Genome-wide analysis of social behaviour across social domains, reporters and developmental stages: a meta-regression approach
Abstract Social behaviour is a heritable trait linked to well-being and mental health, yet it varies across social context, including social domains, informants and development, which may shape its underlying genomic architecture. Here, we conducted a genome-wide meta-regression meta-analysis of social behaviour from infancy to early adulthood, studying ~500,000 repeated measures in European-ancestry cohorts ( N = 73,321). We modelled heterogeneity in single-variant associations across social domains (low prosocial behaviour and peer/social difficulties), multiple informants (parents, teachers and self-reports) and ages (2–29 years), identifying 6 associated loci, including variation within CADM2 ( P = 2.51 × 10 −9 ). Single nucleotide polymorphism-based heritability ranged from 2% to 7%, and the genetic architecture comprised 4 factors reflecting differences in either social domains or informants. Polygenic scores ( N = 16,305) accurately predicted contextual variation in independent cohorts, with some cross-ancestry transferability. Context-specific patterns of genetic correlations, particularly when estimating the developmental onset of associations, offer opportunities to disentangle shared trajectories linking social behaviour with later-life and mental health outcomes.
Authors
- Sylvain P Sebert (ORCID: https://orcid.org/0000-0001-6681-6983)
- Jaakko A. Kaprio (ORCID: https://orcid.org/0000-0002-3716-2455)
- Ted Reichborn‐Kjennerud (ORCID: https://orcid.org/0000-0003-4653-0034)
- Eivind Ystrøm (ORCID: https://orcid.org/0000-0003-4390-6171)
- Alina Rodriguez (ORCID: https://orcid.org/0000-0003-1209-8802)
- Kaili Rimfeld (ORCID: https://orcid.org/0000-0001-5139-065X)
- Klaus Bønnelykke (ORCID: https://orcid.org/0000-0003-2003-1018)
- Tanja G. M. Vrijkotte (ORCID: https://orcid.org/0000-0003-3641-4048)
- Robert J. Plomin (ORCID: https://orcid.org/0000-0002-0756-3629)
- Tomáš Paus (ORCID: https://orcid.org/0000-0003-1495-9338)
- Jan K. Buitelaar (ORCID: https://orcid.org/0000-0001-8288-7757)
- Varun Warrier (ORCID: https://orcid.org/0000-0003-4532-8571)
- Katri Räikkönen (ORCID: https://orcid.org/0000-0003-3124-3470)
- Vincent W. V. Jaddoe (ORCID: https://orcid.org/0000-0003-2939-0041)
- Andrew Whitehouse (ORCID: https://orcid.org/0000-0001-8722-1575)
- Christine Ecker (ORCID: https://orcid.org/0000-0002-1003-5931)
- Catharina Annette Hartman (ORCID: https://orcid.org/0000-0002-8094-8859)
- Nicole Ying Ting Ng (ORCID: https://orcid.org/0009-0009-3763-5417)
- Marta Ribasès (ORCID: https://orcid.org/0000-0003-1039-1116)
- Henrik Larsson (ORCID: https://orcid.org/0000-0002-6851-3297)
- Tarunveer S. Ahluwalia (ORCID: https://orcid.org/0000-0002-7464-3354)
- Josep Antoni Ramos‐Quiroga (ORCID: https://orcid.org/0000-0003-1622-0350)
- Sergi Marí (ORCID: https://orcid.org/0000-0003-2023-195X)
- Zdenka Pausová (ORCID: https://orcid.org/0000-0002-7784-1380)
- Jari M. T. Lahti (ORCID: https://orcid.org/0000-0002-4310-5297)
- María Soler Artigas (ORCID: https://orcid.org/0000-0002-3213-1107)
- Alexandra Havdahl (ORCID: https://orcid.org/0000-0002-9268-0423)
- Albertine J. Oldehinkel (ORCID: https://orcid.org/0000-0003-3925-3913)
- Ashley Tate (ORCID: https://orcid.org/0000-0002-4523-6960)
- María Hernández‐Lorca (ORCID: https://orcid.org/0000-0002-0923-7173)
- Ellen Verhoef (ORCID: https://orcid.org/0000-0002-8315-1095)
- Sheena Reilly (ORCID: https://orcid.org/0000-0001-6506-4767)
- Sheri‐Michelle Koopowitz (ORCID: https://orcid.org/0000-0002-5151-9692)
- Jordi Sunyer (ORCID: https://orcid.org/0000-0002-2602-4110)
- Paul Lichtenstein (ORCID: https://orcid.org/0000-0003-3037-5287)
- Anni Heiskala (ORCID: https://orcid.org/0009-0009-2342-2488)
- Charlotte A. M. Cecil (ORCID: https://orcid.org/0000-0002-2389-5922)
- Hanna Seelemeyer (ORCID: https://orcid.org/0000-0003-2665-6238)
- Rosa Bosch (ORCID: https://orcid.org/0000-0002-7596-183X)
- Mariona Bustamante (ORCID: https://orcid.org/0000-0003-0127-2860)
- Sven Bölte (ORCID: https://orcid.org/0000-0002-4579-4970)
- Jean Shin (ORCID: https://orcid.org/0000-0001-7353-5178)
- Melissa A Wake (ORCID: https://orcid.org/0000-0001-7501-9257)
- Angelica Ronald (ORCID: https://orcid.org/0000-0002-9576-2176)
- Angela Tamsin Morgan (ORCID: https://orcid.org/0000-0003-1147-7405)
- Beaté St Pourcain (ORCID: https://orcid.org/0000-0002-4680-3517)
- Marjo‐Riitta Järvelin (ORCID: https://orcid.org/0000-0002-2149-0630)
- Marilyn T. Lake (ORCID: https://orcid.org/0000-0002-6056-2078)
- Dan J. Stein (ORCID: https://orcid.org/0000-0001-7218-7810)
- Henning W. Tiemeier (ORCID: https://orcid.org/0000-0002-4395-1397)
- Marie Standl (ORCID: https://orcid.org/0000-0002-5345-2049)
- Craig Edward Pennell (ORCID: https://orcid.org/0000-0002-0937-6165)
- Dorret Irene Boomsma (ORCID: https://orcid.org/0000-0002-7099-7972)
- Simon E. Fisher (ORCID: https://orcid.org/0000-0002-3132-1996)
- Mannan Luo (ORCID: https://orcid.org/0000-0003-3923-2362)
- Thomas Bourgeron (ORCID: https://orcid.org/0000-0001-8164-9220)
- Melissa H. Black (ORCID: https://orcid.org/0000-0003-0293-4053)
- José Ramón Bilbao (ORCID: https://orcid.org/0000-0002-3176-501X)
- Christel Maria Middeldorp (ORCID: https://orcid.org/0000-0002-6218-0428)
- Eero Vuoksimaa
- Afsheen Kumar
- Aimée Jeanne
- N. Llonga (ORCID: https://orcid.org/0000-0003-4325-6201)
- P. Girchenko
- S. Alemany (ORCID: https://orcid.org/0000-0002-7925-6767)
- T. Palviainen (ORCID: https://orcid.org/0000-0002-7847-8384)
- K. Lange
- N. Vilor-Tejedor (ORCID: https://orcid.org/0000-0003-4935-6721)
- I. Nolte (ORCID: https://orcid.org/0000-0001-5047-4077)
- C Wang (ORCID: https://orcid.org/0000-0002-4301-3974)
- E. Corfield (ORCID: https://orcid.org/0000-0002-0119-157X)
- L. de Hoyos (ORCID: https://orcid.org/0000-0001-7252-1591)
- F. Schlag (ORCID: https://orcid.org/0000-0002-4867-2530)
- D. Admiraal
- E. Thiering
- E. Eising (ORCID: https://orcid.org/0000-0001-9819-1260)
- A. Neumann (ORCID: https://orcid.org/0000-0001-6653-3203)
- E. Motazedi
- S. van den Bedem (ORCID: https://orcid.org/0009-0009-3067-6419)
- E. Barthome
- Z. Liao (ORCID: https://orcid.org/0000-0003-2351-0022)
- A. Allegrini (ORCID: https://orcid.org/0000-0003-4048-4292)
- E. Rietz (ORCID: https://orcid.org/0000-0002-3427-0792)
- C. Pedersen (ORCID: https://orcid.org/0000-0003-2540-5373)
- E. de Zeeuw
- N. Fernandez-Jimenez (ORCID: https://orcid.org/0000-0001-6307-0880)
- M. Campbell
- S. Jahagirdar (ORCID: https://orcid.org/0000-0003-2213-4360)
- S. Scatolin (ORCID: https://orcid.org/0000-0002-2382-5350)
- P. Choudhary
- Anni Malmberg
- Miguel Casas
- Sabrina Llop
- Thomas Rolland
- L. Caitlin Martin (ORCID: https://orcid.org/0009-0007-0698-445X)
Institutions
- Roskilde University (DK)
- Universitat Jaume I (ES)
- South African Medical Research Council (ZA)
- Goethe University Frankfurt (DE)
- Agency for Science, Technology and Research (SG)
- Griffith University (AU)
- Universitat Autònoma de Barcelona (ES)
- University of Copenhagen (DK)
- Centre National de la Recherche Scientifique (FR)
- Hospital Sant Joan de Déu Barcelona (ES)
- Royal Children's Hospital (AU)
- Norwegian Institute of Public Health (NO)
- University Medical Center Groningen (NL)
- University of Helsinki (FI)
- Steno Diabetes Centers (DK)
- Harvard University (US)
- Radboud University Nijmegen (NL)
- Institut Pasteur (FR)
- University of Cape Town (ZA)
- Universitat de València (ES)
- The University of Queensland (AU)
- The University of Melbourne (AU)
- National University of Singapore (SG)
- University of the Basque Country (ES)
- University of Groningen (NL)
- Universitat Pompeu Fabra (ES)
- The Kids Research Institute Australia (AU)
- The University of Western Australia (AU)
- King's College London (GB)
- Royal Holloway University of London (GB)
- University of Oslo (NO)
- La Trobe University (AU)
- University of Zurich (CH)
- Université Paris Cité (FR)
- Curtin University (AU)
- University of Cambridge (GB)
- Örebro University (SE)
- Oulu University Hospital (FI)
- Erasmus MC (NL)
- Glostrup Hospital (DK)
- Centre Hospitalier Universitaire Sainte-Justine (CA)
- Gentofte Hospital (DK)
- Radboud University Medical Center (NL)
- Karolinska Institutet (SE)
- University of Surrey (GB)
- Helmholtz Zentrum München (DE)
- LMU Klinikum (DE)
- University of Bristol (GB)
- German Center for Pediatric and Adolescent Rheumatology (DE)
- Hunter Medical Research Institute (AU)
- Max Planck Institute for Psycholinguistics (NL)
- BioCruces Health research Institute (ES)
- Centro de Investigación Biomédica en Red de Salud Mental (ES)
- Children’s Health Queensland Hospital and Health Service (AU)
- Department of Health and Human Services (AU)
- Althaia (ES)
- Centro de Investigación Biomédica en Red Diabetes y Enfermedades Metabólicas Asociadas (ES)
- Fundación para el Fomento de la Investigación Sanitaria y Biomédica de la Comunitat Valenciana (ES)
- Vall d'Hebron Institut de Recerca (ES)
- Lovisenberg Diakonale Høgskole (NO)
- Pasqual Maragall Foundation (ES)
- Centre for Biomedical Network Research on Rare Diseases (ES)
- Centre de Recherche en Biologie cellulaire de Montpellier (FR)
- Gènes, synapses et cognition (FR)
- Copenhagen Prospective Studies on Asthma in Childhood (DK)
- Vall d'Hebron Hospital Universitari (ES)
- Fundació Salut i Envelliment UAB (ES)
- Hospital Del Mar (ES)
- University Hospital Frankfurt (DE)
- Barcelona Institute of Science and Technology (ES)
- Institute for Molecular Medicine Finland (FI)
- Stockholm Health Care Services (SE)
- Centre for Genomic Regulation (ES)
- Center for Child and Adolescent Mental Health, Eastern and Southern Norway (NO)
- Arkin (NL)
- Karakter (NL)
- Barcelona Institute for Global Health (ES)
- Murdoch Children's Research Institute (AU)
- Reinier van Arkel (NL)
- Amsterdam University Medical Centers (NL)
- Centro de Investigación Biomédica en Red de Epidemiología y Salud Pública (ES)
- Hospital del Mar Research Institute (ES)
- Melbourne Health (AU)
- Levvel (NL)
- Institut de Recerca Sant Joan de Déu
- Steno Diabetes Center Copenhagen (DK)
- Donders Institute for Brain, Cognition and Behaviour (NL)
- CHU Sainte-Justine Research Center (CA)
- University College London (GB)
- Imperial College London (GB)
- Anglia Ruskin University (GB)
- Brunel University of London (GB)
- Université de Montréal (CA)
- Universitat de Barcelona (ES)
- University of Newcastle Australia (AU)
- Ludwig-Maximilians-Universität München (DE)
- Vrije Universiteit Amsterdam (NL)
- University of Amsterdam (NL)
- Erasmus University Rotterdam (NL)
- University of Oulu (FI)
Publication Details
- Journal
- Nature Human Behaviour
- Published
- 2026-09-21
- DOI
- https://doi.org/10.1038/s41562-026-02551-z
- Primary Topic
- Neuroendocrine regulation and behavior
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- Government of the United Kingdom
- European Commission
- ZonMw
- Max-Planck-Gesellschaft
- HORIZON EUROPE Framework Programme