IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v14y2023i1d10.1038_s41467-023-43567-7.html
   My bibliography  Save this article

The genetic relationships between brain structure and schizophrenia

Author

Listed:
  • Eva-Maria Stauffer

    (University of Cambridge)

  • Richard A. I. Bethlehem

    (University of Cambridge
    University of Cambridge)

  • Lena Dorfschmidt

    (University of Cambridge)

  • Hyejung Won

    (University of North Carolina at Chapel Hill)

  • Varun Warrier

    (University of Cambridge
    University of Cambridge)

  • Edward T. Bullmore

    (University of Cambridge
    Cambridgeshire & Peterborough NHS Foundation Trust)

Abstract

Genetic risks for schizophrenia are theoretically mediated by genetic effects on brain structure but it has been unclear which genes are associated with both schizophrenia and cortical phenotypes. We accessed genome-wide association studies (GWAS) of schizophrenia (N = 69,369 cases; 236,642 controls), and of three magnetic resonance imaging (MRI) metrics (surface area, cortical thickness, neurite density index) measured at 180 cortical areas (N = 36,843, UK Biobank). Using Hi-C-coupled MAGMA, 61 genes were significantly associated with both schizophrenia and one or more MRI metrics. Whole genome analysis with partial least squares demonstrated significant genetic covariation between schizophrenia and area or thickness of most cortical regions. Genetic similarity between cortical areas was strongly coupled to their phenotypic covariance, and genetic covariation between schizophrenia and brain phenotypes was strongest in the hubs of structural covariance networks. Pleiotropically associated genes were enriched for neurodevelopmental processes and positionally concentrated in chromosomes 3p21, 17q21 and 11p11. Mendelian randomization analysis indicated that genetically determined variation in a posterior cingulate cortical area could be causal for schizophrenia. Parallel analyses of GWAS on bipolar disorder, Alzheimer’s disease and height showed that pleiotropic association with MRI metrics was stronger for schizophrenia compared to other disorders.

Suggested Citation

  • Eva-Maria Stauffer & Richard A. I. Bethlehem & Lena Dorfschmidt & Hyejung Won & Varun Warrier & Edward T. Bullmore, 2023. "The genetic relationships between brain structure and schizophrenia," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
  • Handle: RePEc:nat:natcom:v:14:y:2023:i:1:d:10.1038_s41467-023-43567-7
    DOI: 10.1038/s41467-023-43567-7
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-023-43567-7
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-023-43567-7?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. Edith Hofer & Gennady V. Roshchupkin & Hieab H. H. Adams & Maria J. Knol & Honghuang Lin & Shuo Li & Habil Zare & Shahzad Ahmad & Nicola J. Armstrong & Claudia L. Satizabal & Manon Bernard & Joshua C., 2020. "Genetic correlations and genome-wide associations of cortical structure in general population samples of 22,824 adults," Nature Communications, Nature, vol. 11(1), pages 1-16, 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. Matthew F. Glasser & Timothy S. Coalson & Emma C. Robinson & Carl D. Hacker & John Harwell & Essa Yacoub & Kamil Ugurbil & Jesper Andersson & Christian F. Beckmann & Mark Jenkinson & Stephen M. Smith , 2016. "A multi-modal parcellation of human cerebral cortex," Nature, Nature, vol. 536(7615), pages 171-178, August.
    4. Hyo Jung Kang & Yuka Imamura Kawasawa & Feng Cheng & Ying Zhu & Xuming Xu & Mingfeng Li & André M. M. Sousa & Mihovil Pletikos & Kyle A. Meyer & Goran Sedmak & Tobias Guennel & Yurae Shin & Matthew B., 2011. "Spatio-temporal transcriptome of the human brain," Nature, Nature, vol. 478(7370), pages 483-489, October.
    5. Zhiqiang Sha & Dick Schijven & Amaia Carrion-Castillo & Marc Joliot & Bernard Mazoyer & Simon E. Fisher & Fabrice Crivello & Clyde Francks, 2021. "The genetic architecture of structural left–right asymmetry of the human brain," Nature Human Behaviour, Nature, vol. 5(9), pages 1226-1239, September.
    6. Loïc Yengo & Sailaja Vedantam & Eirini Marouli & Julia Sidorenko & Eric Bartell & Saori Sakaue & Marielisa Graff & Anders U. Eliasen & Yunxuan Jiang & Sridharan Raghavan & Jenkai Miao & Joshua D. Aria, 2022. "A saturated map of common genetic variants associated with human height," Nature, Nature, vol. 610(7933), pages 704-712, October.
    7. Konrad J. Karczewski & Laurent C. Francioli & Grace Tiao & Beryl B. Cummings & Jessica Alföldi & Qingbo Wang & Ryan L. Collins & Kristen M. Laricchia & Andrea Ganna & Daniel P. Birnbaum & Laura D. Gau, 2020. "The mutational constraint spectrum quantified from variation in 141,456 humans," Nature, Nature, vol. 581(7809), pages 434-443, May.
    8. Gibran Hemani & Kate Tilling & George Davey Smith, 2017. "Orienting the causal relationship between imprecisely measured traits using GWAS summary data," PLOS Genetics, Public Library of Science, vol. 13(11), pages 1-22, November.
    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. Christiaan A de Leeuw & Joris M Mooij & Tom Heskes & Danielle Posthuma, 2015. "MAGMA: Generalized Gene-Set Analysis of GWAS Data," PLOS Computational Biology, Public Library of Science, vol. 11(4), pages 1-19, April.
    11. Kyoko Watanabe & Erdogan Taskesen & Arjen Bochoven & Danielle Posthuma, 2017. "Functional mapping and annotation of genetic associations with FUMA," Nature Communications, Nature, vol. 8(1), pages 1-11, December.
    12. Xueyi Shen & David M. Howard & Mark J. Adams & W. David Hill & Toni-Kim Clarke & Ian J. Deary & Heather C. Whalley & Andrew M. McIntosh, 2020. "A phenome-wide association and Mendelian Randomisation study of polygenic risk for depression in UK Biobank," Nature Communications, Nature, vol. 11(1), pages 1-16, December.
    13. 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.
    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. Chun Chieh Fan & Robert Loughnan & Carolina Makowski & Diliana Pecheva & Chi-Hua Chen & Donald J. Hagler & Wesley K. Thompson & Nadine Parker & Dennis van der Meer & Oleksandr Frei & Ole A. Andreassen, 2022. "Multivariate genome-wide association study on tissue-sensitive diffusion metrics highlights pathways that shape the human brain," Nature Communications, Nature, vol. 13(1), pages 1-10, December.
    2. E. P. Tissink & A. A. Shadrin & D. Meer & N. Parker & G. Hindley & D. Roelfs & O. Frei & C. C. Fan & M. Nagel & T. Nærland & M. Budisteanu & S. Djurovic & L. T. Westlye & M. P. Heuvel & D. Posthuma & , 2024. "Abundant pleiotropy across neuroimaging modalities identified through a multivariate genome-wide association study," Nature Communications, Nature, vol. 15(1), pages 1-13, December.
    3. Shahram Bahrami & Kaja Nordengen & Alexey A. Shadrin & Oleksandr Frei & Dennis Meer & Anders M. Dale & Lars T. Westlye & Ole A. Andreassen & Tobias Kaufmann, 2022. "Distributed genetic architecture across the hippocampal formation implies common neuropathology across brain disorders," Nature Communications, Nature, vol. 13(1), pages 1-9, December.
    4. Benjamin B. Sun & Stephanie J. Loomis & Fabrizio Pizzagalli & Natalia Shatokhina & Jodie N. Painter & Christopher N. Foley & Megan E. Jensen & Donald G. McLaren & Sai Spandana Chintapalli & Alyssa H. , 2022. "Genetic map of regional sulcal morphology in the human brain from UK biobank data," Nature Communications, Nature, vol. 13(1), pages 1-13, December.
    5. Jakub Kopal & Kuldeep Kumar & Kimia Shafighi & Karin Saltoun & Claudia Modenato & Clara A. Moreau & Guillaume Huguet & Martineau Jean-Louis & Charles-Olivier Martin & Zohra Saci & Nadine Younis & Elis, 2024. "Using rare genetic mutations to revisit structural brain asymmetry," Nature Communications, Nature, vol. 15(1), pages 1-19, December.
    6. Charley Xia & Sarah J. Pickett & David C. M. Liewald & Alexander Weiss & Gavin Hudson & W. David Hill, 2023. "The contributions of mitochondrial and nuclear mitochondrial genetic variation to neuroticism," Nature Communications, Nature, vol. 14(1), pages 1-14, December.
    7. Andrew D. Grotzinger & Travis T. Mallard & Zhaowen Liu & Jakob Seidlitz & Tian Ge & Jordan W. Smoller, 2023. "Multivariate genomic architecture of cortical thickness and surface area at multiple levels of analysis," Nature Communications, Nature, vol. 14(1), pages 1-13, December.
    8. 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.
    9. 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.
    10. Lina Cai & Tomas Gonzales & Eleanor Wheeler & Nicola D. Kerrison & Felix R. Day & Claudia Langenberg & John R. B. Perry & Soren Brage & Nicholas J. Wareham, 2023. "Causal associations between cardiorespiratory fitness and type 2 diabetes," Nature Communications, Nature, vol. 14(1), pages 1-13, December.
    11. Eeva Sliz & Jaakko S. Tyrmi & Nilufer Rahmioglu & Krina T. Zondervan & Christian M. Becker & Outi Uimari & Johannes Kettunen, 2023. "Evidence of a causal effect of genetic tendency to gain muscle mass on uterine leiomyomata," Nature Communications, Nature, vol. 14(1), pages 1-14, December.
    12. Matthew Tegtmeyer & Jatin Arora & Samira Asgari & Beth A. Cimini & Ajay Nadig & Emily Peirent & Dhara Liyanage & Gregory P. Way & Erin Weisbart & Aparna Nathan & Tiffany Amariuta & Kevin Eggan & Marzi, 2024. "High-dimensional phenotyping to define the genetic basis of cellular morphology," Nature Communications, Nature, vol. 15(1), pages 1-12, December.
    13. Samuel S. Kim & Buu Truong & Karthik Jagadeesh & Kushal K. Dey & Amber Z. Shen & Soumya Raychaudhuri & Manolis Kellis & Alkes L. Price, 2024. "Leveraging single-cell ATAC-seq and RNA-seq to identify disease-critical fetal and adult brain cell types," Nature Communications, Nature, vol. 15(1), pages 1-11, December.
    14. Fasil Tekola-Ayele & Xuehuo Zeng & Suvo Chatterjee & Marion Ouidir & Corina Lesseur & Ke Hao & Jia Chen & Markos Tesfaye & Carmen J. Marsit & Tsegaselassie Workalemahu & Ronald Wapner, 2022. "Placental multi-omics integration identifies candidate functional genes for birthweight," Nature Communications, Nature, vol. 13(1), pages 1-12, December.
    15. Ruoyu Tian & Tian Ge & Hyeokmoon Kweon & Daniel B. Rocha & Max Lam & Jimmy Z. Liu & Kritika Singh & Daniel F. Levey & Joel Gelernter & Murray B. Stein & Ellen A. Tsai & Hailiang Huang & Christopher F., 2024. "Whole-exome sequencing in UK Biobank reveals rare genetic architecture for depression," Nature Communications, Nature, vol. 15(1), pages 1-12, December.
    16. Adrienne Tin & Pascal Schlosser & Pamela R. Matias-Garcia & Chris H. L. Thio & Roby Joehanes & Hongbo Liu & Zhi Yu & Antoine Weihs & Anselm Hoppmann & Franziska Grundner-Culemann & Josine L. Min & Vic, 2021. "Epigenome-wide association study of serum urate reveals insights into urate co-regulation and the SLC2A9 locus," Nature Communications, Nature, vol. 12(1), pages 1-18, December.
    17. Wendiao Zhang & Ming Zhang & Zhenhong Xu & Hongye Yan & Huimin Wang & Jiamei Jiang & Juan Wan & Beisha Tang & Chunyu Liu & Chao Chen & Qingtuan Meng, 2023. "Human forebrain organoid-based multi-omics analyses of PCCB as a schizophrenia associated gene linked to GABAergic pathways," Nature Communications, Nature, vol. 14(1), pages 1-13, December.
    18. 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.
    19. Sophie A. Riesmeijer & Zoha Kamali & Michael Ng & Dmitriy Drichel & Bram Piersma & Kerstin Becker & Thomas B. Layton & Jagdeep Nanchahal & Michael Nothnagel & Ahmad Vaez & Hans Christian Hennies & Pau, 2024. "A genome-wide association meta-analysis implicates Hedgehog and Notch signaling in Dupuytren’s disease," Nature Communications, Nature, vol. 15(1), pages 1-11, December.
    20. Zhiqiang Sha & Dick Schijven & Amaia Carrion-Castillo & Marc Joliot & Bernard Mazoyer & Simon E. Fisher & Fabrice Crivello & Clyde Francks, 2021. "The genetic architecture of structural left–right asymmetry of the human brain," Nature Human Behaviour, Nature, vol. 5(9), pages 1226-1239, September.

    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:14:y:2023:i:1:d:10.1038_s41467-023-43567-7. 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.