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Linked dimensions of psychopathology and connectivity in functional brain networks

Author

Listed:
  • Cedric Huchuan Xia

    (University of Pennsylvania)

  • Zongming Ma

    (University of Pennsylvania)

  • Rastko Ciric

    (University of Pennsylvania)

  • Shi Gu

    (University of Pennsylvania
    University of Pennsylvania
    University of Electronic Science and Technology)

  • Richard F. Betzel

    (University of Pennsylvania)

  • Antonia N. Kaczkurkin

    (University of Pennsylvania)

  • Monica E. Calkins

    (University of Pennsylvania)

  • Philip A. Cook

    (University of Pennsylvania)

  • Angel García de la Garza

    (University of Pennsylvania)

  • Simon N. Vandekar

    (University of Pennsylvania)

  • Zaixu Cui

    (University of Pennsylvania)

  • Tyler M. Moore

    (University of Pennsylvania)

  • David R. Roalf

    (University of Pennsylvania)

  • Kosha Ruparel

    (University of Pennsylvania)

  • Daniel H. Wolf

    (University of Pennsylvania)

  • Christos Davatzikos

    (University of Pennsylvania)

  • Ruben C. Gur

    (University of Pennsylvania
    University of Pennsylvania)

  • Raquel E. Gur

    (University of Pennsylvania
    University of Pennsylvania)

  • Russell T. Shinohara

    (University of Pennsylvania)

  • Danielle S. Bassett

    (University of Pennsylvania
    University of Pennsylvania)

  • Theodore D. Satterthwaite

    (University of Pennsylvania)

Abstract

Neurobiological abnormalities associated with psychiatric disorders do not map well to existing diagnostic categories. High co-morbidity suggests dimensional circuit-level abnormalities that cross diagnoses. Here we seek to identify brain-based dimensions of psychopathology using sparse canonical correlation analysis in a sample of 663 youths. This analysis reveals correlated patterns of functional connectivity and psychiatric symptoms. We find that four dimensions of psychopathology – mood, psychosis, fear, and externalizing behavior – are associated (r = 0.68–0.71) with distinct patterns of connectivity. Loss of network segregation between the default mode network and executive networks emerges as a common feature across all dimensions. Connectivity linked to mood and psychosis becomes more prominent with development, and sex differences are present for connectivity related to mood and fear. Critically, findings largely replicate in an independent dataset (n = 336). These results delineate connectivity-guided dimensions of psychopathology that cross clinical diagnostic categories, which could serve as a foundation for developing network-based biomarkers in psychiatry.

Suggested Citation

  • Cedric Huchuan Xia & Zongming Ma & Rastko Ciric & Shi Gu & Richard F. Betzel & Antonia N. Kaczkurkin & Monica E. Calkins & Philip A. Cook & Angel García de la Garza & Simon N. Vandekar & Zaixu Cui & T, 2018. "Linked dimensions of psychopathology and connectivity in functional brain networks," Nature Communications, Nature, vol. 9(1), pages 1-14, December.
  • Handle: RePEc:nat:natcom:v:9:y:2018:i:1:d:10.1038_s41467-018-05317-y
    DOI: 10.1038/s41467-018-05317-y
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    Cited by:

    1. Xiaolu Kong & Ru Kong & Csaba Orban & Peng Wang & Shaoshi Zhang & Kevin Anderson & Avram Holmes & John D. Murray & Gustavo Deco & Martijn Heuvel & B. T. Thomas Yeo, 2021. "Sensory-motor cortices shape functional connectivity dynamics in the human brain," Nature Communications, Nature, vol. 12(1), pages 1-15, December.
    2. Golia Shafiei & Ben D. Fulcher & Bradley Voytek & Theodore D. Satterthwaite & Sylvain Baillet & Bratislav Misic, 2023. "Neurophysiological signatures of cortical micro-architecture," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    3. Adam R. Pines & Bart Larsen & Zaixu Cui & Valerie J. Sydnor & Maxwell A. Bertolero & Azeez Adebimpe & Aaron F. Alexander-Bloch & Christos Davatzikos & Damien A. Fair & Ruben C. Gur & Raquel E. Gur & H, 2022. "Dissociable multi-scale patterns of development in personalized brain networks," Nature Communications, Nature, vol. 13(1), pages 1-15, December.
    4. Aleksandr Talishinsky & Jonathan Downar & Petra E. Vértes & Jakob Seidlitz & Katharine Dunlop & Charles J. Lynch & Heather Whalley & Andrew McIntosh & Fidel Vila-Rodriguez & Zafiris J. Daskalakis & Da, 2022. "Regional gene expression signatures are associated with sex-specific functional connectivity changes in depression," Nature Communications, Nature, vol. 13(1), pages 1-20, December.
    5. Jianzhong Chen & Angela Tam & Valeria Kebets & Csaba Orban & Leon Qi Rong Ooi & Christopher L. Asplund & Scott Marek & Nico U. F. Dosenbach & Simon B. Eickhoff & Danilo Bzdok & Avram J. Holmes & B. T., 2022. "Shared and unique brain network features predict cognitive, personality, and mental health scores in the ABCD study," Nature Communications, Nature, vol. 13(1), pages 1-17, December.

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