IDEAS home Printed from https://ideas.repec.org/a/nat/natcom/v16y2025i1d10.1038_s41467-025-64006-9.html
   My bibliography  Save this article

Characterization of prevalent genetic variants in the Estonian Biobank body-mass index GWAS

Author

Listed:
  • Erik Abner

    (University of Tartu)

  • Kanwal Batool

    (University of Tartu)

  • Nele Taba

    (University of Tartu)

  • Tiit Nikopensius

    (University of Tartu)

  • Kristi Läll

    (University of Tartu)

  • Anastasiia Alekseienko

    (University of Tartu)

  • Anders Eriksson

    (University of Tartu
    Metrosert)

  • Joel Rämö

    (University of Helsinki)

  • Hele Haapaniemi

    (University of Helsinki)

  • Hanna Maria Kariis

    (University of Tartu)

  • Liis Haljasmägi

    (University of Tartu)

  • Urmo Võsa

    (University of Tartu)

  • Taavi Tillmann

    (University of Tartu
    University of Tartu)

  • Uku Vainik

    (University of Tartu
    University of Tartu
    McGill University)

  • Kelli Lehto

    (University of Tartu)

  • Hanna M. Ollila

    (University of Helsinki)

  • Kai Kisand

    (University of Tartu)

  • Tõnu Esko

    (University of Tartu)

Abstract

Population-specific genome-wide association studies can reveal high-impact genomic variants that influence traits like body-mass index (BMI). Using the Estonian Biobank BMI dataset (n = 204,747 participants) we identified 214 genome-wide significant loci. Among those hits, we identified a common non-coding variant within the newly associated ADGRL3 gene (−0.18 kg/m²; P = 3.21 × 10⁻⁹). Moreover, the missense rare variant PTPRT:p.Arg1384His associated with lower BMI (−0.44 kg/m²; P = 2.51 × 10⁻¹⁰), while the protein-truncating variant POMC:p.Glu206* was associated with considerably higher BMI (+ 0.81 kg/m²; P = 1.48 × 10−12), both likely affecting the functioning of the leptin-melanocortin pathway. POMC:p.Glu206* was observed in different North-European populations, suggesting a broader, yet elusive, distribution of this damaging variant. These observations indicate the previously unrecognized roles of the ADGRL3 and PTPRT genes in body weight regulation and suggest an increased prevalence of the POMC:p.Glu206* variant in European populations, offering avenues for developing interventions in obesity management.

Suggested Citation

  • Erik Abner & Kanwal Batool & Nele Taba & Tiit Nikopensius & Kristi Läll & Anastasiia Alekseienko & Anders Eriksson & Joel Rämö & Hele Haapaniemi & Hanna Maria Kariis & Liis Haljasmägi & Urmo Võsa & Ta, 2025. "Characterization of prevalent genetic variants in the Estonian Biobank body-mass index GWAS," Nature Communications, Nature, vol. 16(1), pages 1-14, December.
  • Handle: RePEc:nat:natcom:v:16:y:2025:i:1:d:10.1038_s41467-025-64006-9
    DOI: 10.1038/s41467-025-64006-9
    as

    Download full text from publisher

    File URL: https://www.nature.com/articles/s41467-025-64006-9
    File Function: Abstract
    Download Restriction: no

    File URL: https://libkey.io/10.1038/s41467-025-64006-9?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. Claudia Giambartolomei & Damjan Vukcevic & Eric E Schadt & Lude Franke & Aroon D Hingorani & Chris Wallace & Vincent Plagnol, 2014. "Bayesian Test for Colocalisation between Pairs of Genetic Association Studies Using Summary Statistics," PLOS Genetics, Public Library of Science, vol. 10(5), pages 1-15, May.
    2. Kathryn Tunyasuvunakool & Jonas Adler & Zachary Wu & Tim Green & Michal Zielinski & Augustin Žídek & Alex Bridgland & Andrew Cowie & Clemens Meyer & Agata Laydon & Sameer Velankar & Gerard J. Kleywegt, 2021. "Highly accurate protein structure prediction for the human proteome," Nature, Nature, vol. 596(7873), pages 590-596, August.
    3. Jie Huang & Jennifer E. Huffman & Yunfeng Huang & Ítalo Valle & Themistocles L. Assimes & Sridharan Raghavan & Benjamin F. Voight & Chang Liu & Albert-László Barabási & Rose D. L. Huang & Qin Hui & Xu, 2022. "Genomics and phenomics of body mass index reveals a complex disease network," Nature Communications, Nature, vol. 13(1), pages 1-10, December.
    4. Fotios Koskeridis & Evangelos Evangelou & Saredo Said & Joseph J. Boyle & Paul Elliott & Abbas Dehghan & Ioanna Tzoulaki, 2022. "Pleiotropic genetic architecture and novel loci for C-reactive protein levels," Nature Communications, Nature, vol. 13(1), pages 1-11, December.
    5. Jonathan Frazer & Pascal Notin & Mafalda Dias & Aidan Gomez & Joseph K. Min & Kelly Brock & Yarin Gal & Debora S. Marks, 2021. "Disease variant prediction with deep generative models of evolutionary data," Nature, Nature, vol. 599(7883), pages 91-95, November.
    6. 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.
    7. Adam E. Locke & Bratati Kahali & Sonja I. Berndt & Anne E. Justice & Tune H. Pers & Felix R. Day & Corey Powell & Sailaja Vedantam & Martin L. Buchkovich & Jian Yang & Damien C. Croteau-Chonka & Tonu , 2015. "Genetic studies of body mass index yield new insights for obesity biology," Nature, Nature, vol. 518(7538), pages 197-206, February.
    8. John Jumper & Richard Evans & Alexander Pritzel & Tim Green & Michael Figurnov & Olaf Ronneberger & Kathryn Tunyasuvunakool & Russ Bates & Augustin Žídek & Anna Potapenko & Alex Bridgland & Clemens Me, 2021. "Highly accurate protein structure prediction with AlphaFold," Nature, Nature, vol. 596(7873), pages 583-589, August.
    9. Molarius, A. & Seidell, J.C. & Sans, S. & Tuomilehto, J. & Kuulasmaa, K., 2000. "Educational level, relative body weight, and changes in their association over 10 years: An international perspective from the WHO MONICA Project," American Journal of Public Health, American Public Health Association, vol. 90(8), pages 1260-1268.
    10. Lili Milani & Maris Alver & Sven Laur & Sulev Reisberg & Toomas Haller & Oliver Aasmets & Erik Abner & Helene Alavere & Annely Allik & Tarmo Annilo & Krista Fischer & Robin Hofmeister & Georgi Hudjash, 2025. "The Estonian Biobank’s journey from biobanking to personalized medicine," Nature Communications, Nature, vol. 16(1), pages 1-13, December.
    11. 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.
    12. Cassandra Willyard, 2014. "Heritability: The family roots of obesity," Nature, Nature, vol. 508(7496), pages 58-60, April.
    13. 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. Salim Megat & Christine Marques & Marina Hernán-Godoy & Chantal Sellier & Geoffrey Stuart-Lopez & Sylvie Dirrig-Grosch & Charlotte Gorin & Aurore Brunet & Mathieu Fischer & Céline Keime & Pascal Kessl, 2025. "CREB3 gain of function variants protect against ALS," Nature Communications, Nature, vol. 16(1), pages 1-17, December.
    2. Saedis Saevarsdottir & Kristbjörg Bjarnadottir & Thorsteinn Markusson & Jonas Berglund & Thorunn A. Olafsdottir & Gisli H. Halldorsson & Gudrun Rutsdottir & Kristbjorg Gunnarsdottir & Asgeir Orn Arnth, 2024. "Start codon variant in LAG3 is associated with decreased LAG-3 expression and increased risk of autoimmune thyroid disease," Nature Communications, Nature, vol. 15(1), pages 1-12, December.
    3. Jun Inamo & Akari Suzuki & Mahoko Takahashi Ueda & Kensuke Yamaguchi & Hiroshi Nishida & Katsuya Suzuki & Yuko Kaneko & Tsutomu Takeuchi & Hiroaki Hatano & Kazuyoshi Ishigaki & Yasushi Ishihama & Kazu, 2024. "Long-read sequencing for 29 immune cell subsets reveals disease-linked isoforms," Nature Communications, Nature, vol. 15(1), pages 1-19, December.
    4. Guoling Li & Xue Dong & Jiamin Luo & Tanglong Yuan & Tong Li & Guoli Zhao & Hainan Zhang & Jingxing Zhou & Zhenhai Zeng & Shuna Cui & Haoqiang Wang & Yin Wang & Yuyang Yu & Yuan Yuan & Erwei Zuo & Chu, 2024. "Engineering TadA ortholog-derived cytosine base editor without motif preference and adenosine activity limitation," Nature Communications, Nature, vol. 15(1), pages 1-10, December.
    5. Lasse M. Blaabjerg & Nicolas Jonsson & Wouter Boomsma & Amelie Stein & Kresten Lindorff-Larsen, 2024. "SSEmb: A joint embedding of protein sequence and structure enables robust variant effect predictions," Nature Communications, Nature, vol. 15(1), pages 1-9, December.
    6. 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.
    7. Franz Förster & David Emmert & Katrin Horn & Janne Pott & Johannes Frasnelli & Mohammed Aslam Imtiaz & Konstantinos Melas & Valentina Talevi & Honglei Chen & Christoph Engel & Michele Filosi & Myriam , 2025. "Genome-wide association meta-analysis of human olfactory identification discovers sex-specific and sex-differential genetic variants," Nature Communications, Nature, vol. 16(1), pages 1-15, December.
    8. Hongru Li & Jingyi Zhao & Jinglan Dai & Dongfang You & Yang Zhao & David C. Christiani & Feng Chen & Sipeng Shen, 2025. "Multi-ancestry sequencing-based genome-wide association study of C-reactive protein in 513,273 genomes," Nature Communications, Nature, vol. 16(1), pages 1-11, December.
    9. Dongfang You & Yaqian Wu & Mengyi Lu & Fang Shao & Yingdan Tang & Sisi Liu & Liya Liu & Zewei Zhou & Ruyang Zhang & Sipeng Shen & Theis Lange & Hongyang Xu & Hongxia Ma & Yongmei Yin & Hongbing Shen &, 2025. "A genome-wide cross-trait analysis characterizes the shared genetic architecture between lung and gastrointestinal diseases," Nature Communications, Nature, vol. 16(1), pages 1-14, December.
    10. 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.
    11. Catherine A. Greene & Gabrielle Hampton & James Jaworski & Megan M. Shuey & Atlas Khan & Yuan Luo & Gail P. Jarvik & Bahram Namjou-Khales & Todd L. Edwards & Digna R. Velez Edwards & Jacklyn N. Hellwe, 2025. "Multi-ancestry meta-analysis of keloids uncovers novel susceptibility loci in diverse populations," Nature Communications, Nature, vol. 16(1), pages 1-13, December.
    12. 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.
    13. Daniel J. Diaz & Chengyue Gong & Jeffrey Ouyang-Zhang & James M. Loy & Jordan Wells & David Yang & Andrew D. Ellington & Alexandros G. Dimakis & Adam R. Klivans, 2024. "Stability Oracle: a structure-based graph-transformer framework for identifying stabilizing mutations," Nature Communications, Nature, vol. 15(1), pages 1-15, December.
    14. Kian Hong Kock & Patrick K. Kimes & Stephen S. Gisselbrecht & Sachi Inukai & Sabrina K. Phanor & James T. Anderson & Gayatri Ramakrishnan & Colin H. Lipper & Dongyuan Song & Jesse V. Kurland & Julia M, 2024. "DNA binding analysis of rare variants in homeodomains reveals homeodomain specificity-determining residues," Nature Communications, Nature, vol. 15(1), pages 1-19, December.
    15. Ichcha Manipur & Guillermo Reales & Jae Hoon Sul & Myung Kyun Shin & Simonne Longerich & Adrian Cortes & Chris Wallace, 2024. "CoPheScan: phenome-wide association studies accounting for linkage disequilibrium," Nature Communications, Nature, vol. 15(1), pages 1-13, December.
    16. Avinaash V. Maharaj & Miho Ishida & Anna Rybak & Reem Elfeky & Afiya Andrews & Aakash Joshi & Frances Elmslie & Anni Joensuu & Katri Kantojärvi & Raina Y. Jia & John R. B. Perry & Edel A. O’Toole & Li, 2024. "QSOX2 Deficiency-induced short stature, gastrointestinal dysmotility and immune dysfunction," Nature Communications, Nature, vol. 15(1), pages 1-17, December.
    17. 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.
    18. Yinglu Cui & Yanchun Chen & Jinyuan Sun & Tong Zhu & Hua Pang & Chunli Li & Wen-Chao Geng & Bian Wu, 2024. "Computational redesign of a hydrolase for nearly complete PET depolymerization at industrially relevant high-solids loading," Nature Communications, Nature, vol. 15(1), pages 1-12, December.
    19. Mofan Feng & Xiaoxi Wei & Xi Zheng & Liangjie Liu & Lin Lin & Manying Xia & Guang He & Yi Shi & Qing Lu, 2024. "Decoding Missense Variants by Incorporating Phase Separation via Machine Learning," Nature Communications, Nature, vol. 15(1), pages 1-17, December.
    20. 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.

    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_s41467-025-64006-9. 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.