IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v15y2024i1d10.1038_s41467-024-50295-z.html
   My bibliography  Save this article

Polygenic risk scores as a marker for epilepsy risk across lifetime and after unspecified seizure events

Author

Listed:
  • Henrike O. Heyne

    (University of Potsdam
    Mount Sinai School of Medicine
    University of Helsinki
    Broad Institute of MIT and Harvard)

  • Fanny-Dhelia Pajuste

    (University of Tartu
    University of Tartu)

  • Julian Wanner

    (University of Potsdam
    University of Helsinki)

  • Jennifer I. Daniel Onwuchekwa

    (University of Potsdam
    University of Siegen)

  • Reedik Mägi

    (University of Tartu
    University of Tartu)

  • Aarno Palotie

    (University of Helsinki
    Broad Institute of MIT and Harvard
    Broad Institute of MIT and Harvard)

  • Reetta Kälviainen

    (Member of ERN EpiCARE
    University of Eastern Finland)

  • Mark J. Daly

    (University of Helsinki
    Broad Institute of MIT and Harvard
    Broad Institute of MIT and Harvard
    Massachusetts General Hospital)

Abstract

A diagnosis of epilepsy has significant consequences for an individual but is often challenging in clinical practice. Novel biomarkers are thus greatly needed. Here, we investigated how common genetic factors (epilepsy polygenic risk scores, [PRSs]) influence epilepsy risk in detailed longitudinal electronic health records (EHRs) of > 700k Finns and Estonians. We found that a high genetic generalized epilepsy PRS (PRSGGE) increased risk for genetic generalized epilepsy (GGE) (hazard ratio [HR] 1.73 per PRSGGE standard deviation [SD]) across lifetime and within 10 years after an unspecified seizure event. The effect of PRSGGE was significantly larger on idiopathic generalized epilepsies, in females and for earlier epilepsy onset. Analogously, we found significant but more modest focal epilepsy PRS burden associated with non-acquired focal epilepsy (NAFE). Here, we outline the potential of epilepsy specific PRSs to serve as biomarkers after a first seizure event.

Suggested Citation

  • Henrike O. Heyne & Fanny-Dhelia Pajuste & Julian Wanner & Jennifer I. Daniel Onwuchekwa & Reedik Mägi & Aarno Palotie & Reetta Kälviainen & Mark J. Daly, 2024. "Polygenic risk scores as a marker for epilepsy risk across lifetime and after unspecified seizure events," Nature Communications, Nature, vol. 15(1), pages 1-11, December.
  • Handle: RePEc:nat:natcom:v:15:y:2024:i:1:d:10.1038_s41467-024-50295-z
    DOI: 10.1038/s41467-024-50295-z
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-024-50295-z
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-024-50295-z?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. Tian Ge & Chia-Yen Chen & Yang Ni & Yen-Chen Anne Feng & Jordan W. Smoller, 2019. "Polygenic prediction via Bayesian regression and continuous shrinkage priors," Nature Communications, Nature, vol. 10(1), pages 1-10, December.
    2. Nina Mars & Elisabeth Widén & Sini Kerminen & Tuomo Meretoja & Matti Pirinen & Pietro della Briotta Parolo & Priit Palta & Aarno Palotie & Jaakko Kaprio & Heikki Joensuu & Mark Daly & Samuli Ripatti, 2020. "The role of polygenic risk and susceptibility genes in breast cancer over the course of life," Nature Communications, Nature, vol. 11(1), pages 1-9, December.
    3. Mitja I. Kurki & Juha Karjalainen & Priit Palta & Timo P. Sipilä & Kati Kristiansson & Kati M. Donner & Mary P. Reeve & Hannele Laivuori & Mervi Aavikko & Mari A. Kaunisto & Anu Loukola & Elisa Lahtel, 2023. "Author Correction: FinnGen provides genetic insights from a well-phenotyped isolated population," Nature, Nature, vol. 615(7952), pages 19-19, March.
    4. Mitja I. Kurki & Juha Karjalainen & Priit Palta & Timo P. Sipilä & Kati Kristiansson & Kati M. Donner & Mary P. Reeve & Hannele Laivuori & Mervi Aavikko & Mari A. Kaunisto & Anu Loukola & Elisa Lahtel, 2023. "FinnGen provides genetic insights from a well-phenotyped isolated population," Nature, Nature, vol. 613(7944), pages 508-518, January.
    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. 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.
    2. Tuomo Hartonen & Bradley Jermy & Hanna Sõnajalg & Pekka Vartiainen & Kristi Krebs & Andrius Vabalas & Tuija Leino & Hanna Nohynek & Jonas Sivelä & Reedik Mägi & Mark Daly & Hanna M. Ollila & Lili Mila, 2023. "Nationwide health, socio-economic and genetic predictors of COVID-19 vaccination status in Finland," Nature Human Behaviour, Nature, vol. 7(7), pages 1069-1083, July.
    3. Mattia Cordioli & Andrea Corbetta & Hanna Maria Kariis & Sakari Jukarainen & Pekka Vartiainen & Tuomo Kiiskinen & Matteo Ferro & Markus Perola & Mikko Niemi & Samuli Ripatti & Kelli Lehto & Lili Milan, 2024. "Socio-demographic and genetic risk factors for drug adherence and persistence across 5 common medication classes," Nature Communications, Nature, vol. 15(1), pages 1-13, December.
    4. Chamlee Cho & Beomsu Kim & Dan Say Kim & Mi Yeong Hwang & Injeong Shim & Minku Song & Yeong Chan Lee & Sang-Hyuk Jung & Sung Kweon Cho & Woong-Yang Park & Woojae Myung & Bong-Jo Kim & Ron Do & Hyon K., 2024. "Large-scale cross-ancestry genome-wide meta-analysis of serum urate," Nature Communications, Nature, vol. 15(1), pages 1-17, December.
    5. Andras Gezsi & Sandra Auwera & Hannu Mäkinen & Nora Eszlari & Gabor Hullam & Tamas Nagy & Sarah Bonk & Rubèn González-Colom & Xenia Gonda & Linda Garvert & Teemu Paajanen & Zsofia Gal & Kevin Kirchner, 2024. "Unique genetic and risk-factor profiles in clusters of major depressive disorder-related multimorbidity trajectories," Nature Communications, Nature, vol. 15(1), pages 1-18, December.
    6. Jiwoo Lee & Sakari Jukarainen & Antti Karvanen & Padraig Dixon & Neil M. Davies & George Davey Smith & Pradeep Natarajan & Andrea Ganna, 2023. "Quantifying the causal impact of biological risk factors on healthcare costs," Nature Communications, Nature, vol. 14(1), pages 1-11, December.
    7. Yash Patel & Jean Shin & Eeva Sliz & Ariana Tang & Aniket Mishra & Rui Xia & Edith Hofer & Hema Sekhar Reddy Rajula & Ruiqi Wang & Frauke Beyer & Katrin Horn & Max Riedl & Jing Yu & Henry Völzke & Rob, 2024. "Genetic risk factors underlying white matter hyperintensities and cortical atrophy," Nature Communications, Nature, vol. 15(1), pages 1-11, December.
    8. Fedik Rahimov & Pekka Nieminen & Priyanka Kumari & Emma Juuri & Tiit Nikopensius & Kitt Paraiso & Jakob German & Antti Karvanen & Mart Kals & Abdelrahman G. Elnahas & Juha Karjalainen & Mitja Kurki & , 2024. "High incidence and geographic distribution of cleft palate in Finland are associated with the IRF6 gene," Nature Communications, Nature, vol. 15(1), pages 1-14, December.
    9. Bingxin Zhao & Yujue Li & Zirui Fan & Zhenyi Wu & Juan Shu & Xiaochen Yang & Yilin Yang & Xifeng Wang & Bingxuan Li & Xiyao Wang & Carlos Copana & Yue Yang & Jinjie Lin & Yun Li & Jason L. Stein & Joa, 2024. "Eye-brain connections revealed by multimodal retinal and brain imaging genetics," Nature Communications, Nature, vol. 15(1), pages 1-19, December.
    10. Dmitrii Usoltsev & Nikita Kolosov & Oxana Rotar & Alexander Loboda & Maria Boyarinova & Ekaterina Moguchaya & Ekaterina Kolesova & Anastasia Erina & Kristina Tolkunova & Valeriia Rezapova & Ivan Molot, 2024. "Complex trait susceptibilities and population diversity in a sample of 4,145 Russians," Nature Communications, Nature, vol. 15(1), pages 1-10, December.
    11. Chachrit Khunsriraksakul & Qinmengge Li & Havell Markus & Matthew T. Patrick & Renan Sauteraud & Daniel McGuire & Xingyan Wang & Chen Wang & Lida Wang & Siyuan Chen & Ganesh Shenoy & Bingshan Li & Xue, 2023. "Multi-ancestry and multi-trait genome-wide association meta-analyses inform clinical risk prediction for systemic lupus erythematosus," Nature Communications, Nature, vol. 14(1), pages 1-14, December.
    12. William R. Reay & Dylan J. Kiltschewskij & Maria A. Biase & Zachary F. Gerring & Kousik Kundu & Praveen Surendran & Laura A. Greco & Erin D. Clarke & Clare E. Collins & Alison M. Mondul & Demetrius Al, 2024. "Genetic influences on circulating retinol and its relationship to human health," Nature Communications, Nature, vol. 15(1), pages 1-20, December.
    13. Linda Ottensmann & Rubina Tabassum & Sanni E. Ruotsalainen & Mathias J. Gerl & Christian Klose & Elisabeth Widén & Kai Simons & Samuli Ripatti & Matti Pirinen, 2023. "Genome-wide association analysis of plasma lipidome identifies 495 genetic associations," Nature Communications, Nature, vol. 14(1), pages 1-15, December.
    14. Santiago Diaz-Torres & Samantha Sze-Yee Lee & Luis M. García-Marín & Adrian I. Campos & Garreth Lingham & Jue-Sheng Ong & David A. Mackey & Kathryn P. Burdon & Michael Hunter & Xianjun Dong & Stuart M, 2024. "Uncovering genetic loci and biological pathways associated with age-related cataracts through GWAS meta-analysis," Nature Communications, Nature, vol. 15(1), pages 1-10, December.
    15. Hui Chen & Zeyang Wang & Lihai Gong & Qixuan Wang & Wenyan Chen & Jia Wang & Xuelian Ma & Ruofan Ding & Xing Li & Xudong Zou & Mireya Plass & Cheng Lian & Ting Ni & Gong-Hong Wei & Wei Li & Lin Deng &, 2024. "A distinct class of pan-cancer susceptibility genes revealed by an alternative polyadenylation transcriptome-wide association study," Nature Communications, Nature, vol. 15(1), pages 1-16, December.
    16. Ozvan Bocher & Cristen J. Willer & Eleftheria Zeggini, 2023. "Unravelling the genetic architecture of human complex traits through whole genome sequencing," Nature Communications, Nature, vol. 14(1), pages 1-4, December.
    17. Aoxing Liu & Evelina T. Akimova & Xuejie Ding & Sakari Jukarainen & Pekka Vartiainen & Tuomo Kiiskinen & Sara Koskelainen & Aki S. Havulinna & Mika Gissler & Stefano Lombardi & Tove Fall & Melinda C. , 2024. "Evidence from Finland and Sweden on the relationship between early-life diseases and lifetime childlessness in men and women," Nature Human Behaviour, Nature, vol. 8(2), pages 276-287, February.
    18. Liang-Dar Hwang & Gabriel Cuellar-Partida & Loic Yengo & Jian Zeng & Jarkko Toivonen & Mikko Arvas & Robin N. Beaumont & Rachel M. Freathy & Gunn-Helen Moen & Nicole M. Warrington & David M. Evans, 2024. "DINGO: increasing the power of locus discovery in maternal and fetal genome-wide association studies of perinatal traits," Nature Communications, Nature, vol. 15(1), pages 1-14, December.
    19. Xiao-Yu He & Bang-Sheng Wu & Liu Yang & Yu Guo & Yue-Ting Deng & Ze-Yu Li & Chen-Jie Fei & Wei-Shi Liu & Yi-Jun Ge & Jujiao Kang & Jianfeng Feng & Wei Cheng & Qiang Dong & Jin-Tai Yu, 2024. "Genetic associations of protein-coding variants in venous thromboembolism," Nature Communications, Nature, vol. 15(1), pages 1-12, December.
    20. Javier Botey-Bataller & Hedwig D. Vrijmoeth & Jeanine Ursinus & Bart-Jan Kullberg & Cees C. Wijngaard & Hadewych Hofstede & Ahmed Alaswad & Manoj K. Gupta & Lennart M. Roesner & Jochen Huehn & Thomas , 2024. "A comprehensive genetic map of cytokine responses in Lyme borreliosis," Nature Communications, Nature, vol. 15(1), pages 1-15, 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:15:y:2024:i:1:d:10.1038_s41467-024-50295-z. 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.