Skip to main content

Thank you for visiting nature.com. You are using a browser version with limited support for CSS. To obtain the best experience, we recommend you use a more up to date browser (or turn off compatibility mode in Internet Explorer). In the meantime, to ensure continued support, we are displaying the site without styles and JavaScript.

Advertisement

Translational Psychiatry
  • View all journals
  • Search
  • My Account Login
  • Content Explore content
  • About the journal
  • Publish with us
  • Sign up for alerts
  • RSS feed
  1. nature
  2. translational psychiatry
  3. articles
  4. article
Towards disentangling the polygenic contribution of dyslexia to school performance
Download PDF
Download PDF
  • Article
  • Open access
  • Published: 22 May 2026

Towards disentangling the polygenic contribution of dyslexia to school performance

  • Marta Graell1,2,3 na1,
  • Rosa Bosch  ORCID: orcid.org/0000-0002-7596-183X4,5,6,7 na1,
  • María Soler Artigas  ORCID: orcid.org/0000-0002-3213-11071,2,3,4,
  • Silvia Alemany  ORCID: orcid.org/0000-0002-7925-67671,2,4,
  • Natalia Llonga  ORCID: orcid.org/0000-0003-4325-62011,2,3,4,
  • Pau Carabí-Gassol  ORCID: orcid.org/0000-0001-9105-29461,2,3,4,
  • Uxue Zubizarreta-Arruti  ORCID: orcid.org/0009-0005-2267-61961,2,3,4,
  • Valeria Macias-Chimborazo1,2,
  • Marina Mitjans  ORCID: orcid.org/0000-0001-5543-73203,4,8,9,
  • Mireia Pagerols4,5,10,11,
  • Èlia Pagespetit5,12,
  • Raquel Prat4,5,13,
  • Júlia Puigbó5,
  • Cristina Rivas5,
  • Laura Martinez5,
  • Josep Antoni Ramos-Quiroga  ORCID: orcid.org/0000-0003-1622-03501,2,4,14,
  • Miquel Casas  ORCID: orcid.org/0000-0003-3496-85225,6,15,
  • Marta Ribasés  ORCID: orcid.org/0000-0003-1039-11161,2,3,4 &
  • …
  • Judit Cabana-Domínguez  ORCID: orcid.org/0000-0002-4732-72841,2,3,4 

Translational Psychiatry (2026) Cite this article

We are providing an unedited version of this manuscript to give early access to its findings. Before final publication, the manuscript will undergo further editing. Please note there may be errors present which affect the content, and all legal disclaimers apply.

Subjects

  • Genomics
  • Psychiatric disorders

Abstract

Dyslexia is a neurodevelopmental disorder typically diagnosed in school-aged children and associated with poor school performance and lower levels of educational attainment (EA). Here, we aimed to test the shared genetic architecture between dyslexia and EA, to dissect the polygenic contribution of dyslexia by its relationship with EA and to assess how these genetic partitions influence school performance, early manifestation of psychopathology and related traits. We first confirmed a negative genetic correlation between dyslexia and EA (rg = −0.186, SE = 0.019, P = 1.75E-22). Then, polygenic scores for EA and dyslexia were tested in a cohort of 4274 school-aged children, revealing opposite direction of the effect in school performance. Next, we dissected the genetic liability for dyslexia into components shared with, and independent of, EA. The results revealed similar patterns of association for performance in primary and foreign languages, but distinct patterns when comparing these language-related subjects with mathematics. The dyslexia-specific genetic component independent of EA was associated with poorer academic outcomes in language-related subjects and increased rates of psychopathology, supporting the existence of dyslexia-specific genetic effects beyond general cognitive or educational pathways. In contrast, the genetic load of dyslexia that overlaps with EA contributes to school performance in both language-related subjects and mathematics and displayed opposite patterns of association dependent on whether concordant and discordant genomic partitions were considered. The discordant partition was associated with poorer school performance and higher rates of behavioral and emotional problems, with these associations being partially mediated by the dyslexia diagnosis (accounting for a reduction in effect size ranging from 10.44–12.91%). Conversely, the concordant partition was only associated with better performance in mathematics. Overall, these findings highlight the polygenic contribution of dyslexia to both academic and psychopathological outcomes, support distinct genetic influences on language skills and mathematics, and underscore the usage of the genetic load for EA to deepen insight into the complex genetic relationship between dyslexia and school performance.

Acknowledgements

The authors are grateful to families, students, and staff of the public primary schools (i.e., Joan Maragall, María Bores, Marqués de la Pobla, Martinet, Pins del Vallès, Puiggracios, Sant Jordi, Ramon Llull, Rivo Rubeo, Tagamanent and Teresa Berguedà), public secondary schools (i.e., Angeleta Ferrer i Sensat, Antoni Pous i Argila, Cal Gravat, Duc de Montblanc, Institut del Ter, Jaume Callís, Lacetània, Lluís de Peguera, Molí de la Vila, Montsuar, Pius Font i Quer, Vallbona d’Anoia, and Vil la Romana), and private schools (i.e., Airina, L'Ave Maria, Casals – Gràcia, Episcopal Lleida, La Farga, FEDAC Manresa, FEDAC Vic, Garbí Pere Vergés Esplugues, Institucio Igualada, Joviat, Oms i de Prat, Pies Mataró, Pureza de Maria, Regina Carmeli, Sagrats Cors Centelles, La Salle Manlleu, La Salle Manresa, Sant Miquel dels Sants, Thau Barcelona and Vedruna Escorial Vic) who kindly contribute in this research. We would like to thank the research participants and employees of 23andMe, Inc. for making this work possible. The genotyping service was carried out at the Genotyping Unit-CEGEN in the Spanish National Cancer Research Centre (CNIO), supported by Instituto de Salud Carlos III (ISCIII), Ministerio de Ciencia e Innovación. CEGEN is part of the initiative IMPaCTGENóMICA (IMP/00009) cofunded by ISCIII and the European Regional Development Fund (ERDF).

Funding

This work was supported by the Agència de Gestió d’Ajuts Universitaris i de Recerca (AGAUR, 2017SGR-1461, 2021SGR-00840, 2021SGR-01093); the Instituto de Salud Carlos III (PI20/00041, PI22/00464, PI23/00404, PI23/00026, PI24/00195, CP22/00128 to M.S.A, CP22/00026 to S.A, FI23/00152 to P.C.G); the Network Center for Biomedical Research (CIBER) to J.C.D and U.Z.A.; the European Regional Development Fund (ERDF); the ECNP Network ‘ADHD across the Lifespan’; “la Marató de TV3” (202228-30 and 202228-31); the European Union H2020 Programme (H2020/2014-2020) under grant agreements no. 848228 (DISCOvERIE) and no. 2020604 (TIMESPAN); “Fundació ‘la Caixa’, Diputació de Barcelona, Pla Estratègic de Recerca i Innovació en Salut” (PERISSLT006/17/285); “Fundació Privada d'Investigació Sant Pau” (FISP); Ministry of Health of Generalitat de Catalunya; grant RYC2021-033573-I funded by MICIU/AEI/10.13039/501100011033 and European Union NextGenerationEU/PRTR to MM.

Author information

Author notes
  1. These authors contributed equally: Marta Graell, Rosa Bosch.

Authors and Affiliations

  1. Psychiatric Genetics Unit, Group of Psychiatry, Mental Health and Addiction, Vall d’Hebron Research Institute (VHIR), Instituto de Investigación Sanitaria Acreditado Instituto de Investigación ‐ Hospital Universitario Vall d’Hebron (IR‐HUVH), Barcelona, Spain

    Marta Graell, María Soler Artigas, Silvia Alemany, Natalia Llonga, Pau Carabí-Gassol, Uxue Zubizarreta-Arruti, Valeria Macias-Chimborazo, Josep Antoni Ramos-Quiroga, Marta Ribasés & Judit Cabana-Domínguez

  2. Department of Mental Health, Hospital Universitari Vall d’Hebron, Barcelona, Spain

    Marta Graell, María Soler Artigas, Silvia Alemany, Natalia Llonga, Pau Carabí-Gassol, Uxue Zubizarreta-Arruti, Valeria Macias-Chimborazo, Josep Antoni Ramos-Quiroga, Marta Ribasés & Judit Cabana-Domínguez

  3. Department of Genetics, Microbiology, and Statistics, Faculty of Biology, Universitat de Barcelona (UB), Barcelona, Spain

    Marta Graell, María Soler Artigas, Natalia Llonga, Pau Carabí-Gassol, Uxue Zubizarreta-Arruti, Marina Mitjans, Marta Ribasés & Judit Cabana-Domínguez

  4. Biomedical Network Research Centre on Mental Health (CIBERSAM), Madrid, Spain

    Rosa Bosch, María Soler Artigas, Silvia Alemany, Natalia Llonga, Pau Carabí-Gassol, Uxue Zubizarreta-Arruti, Marina Mitjans, Mireia Pagerols, Raquel Prat, Josep Antoni Ramos-Quiroga, Marta Ribasés & Judit Cabana-Domínguez

  5. SJD MIND Schools Program, Hospital Sant Joan de Déu, Institut de Recerca Sant Joan de Déu, Esplugues de Llobregat, Spain

    Rosa Bosch, Mireia Pagerols, Èlia Pagespetit, Raquel Prat, Júlia Puigbó, Cristina Rivas, Laura Martinez & Miquel Casas

  6. Divisió de Salut Mental. Althaia Xarxa Assistencial Universitària de Manresa, Manresa, Barcelona, Spain

    Rosa Bosch & Miquel Casas

  7. Grup de Recerca en Innovació en Salut Mental i Benestar Emocional (ISaMBeS), IRISCC, Facultat de Medicina. Universitat de Vic-Central de Catalunya (UVIC-UCC), Vic, Spain

    Rosa Bosch

  8. Biomedicine Institute of the University of Barcelona (IBUB), Barcelona, Spain

    Marina Mitjans

  9. Institut de Recerca Sant Joan de Déu (IRSJD), Esplugues de Llobregat, Spain

    Marina Mitjans

  10. Department of Clinical Foundations, Faculty of Medicine and Health Sciences, Universitat de Barcelona (UB), Barcelona, Spain

    Mireia Pagerols

  11. Àrea de Qualitat i Acompliment, Agència de Qualitat i Avaluació Sanitàries de Catalunya (AQuAS), Barcelona, Spain

    Mireia Pagerols

  12. Department of Medicine, Faculty of Medicine, Universitat de Vic-Universitat Central de Catalunya (UVic-UCC), Vic, Spain

    Èlia Pagespetit

  13. Sport and Physical Activity Research Group, Mental Health and Social Innovation Research Group, Centre for Health and Social Care Research (CEES), Universitat de Vic-Universitat Central de Catalunya (UVic-UCC), Vic, Spain

    Raquel Prat

  14. Department of Psychiatry and Forensic Medicine, Universitat Autònoma de Barcelona (UAB), Barcelona, Spain

    Josep Antoni Ramos-Quiroga

  15. Fundació Privada d’Investigació Sant Pau (FISP), Barcelona, Spain

    Miquel Casas

Authors
  1. Marta Graell
    View author publications

    Search author on:PubMed Google Scholar

  2. Rosa Bosch
    View author publications

    Search author on:PubMed Google Scholar

  3. María Soler Artigas
    View author publications

    Search author on:PubMed Google Scholar

  4. Silvia Alemany
    View author publications

    Search author on:PubMed Google Scholar

  5. Natalia Llonga
    View author publications

    Search author on:PubMed Google Scholar

  6. Pau Carabí-Gassol
    View author publications

    Search author on:PubMed Google Scholar

  7. Uxue Zubizarreta-Arruti
    View author publications

    Search author on:PubMed Google Scholar

  8. Valeria Macias-Chimborazo
    View author publications

    Search author on:PubMed Google Scholar

  9. Marina Mitjans
    View author publications

    Search author on:PubMed Google Scholar

  10. Mireia Pagerols
    View author publications

    Search author on:PubMed Google Scholar

  11. Èlia Pagespetit
    View author publications

    Search author on:PubMed Google Scholar

  12. Raquel Prat
    View author publications

    Search author on:PubMed Google Scholar

  13. Júlia Puigbó
    View author publications

    Search author on:PubMed Google Scholar

  14. Cristina Rivas
    View author publications

    Search author on:PubMed Google Scholar

  15. Laura Martinez
    View author publications

    Search author on:PubMed Google Scholar

  16. Josep Antoni Ramos-Quiroga
    View author publications

    Search author on:PubMed Google Scholar

  17. Miquel Casas
    View author publications

    Search author on:PubMed Google Scholar

  18. Marta Ribasés
    View author publications

    Search author on:PubMed Google Scholar

  19. Judit Cabana-Domínguez
    View author publications

    Search author on:PubMed Google Scholar

Corresponding authors

Correspondence to Marta Ribasés or Judit Cabana-Domínguez.

Ethics declarations

Competing interests

J.A.R.Q was on the speakers’ bureau and/or acted as consultant for Biogen, Janssen-Cilag, Novartis, Shire, Takeda, Bial, Shionogi, Sincrolab, Novartis, BMS, Medice, Rubió, Uriach, Technofarma and Raffo in the last 3 years. He also received travel awards (air tickets + hotel) for taking part in psychiatric meetings from Janssen-Cilag, Rubió, Shire, Takeda, Shionogi, Bial and Medice. The Department of Psychiatry chaired by him received unrestricted educational and research support from the following companies in the last 3 years: Janssen- Cilag, Shire, Oryzon, Roche, Psious, and Rubió. The rest of authors have nothing to disclose.

Ethical information

The project was approved by the Ethics Committee at the Hospital Universitari Vall d’Hebron (PR(AG)491/2022) and the CEIm Fundació Sant Joan de Déu (PIC-154-22), methods were performed in accordance with the relevant guidelines and regulations and written informed consent was obtained from parents or caregivers.

Additional information

Publisher’s note Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Supplementary information

Supplementary Figures (download DOCX )

Supplementary Tables (download XLSX )

Rights and permissions

Open Access This article is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License, which permits any non-commercial use, sharing, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if you modified the licensed material. You do not have permission under this licence to share adapted material derived from this article or parts of it. The images or other third party material in this article are included in the article’s Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by-nc-nd/4.0/.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Graell, M., Bosch, R., Soler Artigas, M. et al. Towards disentangling the polygenic contribution of dyslexia to school performance. Transl Psychiatry (2026). https://doi.org/10.1038/s41398-026-04118-y

Download citation

  • Received: 24 July 2025

  • Revised: 16 April 2026

  • Accepted: 13 May 2026

  • Published: 22 May 2026

  • DOI: https://doi.org/10.1038/s41398-026-04118-y

Share this article

Anyone you share the following link with will be able to read this content:

Sorry, a shareable link is not currently available for this article.

Provided by the Springer Nature SharedIt content-sharing initiative

Download PDF

Advertisement

Explore content

  • Research articles
  • Reviews & Analysis
  • News & Comment
  • Collections
  • Sign up for alerts
  • RSS feed

About the journal

  • Journal Information
  • Open Access Publishing
  • About the Editors
  • Contact
  • For Advertisers
  • Calls for Papers
  • Press Releases

Publish with us

  • For Authors & Referees
  • Language editing services
  • Open access funding
  • Submit manuscript

Search

Advanced search

Quick links

  • Explore articles by subject
  • Find a job
  • Guide to authors
  • Editorial policies

Translational Psychiatry (Transl Psychiatry)

ISSN 2158-3188 (online)

nature.com footer links

About Nature Portfolio

  • About us
  • Press releases
  • Press office
  • Contact us

Discover content

  • Journals A-Z
  • Articles by subject
  • protocols.io
  • Nature Index

Publishing policies

  • Nature portfolio policies
  • Open access

Author & Researcher services

  • Reprints & permissions
  • Research data
  • Language editing
  • Scientific editing
  • Nature Masterclasses
  • Research Solutions

Libraries & institutions

  • Librarian service & tools
  • Librarian portal
  • Open research
  • Recommend to library

Advertising & partnerships

  • Advertising
  • Partnerships & Services
  • Media kits
  • Branded content

Professional development

  • Nature Awards
  • Nature Careers
  • Nature Conferences

Regional websites

  • Nature Africa
  • Nature China
  • Nature India
  • Nature Japan
  • Nature Middle East
  • Privacy Policy
  • Use of cookies
  • Legal notice
  • Accessibility statement
  • Terms & Conditions
  • Your US state privacy rights
Springer Nature

© 2026 Springer Nature Limited