IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v13y2022i1d10.1038_s41467-022-31053-5.html
   My bibliography  Save this article

Association between resting-state functional brain connectivity and gene expression is altered in autism spectrum disorder

Author

Listed:
  • Stefano Berto

    (UT Southwestern Medical Center)

  • Alex H. Treacher

    (UT Southwestern Medical Center)

  • Emre Caglayan

    (UT Southwestern Medical Center)

  • Danni Luo

    (UT Southwestern Medical Center)

  • Jillian R. Haney

    (University of California, Los Angeles
    University of California, Los Angeles
    University of California, Los Angeles)

  • Michael J. Gandal

    (University of California, Los Angeles
    University of California, Los Angeles
    University of California, Los Angeles
    University of California, Los Angeles)

  • Daniel H. Geschwind

    (University of California, Los Angeles
    University of California, Los Angeles
    University of California, Los Angeles
    University of California, Los Angeles)

  • Albert A. Montillo

    (UT Southwestern Medical Center
    University of Texas Southwestern Medical Center
    University of Texas Southwestern Medical Center)

  • Genevieve Konopka

    (UT Southwestern Medical Center)

Abstract

Gene expression covaries with brain activity as measured by resting state functional magnetic resonance imaging (MRI). However, it is unclear how genomic differences driven by disease state can affect this relationship. Here, we integrate from the ABIDE I and II imaging cohorts with datasets of gene expression in brains of neurotypical individuals and individuals with autism spectrum disorder (ASD) with regionally matched brain activity measurements from fMRI datasets. We identify genes linked with brain activity whose association is disrupted in ASD. We identified a subset of genes that showed a differential developmental trajectory in individuals with ASD compared with controls. These genes are enriched in voltage-gated ion channels and inhibitory neurons, pointing to excitation-inhibition imbalance in ASD. We further assessed differences at the regional level showing that the primary visual cortex is the most affected region in ASD. Our results link disrupted brain expression patterns of individuals with ASD to brain activity and show developmental, cell type, and regional enrichment of activity linked genes.

Suggested Citation

  • Stefano Berto & Alex H. Treacher & Emre Caglayan & Danni Luo & Jillian R. Haney & Michael J. Gandal & Daniel H. Geschwind & Albert A. Montillo & Genevieve Konopka, 2022. "Association between resting-state functional brain connectivity and gene expression is altered in autism spectrum disorder," Nature Communications, Nature, vol. 13(1), pages 1-11, December.
  • Handle: RePEc:nat:natcom:v:13:y:2022:i:1:d:10.1038_s41467-022-31053-5
    DOI: 10.1038/s41467-022-31053-5
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-022-31053-5
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-022-31053-5?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. Michael J. Hawrylycz & Ed S. Lein & Angela L. Guillozet-Bongaarts & Elaine H. Shen & Lydia Ng & Jeremy A. Miller & Louie N. van de Lagemaat & Kimberly A. Smith & Amanda Ebbert & Zackery L. Riley & Chr, 2012. "An anatomically comprehensive atlas of the adult human brain transcriptome," Nature, Nature, vol. 489(7416), pages 391-399, September.
    2. Irina Voineagu & Xinchen Wang & Patrick Johnston & Jennifer K. Lowe & Yuan Tian & Steve Horvath & Jonathan Mill & Rita M. Cantor & Benjamin J. Blencowe & Daniel H. Geschwind, 2011. "Transcriptomic analysis of autistic brain reveals convergent molecular pathology," Nature, Nature, vol. 474(7351), pages 380-384, June.
    3. Bosiljka Tasic & Zizhen Yao & Lucas T. Graybuck & Kimberly A. Smith & Thuc Nghi Nguyen & Darren Bertagnolli & Jeff Goldy & Emma Garren & Michael N. Economo & Sarada Viswanathan & Osnat Penn & Trygve B, 2018. "Shared and distinct transcriptomic cell types across neocortical areas," Nature, Nature, vol. 563(7729), pages 72-78, November.
    4. Rebecca D. Hodge & Jeremy A. Miller & Mark Novotny & Brian E. Kalmbach & Jonathan T. Ting & Trygve E. Bakken & Brian D. Aevermann & Eliza R. Barkan & Madeline L. Berkowitz-Cerasano & Charles Cobbs & F, 2020. "Transcriptomic evidence that von Economo neurons are regionally specialized extratelencephalic-projecting excitatory neurons," Nature Communications, Nature, vol. 11(1), pages 1-14, December.
    5. Vikaas S. Sohal & Feng Zhang & Ofer Yizhar & Karl Deisseroth, 2009. "Parvalbumin neurons and gamma rhythms enhance cortical circuit performance," Nature, Nature, vol. 459(7247), pages 698-702, June.
    6. Jeremy A. Miller & Song-Lin Ding & Susan M. Sunkin & Kimberly A. Smith & Lydia Ng & Aaron Szafer & Amanda Ebbert & Zackery L. Riley & Joshua J. Royall & Kaylynn Aiona & James M. Arnold & Crissa Bennet, 2014. "Transcriptional landscape of the prenatal human brain," Nature, Nature, vol. 508(7495), pages 199-206, April.
    7. Daniel H. Ebert & Michael E. Greenberg, 2013. "Activity-dependent neuronal signalling and autism spectrum disorder," Nature, Nature, vol. 493(7432), pages 327-337, January.
    8. Silvia De Rubeis & Xin He & Arthur P. Goldberg & Christopher S. Poultney & Kaitlin Samocha & A. Ercument Cicek & Yan Kou & Li Liu & Menachem Fromer & Susan Walker & Tarjinder Singh & Lambertus Klei & , 2014. "Synaptic, transcriptional and chromatin genes disrupted in autism," Nature, Nature, vol. 515(7526), pages 209-215, November.
    9. Xuran Wang & Jihwan Park & Katalin Susztak & Nancy R. Zhang & Mingyao Li, 2019. "Bulk tissue cell type deconvolution with multi-subject single-cell expression reference," Nature Communications, Nature, vol. 10(1), pages 1-9, December.
    10. Kevin M. Anderson & Meghan A. Collins & Rowena Chin & Tian Ge & Monica D. Rosenberg & Avram J. Holmes, 2020. "Transcriptional and imaging-genetic association of cortical interneurons, brain function, and schizophrenia risk," Nature Communications, Nature, vol. 11(1), pages 1-15, December.
    11. Kevin M. Anderson & Fenna M. Krienen & Eun Young Choi & Jenna M. Reinen & B. T. Thomas Yeo & Avram J. Holmes, 2018. "Gene expression links functional networks across cortex and striatum," Nature Communications, Nature, vol. 9(1), pages 1-14, December.
    12. Neelroop N. Parikshak & Vivek Swarup & T. Grant Belgard & Manuel Irimia & Gokul Ramaswami & Michael J. Gandal & Christopher Hartl & Virpi Leppa & Luis Torre Ubieta & Jerry Huang & Jennifer K. Lowe & B, 2018. "Author Correction: Genome-wide changes in lncRNA, splicing, and regional gene expression patterns in autism," Nature, Nature, vol. 560(7718), pages 30-30, August.
    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. Sheng Wang & Belinda Wang & Vanessa Drury & Sam Drake & Nawei Sun & Hasan Alkhairo & Juan Arbelaez & Clif Duhn & Vanessa H. Bal & Kate Langley & Joanna Martin & Pieter J. Hoekstra & Andrea Dietrich & , 2023. "Rare X-linked variants carry predominantly male risk in autism, Tourette syndrome, and ADHD," Nature Communications, Nature, vol. 14(1), pages 1-18, December.
    2. Gavin J. Sutton & Daniel Poppe & Rebecca K. Simmons & Kieran Walsh & Urwah Nawaz & Ryan Lister & Johann A. Gagnon-Bartsch & Irina Voineagu, 2022. "Comprehensive evaluation of deconvolution methods for human brain gene expression," Nature Communications, Nature, vol. 13(1), pages 1-18, December.
    3. Yudong Gao & Daichi Shonai & Matthew Trn & Jieqing Zhao & Erik J. Soderblom & S. Alexandra Garcia-Moreno & Charles A. Gersbach & William C. Wetsel & Geraldine Dawson & Dmitry Velmeshev & Yong-hui Jian, 2024. "Proximity analysis of native proteomes reveals phenotypic modifiers in a mouse model of autism and related neurodevelopmental conditions," Nature Communications, Nature, vol. 15(1), pages 1-18, December.
    4. Nelson Johansen & Hongru Hu & Gerald Quon, 2023. "Projecting RNA measurements onto single cell atlases to extract cell type-specific expression profiles using scProjection," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    5. Tingting Bo & Jie Li & Ganlu Hu & Ge Zhang & Wei Wang & Qian Lv & Shaoling Zhao & Junjie Ma & Meng Qin & Xiaohui Yao & Meiyun Wang & Guang-Zhong Wang & Zheng Wang, 2023. "Brain-wide and cell-specific transcriptomic insights into MRI-derived cortical morphology in macaque monkeys," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    6. Jia-Ru Wei & Zhao-Zhe Hao & Chuan Xu & Mengyao Huang & Lei Tang & Nana Xu & Ruifeng Liu & Yuhui Shen & Sarah A. Teichmann & Zhichao Miao & Sheng Liu, 2022. "Identification of visual cortex cell types and species differences using single-cell RNA sequencing," Nature Communications, Nature, vol. 13(1), pages 1-21, December.
    7. Hyoseon Oh & Suho Lee & Yusang Oh & Seongbin Kim & Young Seo Kim & Yeji Yang & Woochul Choi & Ye-Eun Yoo & Heejin Cho & Seungjoon Lee & Esther Yang & Wuhyun Koh & Woojin Won & Ryunhee Kim & C. Justin , 2023. "Kv7/KCNQ potassium channels in cortical hyperexcitability and juvenile seizure-related death in Ank2-mutant mice," Nature Communications, Nature, vol. 14(1), pages 1-20, December.
    8. 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.
    9. Luye Qin & Jamal B. Williams & Tao Tan & Tiaotiao Liu & Qing Cao & Kaijie Ma & Zhen Yan, 2021. "Deficiency of autism risk factor ASH1L in prefrontal cortex induces epigenetic aberrations and seizures," Nature Communications, Nature, vol. 12(1), pages 1-14, December.
    10. 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.
    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. Zhiyuan Liu & Dafei Wu & Weiwei Zhai & Liang Ma, 2023. "SONAR enables cell type deconvolution with spatially weighted Poisson-Gamma model for spatial transcriptomics," Nature Communications, Nature, vol. 14(1), pages 1-14, December.
    13. Max Lam & Chia-Yen Chen & W. David Hill & Charley Xia & Ruoyu Tian & Daniel F. Levey & Joel Gelernter & Murray B. Stein & Alexander S. Hatoum & Hailiang Huang & Anil K. Malhotra & Heiko Runz & Tian Ge, 2022. "Collective genomic segments with differential pleiotropic patterns between cognitive dimensions and psychopathology," Nature Communications, Nature, vol. 13(1), pages 1-22, December.
    14. Xinyuan Liang & Lianglong Sun & Xuhong Liao & Tianyuan Lei & Mingrui Xia & Dingna Duan & Zilong Zeng & Qiongling Li & Zhilei Xu & Weiwei Men & Yanpei Wang & Shuping Tan & Jia-Hong Gao & Shaozheng Qin , 2024. "Structural connectome architecture shapes the maturation of cortical morphology from childhood to adolescence," Nature Communications, Nature, vol. 15(1), pages 1-18, December.
    15. 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.
    16. Kobe Ridder & Huiwen Che & Kaat Leroy & Bernard Thienpont, 2024. "Benchmarking of methods for DNA methylome deconvolution," Nature Communications, Nature, vol. 15(1), pages 1-17, December.
    17. Xinrui Zhou & Wan Yi Seow & Norbert Ha & Teh How Cheng & Lingfan Jiang & Jeeranan Boonruangkan & Jolene Jie Lin Goh & Shyam Prabhakar & Nigel Chou & Kok Hao Chen, 2024. "Highly sensitive spatial transcriptomics using FISHnCHIPs of multiple co-expressed genes," Nature Communications, Nature, vol. 15(1), pages 1-14, December.
    18. Jakob Hartmann & Thomas Bajaj & Joy Otten & Claudia Klengel & Tim Ebert & Anne-Kathrin Gellner & Ellen Junglas & Kathrin Hafner & Elmira A. Anderzhanova & Fiona Tang & Galen Missig & Lindsay Rexrode &, 2024. "SKA2 regulated hyperactive secretory autophagy drives neuroinflammation-induced neurodegeneration," Nature Communications, Nature, vol. 15(1), pages 1-20, December.
    19. Yuzhou Chang & Jixin Liu & Yi Jiang & Anjun Ma & Yao Yu Yeo & Qi Guo & Megan McNutt & Jordan E. Krull & Scott J. Rodig & Dan H. Barouch & Garry P. Nolan & Dong Xu & Sizun Jiang & Zihai Li & Bingqiang , 2024. "Graph Fourier transform for spatial omics representation and analyses of complex organs," Nature Communications, Nature, vol. 15(1), pages 1-22, December.
    20. Sorinel A Oprisan & Xandre Clementsmith & Tamas Tompa & Antonieta Lavin, 2019. "Dopamine receptor antagonists effects on low-dimensional attractors of local field potentials in optogenetic mice," PLOS ONE, Public Library of Science, vol. 14(10), pages 1-39, October.

    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:13:y:2022:i:1:d:10.1038_s41467-022-31053-5. 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.