IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v16y2025i1d10.1038_s41467-025-56191-4.html
   My bibliography  Save this article

Cross-trait multivariate GWAS confirms health implications of pubertal timing

Author

Listed:
  • Siquan Zhou

    (Sichuan University
    Sichuan University
    Sichuan University)

  • Yujie Xu

    (Sichuan University
    Sichuan University)

  • Jingyuan Xiong

    (Sichuan University
    Sichuan University)

  • Guo Cheng

    (Sichuan University
    Sichuan University
    Sichuan University)

Abstract

Pubertal timing is highly variable and is associated with long-term health outcomes. Phenotypes associated with pubertal timing include age at menarche, age at voice break, age at first facial hair and growth spurt, and pubertal timing seems to have a shared genetic architecture between the sexes. However, puberty phenotypes have primarily been assessed separately, failing to account for shared genetics, which limits the reliability of the purported health implications. Here, we model the common genetic architecture for puberty timing using a multivariate GWAS, with an effective population of 514,750 European participants. We find 266 independent variants in 197 loci, including 18 novel variants. Transcriptomic, proteome imputation and fine-mapping analyses reveal genes causal for pubertal timing, including KDM4C, LEPR, CCNC, ACP1, and PCSK1. Linkage disequilibrium score regression and Mendelian randomisation analysis establish causal associations between earlier puberty and both accelerated ageing and the risk of developing cardiovascular disease and osteoporosis. We find that alanine aminotransferase, glycated haemoglobin, high-density lipoprotein cholesterol and Parabacteroides levels are mediators of these relationships, and establish that controlling oily fish and retinol intake may be beneficial for promoting healthy pubertal development.

Suggested Citation

  • Siquan Zhou & Yujie Xu & Jingyuan Xiong & Guo Cheng, 2025. "Cross-trait multivariate GWAS confirms health implications of pubertal timing," Nature Communications, Nature, vol. 16(1), pages 1-14, December.
  • Handle: RePEc:nat:natcom:v:16:y:2025:i:1:d:10.1038_s41467-025-56191-4
    DOI: 10.1038/s41467-025-56191-4
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-025-56191-4
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-025-56191-4?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. Clare Bycroft & Colin Freeman & Desislava Petkova & Gavin Band & Lloyd T. Elliott & Kevin Sharp & Allan Motyer & Damjan Vukcevic & Olivier Delaneau & Jared O’Connell & Adrian Cortes & Samantha Welsh &, 2018. "The UK Biobank resource with deep phenotyping and genomic data," Nature, Nature, vol. 562(7726), pages 203-209, October.
    2. Verena Zuber & Johanna Maria Colijn & Caroline Klaver & Stephen Burgess, 2020. "Selecting likely causal risk factors from high-throughput experiments using multivariable Mendelian randomization," Nature Communications, Nature, vol. 11(1), pages 1-11, December.
    3. Yuwen Li & Xiaodan Ma & Zhiming Chen & Haiyan Wu & Pengran Wang & Wenyu Wu & Nuo Cheng & Longhui Zeng & Hao Zhang & Xun Cai & Sai-Juan Chen & Zhu Chen & Guoyu Meng, 2019. "B1 oligomerization regulates PML nuclear body biogenesis and leukemogenesis," Nature Communications, Nature, vol. 10(1), pages 1-13, December.
    4. Andrew D. Grotzinger & Mijke Rhemtulla & Ronald Vlaming & Stuart J. Ritchie & Travis T. Mallard & W. David Hill & Hill F. Ip & Riccardo E. Marioni & Andrew M. McIntosh & Ian J. Deary & Philipp D. Koel, 2019. "Genomic structural equation modelling provides insights into the multivariate genetic architecture of complex traits," Nature Human Behaviour, Nature, vol. 3(5), pages 513-525, May.
    5. Ben Hollis & Felix R. Day & Alexander S. Busch & Deborah J. Thompson & Ana Luiza G. Soares & Paul R. H. J. Timmers & Alex Kwong & Doug F. Easton & Peter K. Joshi & Nicholas J. Timpson & Ken K. Ong & J, 2020. "Genomic analysis of male puberty timing highlights shared genetic basis with hair colour and lifespan," Nature Communications, Nature, vol. 11(1), pages 1-10, December.
    6. 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.
    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. Caitlin E. Carey & Rebecca Shafee & Robbee Wedow & Amanda Elliott & Duncan S. Palmer & John Compitello & Masahiro Kanai & Liam Abbott & Patrick Schultz & Konrad J. Karczewski & Samuel C. Bryant & Caro, 2024. "Principled distillation of UK Biobank phenotype data reveals underlying structure in human variation," Nature Human Behaviour, Nature, vol. 8(8), pages 1599-1615, August.
    2. Gianmarco Mignogna & Caitlin E. Carey & Robbee Wedow & Nikolas Baya & Mattia Cordioli & Nicola Pirastu & Rino Bellocco & Kathryn Fiuza Malerbi & Michel G. Nivard & Benjamin M. Neale & Raymond K. Walte, 2023. "Patterns of item nonresponse behaviour to survey questionnaires are systematic and associated with genetic loci," Nature Human Behaviour, Nature, vol. 7(8), pages 1371-1387, August.
    3. Evelina T. Akimova & Tobias Wolfram & Xuejie Ding & Felix C. Tropf & Melinda C. Mills, 2025. "Polygenic prediction of occupational status GWAS elucidates genetic and environmental interplay in intergenerational transmission, careers and health in UK Biobank," Nature Human Behaviour, Nature, vol. 9(2), pages 391-405, February.
    4. Natalie DeForest & Yuqi Wang & Zhiyi Zhu & Jacqueline S. Dron & Ryan Koesterer & Pradeep Natarajan & Jason Flannick & Tiffany Amariuta & Gina M. Peloso & Amit R. Majithia, 2024. "Genome-wide discovery and integrative genomic characterization of insulin resistance loci using serum triglycerides to HDL-cholesterol ratio as a proxy," Nature Communications, Nature, vol. 15(1), pages 1-17, December.
    5. Gökberk Alagöz & Else Eising & Yasmina Mekki & Giacomo Bignardi & Pierre Fontanillas & Michel G. Nivard & Michelle Luciano & Nancy J. Cox & Simon E. Fisher & Reyna L. Gordon, 2025. "The shared genetic architecture and evolution of human language and musical rhythm," Nature Human Behaviour, Nature, vol. 9(2), pages 376-390, February.
    6. Shahram Bahrami & Kaja Nordengen & Jaroslav Rokicki & Alexey A. Shadrin & Zillur Rahman & Olav B. Smeland & Piotr P. Jaholkowski & Nadine Parker & Pravesh Parekh & Kevin S. O’Connell & Torbjørn Elvsås, 2024. "The genetic landscape of basal ganglia and implications for common brain disorders," Nature Communications, Nature, vol. 15(1), pages 1-14, December.
    7. Xingjie Hao & Zhonghe Shao & Ning Zhang & Minghui Jiang & Xi Cao & Si Li & Yunlong Guan & Chaolong Wang, 2023. "Integrative genome-wide analyses identify novel loci associated with kidney stones and provide insights into its genetic architecture," Nature Communications, Nature, vol. 14(1), pages 1-12, December.
    8. Isabelle Austin-Zimmerman & Daniel F. Levey & Olga Giannakopoulou & Joseph D. Deak & Marco Galimberti & Keyrun Adhikari & Hang Zhou & Spiros Denaxas & Haritz Irizar & Karoline Kuchenbaecker & Andrew M, 2023. "Genome-wide association studies and cross-population meta-analyses investigating short and long sleep duration," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    9. Peter Zhukovsky & Earvin S. Tio & Gillian Coughlan & David A. Bennett & Yanling Wang & Timothy J. Hohman & Diego A. Pizzagalli & Benoit H. Mulsant & Aristotle N. Voineskos & Daniel Felsky, 2024. "Genetic influences on brain and cognitive health and their interactions with cardiovascular conditions and depression," Nature Communications, Nature, vol. 15(1), pages 1-11, December.
    10. Xiaofeng Zhu & Yihe Yang & Noah Lorincz-Comi & Gen Li & Amy R. Bentley & Paul S. de Vries & Michael Brown & Alanna C. Morrison & Charles N. Rotimi & W. James Gauderman & Dabeeru C. Rao & Hugues Aschar, 2024. "An approach to identify gene-environment interactions and reveal new biological insight in complex traits," Nature Communications, Nature, vol. 15(1), pages 1-13, December.
    11. 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.
    12. 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.
    13. 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.
    14. Richard Burns & William J. Young & Nay Aung & Luis R. Lopes & Perry M. Elliott & Petros Syrris & Roberto Barriales-Villa & Catrin Sohrabi & Steffen E. Petersen & Julia Ramírez & Alistair Young & Patri, 2024. "Genetic basis of right and left ventricular heart shape," Nature Communications, Nature, vol. 15(1), pages 1-17, December.
    15. Hung-Lin Chen & Hsiu-Yin Chiang & David Ray Chang & Chi-Fung Cheng & Charles C. N. Wang & Tzu-Pin Lu & Chien-Yueh Lee & Amrita Chattopadhyay & Yu-Ting Lin & Che-Chen Lin & Pei-Tzu Yu & Chien-Fong Huan, 2024. "Discovery and prioritization of genetic determinants of kidney function in 297,355 individuals from Taiwan and Japan," Nature Communications, Nature, vol. 15(1), pages 1-16, December.
    16. Yu Huang & Denis Plotnikov & Huan Wang & Danli Shi & Cong Li & Xueli Zhang & Xiayin Zhang & Shulin Tang & Xianwen Shang & Yijun Hu & Honghua Yu & Hongyang Zhang & Jeremy A. Guggenheim & Mingguang He, 2024. "GWAS-by-subtraction reveals an IOP-independent component of primary open angle glaucoma," Nature Communications, Nature, vol. 15(1), pages 1-15, December.
    17. Wei Xu & Ines Mesa-Eguiagaray & David M. Morris & Chengjia Wang & Calum D. Gray & Samuel Sjöström & Giorgos Papanastasiou & Sammy Badr & Julien Paccou & Xue Li & Paul R. H. J. Timmers & Maria Timofeev, 2025. "Deep learning and genome-wide association meta-analyses of bone marrow adiposity in the UK Biobank," Nature Communications, Nature, vol. 16(1), pages 1-19, December.
    18. 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.
    19. Gengjie Jia & Xue Zhong & Hae Kyung Im & Nathan Schoettler & Milton Pividori & D. Kyle Hogarth & Anne I. Sperling & Steven R. White & Edward T. Naureckas & Christopher S. Lyttle & Chikashi Terao & Yoi, 2022. "Discerning asthma endotypes through comorbidity mapping," Nature Communications, Nature, vol. 13(1), pages 1-19, December.
    20. Seppe Goovaerts & Hanne Hoskens & Ryan J. Eller & Noah Herrick & Anthony M. Musolf & Cristina M. Justice & Meng Yuan & Sahin Naqvi & Myoung Keun Lee & Dirk Vandermeulen & Heather L. Szabo-Rogers & Pau, 2023. "Joint multi-ancestry and admixed GWAS reveals the complex genetics behind human cranial vault shape," Nature Communications, Nature, vol. 14(1), pages 1-21, December.

    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:16:y:2025:i:1:d:10.1038_s41467-025-56191-4. 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.