FinnGen: Unique genetic insights from combining isolated population and national health register data

Mitja Kurki(Broad Institute), Juha Karjalainen(Broad Institute), Priit Palta(University of Helsinki), Timo P. Sipilä(University of Helsinki), Kati Kristiansson(Finnish Institute for Health and Welfare), Kati Donner(University of Helsinki), Mary Pat Reeve(University of Helsinki), Hannele Laivuori(University of Helsinki), Mervi Aavikko(University of Helsinki), Mari Kaunisto(University of Helsinki), Anu Loukola(University of Helsinki), Elisa Lahtela(University of Helsinki), Hannele Mattsson(Finnish Institute for Health and Welfare), Päivi Laiho(Finnish Institute for Health and Welfare), Pietro Della Briotta Parolo(University of Helsinki), Arto Lehistö(University of Helsinki), Masahiro Kanai(Broad Institute), Nina Mars(University of Helsinki), Joel Rämö(University of Helsinki), Tuomo Kiiskinen(University of Helsinki), Henrike Heyne(Broad Institute), Kumar Veerapen(Broad Institute), Sina Rüeger(University of Helsinki), Susanna Lemmelä(University of Helsinki), Wei Zhou(Broad Institute), Sanni Ruotsalainen(University of Helsinki), Kalle Pärn(University of Helsinki), Tero Hiekkalinna(Finnish Institute for Health and Welfare), Sami Koskelainen(Finnish Institute for Health and Welfare), Teemu Paajanen(Finnish Institute for Health and Welfare), Vincent Llorens(University of Helsinki), Javier Gracia‐Tabuenca(Tampere University), Harri Siirtola(Tampere University), Kadri Reis(University of Tartu), Abdelrahman G. Elnahas(University of Tartu), Katriina Aalto‐Setälä(Tampere University), Kaur Alasoo(University of Tartu), Mikko Arvas(Finnish Red Cross), Kirsi Auro(Glaxosmithkline (Finland)), Shameek Biswas(Bristol-Myers Squibb (United States)), Argyro Bizaki-Vallaskangas(Tampere University Hospital), Olli Carpén(University of Helsinki), Chia‐Yen Chen(Biogen (United States)), Oluwaseun Alexander Dada(University of Helsinki), Zhihao Ding(Boehringer Ingelheim (Germany)), Margaret G. Ehm(GlaxoSmithKline (United States)), Kari K. Eklund(University of Helsinki), Martti Färkkilâ(University of Helsinki), Hilary K. Finucane(Broad Institute), Andrea Ganna(Broad Institute), Awaisa Ghazal(University of Helsinki), Robert Graham(Maze (United States)), Eric Green(Maze (United States)), Antti Hakanen(University of Turku), Marco Hautalahti, Åsa K. Hedman(Pfizer (United States)), Mikko Hiltunen(University of Eastern Finland), Reetta Hinttala(Oulu University Hospital), Iiris Hovatta(University of Helsinki), Xinli Hu(Pfizer (United States)), Adriana Huertas‐Vázquez(Merck & Co., Inc., Rahway, NJ, USA (United States)), Laura Huilaja(Oulu University Hospital), Julie Hunkapiller(Oulu University Hospital), Howard J. Jacob(AbbVie (United States)), Jan-Nygaard Jensen(Boehringer Ingelheim (Germany)), Heikki Joensuu(University of Helsinki), Sally John(Biogen (United States)), Valtteri Julkunen(University of Eastern Finland), Marc Jung(Boehringer Ingelheim (Germany)), Juhani Junttila(Borealis (Finland)), Kai Kaarniranta(University of Eastern Finland), Mika Kähönen(Tampere University), Risto Kajanne(University of Helsinki), Lila Kallio(University of Turku), Reetta Kälviäinen(University of Eastern Finland), Jaakko Kaprio(University of Helsinki), Nurlan Kerimov(University of Tartu), Johannes Kettunen(Finnish Institute for Health and Welfare), Elina Kilpeläinen(University of Helsinki), Terhi Kilpi(Finnish Institute for Health and Welfare), K. Klinger, Veli‐Matti Kosma(University of Eastern Finland), Teijo Kuopio(Central Finland Health Care District), Venla Kurra(Tampere University Hospital), Triin Laisk(University of Tartu), Jari A. Laukkanen(University of Eastern Finland), Nathan Lawless(Boehringer Ingelheim (Germany)), Aoxing Liu(University of Helsinki), Simonne Longerich(Merck & Co., Inc., Rahway, NJ, USA (United States)), Reedik Mägi(University of Tartu), Johanna Mäkelä, Antti Mäkitie(University of Helsinki), Anders Mälarstig(Pfizer (United States)), Arto Mannermaa(University of Eastern Finland), Joseph Maranville(Bristol-Myers Squibb (United States)), Athena Matakidou(AstraZeneca (United Kingdom)), Tuomo J Meretoja(University of Helsinki), Sahar V. Mozaffari(Maze (United States)), Mari Niemi(University of Helsinki), Marianna Niemi(University of Helsinki), Teemu Niiranen(University of Turku), Christopher J. O’Donnell(Novartis (United States)), Ma’en Obeidat(Novartis (United States)), George Okafo(Boehringer Ingelheim (Germany)), Hanna M. Ollila(University of Helsinki), Antti Palomäki(University of Turku), Tuula Palotie(University of Helsinki), Jukka Partanen(Finnish Red Cross), Dirk S. Paul(AstraZeneca (United Kingdom)), Margit Pelkonen(Kuopio University Hospital), Rion Pendergrass(Oulu University Hospital), Slavé Petrovski(AstraZeneca (United Kingdom)), Anne Pitkäranta(University of Helsinki), Adam Platt(AstraZeneca (United Kingdom)), David Pulford(GlaxoSmithKline (United Kingdom)), Eero Punkka(University of Helsinki), Pirkko J. Pussinen(University of Helsinki), Neha Raghavan(Merck & Co., Inc., Rahway, NJ, USA (United States)), Fedik Rahimov(AbbVie (United States)), Deepak K. Rajpal, Nicole Renaud(Novartis (United States)), Bridget Riley‐Gillis(AbbVie (United States)), Rodosthenis S. Rodosthenous(University of Helsinki), Elmo Saarentaus(University of Helsinki), Aino Salminen(University of Helsinki), Eveliina Salminen(University of Helsinki), Veikko Salomaa(University of Helsinki), Johanna Schleutker(University of Turku), Raisa Serpi(Borealis (Finland)), Huei-Yi Shen(University of Helsinki), Richard W. Siegel(Novartis (Switzerland)), Kaisa Silander(Finnish Institute for Health and Welfare), Sanna Siltanen(Tampere University), Sirpa Soini(Finnish Institute for Health and Welfare), Hilkka Soininen(University of Eastern Finland), Jae Hoon Sul(Merck & Co., Inc., Rahway, NJ, USA (United States)), Ioanna Tachmazidou(AstraZeneca (United Kingdom)), Kaisa Tasanen(Oulu University Hospital), Pentti Tienari(University of Helsinki), Sanna Toppila‐Salmi(University of Helsinki), Taru Tukiainen(University of Helsinki), Tiinamaija Tuomi(University of Helsinki), Joni A. Turunen(University of Helsinki), Jacob C. Ulirsch(Broad Institute), Felix Vaura(University of Turku), Petri Virolainen(University of Turku), Jeffrey F. Waring(AbbVie (United States)), Dawn Waterworth(Janssen (United States)), Robert Yang(Janssen (Belgium)), Mari Nelis(University of Tartu), Anu Reigo(University of Tartu), Andres Metspalu(Estonian Biocentre), Lili Milani(University of Tartu), Tõnu Esko(University of Tartu), Caroline S. Fox(Merck & Co., Inc., Rahway, NJ, USA (United States)), Aki S. Havulinna(University of Helsinki), Markus Perola(Finnish Institute for Health and Welfare), Samuli Ripatti(University of Helsinki), Anu Jalanko(University of Helsinki), Tarja Laitinen(Tampere University), Tomi P. Mäkelä(University of Helsinki), Robert M. Plenge(Bristol-Myers Squibb (United States)), Mark I. McCarthy(Oulu University Hospital), Heiko Runz(Biogen (United States)), Mark J. Daly(Broad Institute), Aarno Palotie(Broad Institute)
medRxiv
March 6, 2022
Cited by 412Open Access
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Abstract

ABSTRACT Population isolates such as Finland provide benefits in genetic studies because the allelic spectrum of damaging alleles in any gene is often concentrated on a small number of low-frequency variants (0.1% ≤ minor allele frequency < 5%), which survived the founding bottleneck, as opposed to being distributed over a much larger number of ultra--rare variants. While this advantage is well-- established in Mendelian genetics, its value in common disease genetics has been less explored. FinnGen aims to study the genome and national health register data of 500,000 Finns, already reaching 224,737 genotyped and phenotyped participants. Given the relatively high median age of participants (63 years) and dominance of hospital-based recruitment, FinnGen is enriched for many disease endpoints often underrepresented in population-based studies (e.g., rarer immune-mediated diseases and late onset degenerative and ophthalmologic endpoints). We report here a genome-wide association study (GWAS) of 1,932 clinical endpoints defined from nationwide health registries. We identify genome--wide significant associations at 2,491 independent loci. Among these, finemapping implicates 148 putatively causal coding variants associated with 202 endpoints, 104 with low allele frequency (AF<10%) of which 62 were over two-fold enriched in Finland. We studied a benchmark set of 15 diseases that had previously been investigated in large genome-wide association studies. FinnGen discovery analyses were meta-analysed in Estonian and UK biobanks. We identify 30 novel associations, primarily low-frequency variants strongly enriched, in or specific to, the Finnish population and Uralic language family neighbors in Estonia and Russia. These findings demonstrate the power of bottlenecked populations to find unique entry points into the biology of common diseases through low-frequency, high impact variants. Such high impact variants have a potential to contribute to medical translation including drug discovery.


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