VICI 453-14-005), NWO Gravitation: BRAINSCAPES: A Roadmap from Neurogenetics to Neurobiology (Grant No. 024.004.012), and a European Research Council advanced grant (Grant No, ERC-2018-AdG GWAS2FUNC 834057). The work of S.L. was supported by ZonMw Open Competition, project REMOVE 09120011910032. C.A.d.L. is funded by Hoffman-La Roche. The work of M.H. was supported by a VIDI (452-16-015) grant from the Netherlands Organization for Scientific Research (NWO) and an ERC Consolidator of the European Research Council (101001062). J.E.S. was supported by a VENI (201G-064) grant from the NWO.

This is an open-access article distributed under the terms of the Creative Commons Attribution 4.0 International license, which permits unrestricted use, distribution and reproduction in any medium provided that the original work is properly attributed.

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The genetic architectures of functional and structural connectivity properties within cerebral resting-state networks
Elleke Tissink, Josefin Werme, Siemon C. de Lange, Jeanne E. Savage, Yongbin Wei, Christiaan A. de Leeuw, Mats Nagel, Danielle Posthuma, Martijn P. van den Heuvel
eNeuro 7 March 2023, ENEURO.0242-22.2023; DOI: 10.1523/ENEURO.0242-22.2023

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The genetic architectures of functional and structural connectivity properties within cerebral resting-state networks
Elleke Tissink, Josefin Werme, Siemon C. de Lange, Jeanne E. Savage, Yongbin Wei, Christiaan A. de Leeuw, Mats Nagel, Danielle Posthuma, Martijn P. van den Heuvel
eNeuro 7 March 2023, ENEURO.0242-22.2023; DOI: 10.1523/ENEURO.0242-22.2023
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Keywords

  • connectivity
  • GWAS
  • networks
  • neuroimaging
  • resting-state
  • structure-function

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