Integration of questionnaire-based risk factors improves polygenic risk scores for human coronary heart disease and type 2 diabetes

Max Tamlander(University of Helsinki), Nina Mars(University of Helsinki), Matti Pirinen(Statistics Finland), FinnGen(University of Helsinki), Aarno Palotie(University of Helsinki), Mark J. Daly(University of Helsinki), Pharmaceutical companies(AbbVie (United States)), Bridget Riley-Gills(AstraZeneca (United Kingdom)), Howard J. Jacob(Biogen (United States)), Dirk S. Paul(AstraZeneca (United Kingdom)), Heiko Runz(Biogen (United States)), Sally John(Biogen (United States)), Robert M. Plenge(Boehringer Ingelheim (Germany)), Joseph Maranville(Boehringer Ingelheim (Germany)), George Okafo(Boehringer Ingelheim (Germany)), Nathan Lawless(Boehringer Ingelheim (Germany)), Heli Salminen‐Mankonen(Boehringer Ingelheim (Germany)), Mark I. McCarthy(GlaxoSmithKline (United Kingdom)), Julie Hunkapiller(GlaxoSmithKline (United Kingdom)), Meg Ehm(Merck & Co., Inc., Rahway, NJ, USA (United States)), Kirsi Auro(Merck & Co., Inc., Rahway, NJ, USA (United States)), Simonne Longerich(Merck & Co., Inc., Rahway, NJ, USA (United States)), Caroline S. Fox(Merck & Co., Inc., Rahway, NJ, USA (United States)), Anders Mälarstig(Pfizer (United States)), Katherine Klinger(Sanofi (France)), Deepak Raipal(Sanofi (France)), Eric Green(Janssen (Belgium)), Robert Graham(Novartis (Switzerland)), Robert Yang(University of Helsinki), Chris O’Donnell(Novartis (Switzerland)), Tomi P. Mäkelä(University of Helsinki), Jaakko Kaprio(University of Helsinki), Petri Virolainen(University of Turku), Antti Hakanen(University of Turku), Terhi Kilpi(Finnish Red Cross), Markus Perola(Finnish Institute for Health and Welfare), Jukka Partanen(University of Helsinki), Anne Pitkäranta(Borealis (Finland)), Juhani Junttila(Tampere University), Raisa Serpi(University of Eastern Finland), Tarja Laitinen(Tampere University), Veli‐Matti Kosma(University of Eastern Finland), Arto Mannermaa(University of Eastern Finland), Jari Laukkanen(Central Finland Health Care District), Marco Hautalahti(Business Finland), Other Experts/Non-Voting Members(AbbVie (United States)), Outi Tuovila(AstraZeneca (United Kingdom)), Raimo Pakkanen(Biogen (United States)), Pharmaceutical companies(Bristol-Myers Squibb (United States)), Jeffrey Waring(Boehringer Ingelheim (Germany)), Ioanna Tachmazidou(AstraZeneca (United Kingdom)), Chia-Yen Chen(Biogen (United States)), Shameek Biswas(GlaxoSmithKline (United Kingdom)), Zhihao Ding(Merck & Co., Inc., Rahway, NJ, USA (United States)), Marc Jung(Merck & Co., Inc., Rahway, NJ, USA (United States)), Rion Pendergrass(Merck & Co., Inc., Rahway, NJ, USA (United States)), David Pulford(Pfizer (United States)), Neha Raghavan(Merck & Co., Inc., Rahway, NJ, USA (United States)), Adriana Huertas‐Vázquez(Merck & Co., Inc., Rahway, NJ, USA (United States)), Jae-Hoon Sul(Novartis (Switzerland)), Xinli Hu(Novartis (Switzerland)), Sahar V. Mozaffari(Broad Institute), Dawn Waterworth(Janssen (Belgium)), Nicole Renaud(Novartis (Switzerland)), Ma ́en Obeidat(Novartis (Switzerland)), Samuli Ripatti(Broad Institute), Johanna Schleutker(University of Turku), Mikko Arvas(Tampere University), Olli Carpén(Tampere University), Reetta Hinttala(Borealis (Finland)), Johannes Kettunen(Borealis (Finland)), Katriina Aalto‐Setälä(Tampere University), Mika Kähönen(Tampere University), Johanna Mäkelä(Northern Ostrobothnia Hospital District), Neurology Group, Reetta Kälviäinen(Pirkanmaa Hospital District), Valtteri Julkunen(Hospital District of Helsinki and Uusimaa), Hilkka Soininen(Varsinais-Suomen Sairaanhoitopiiri), Anne M. Remes(Varsinais-Suomen Sairaanhoitopiiri), Mikko Hiltunen(AbbVie (United States)), Jukka Peltola(AbbVie (United States)), Pentti J. Tienari(AbbVie (United States)), Juha O. Rinne(AbbVie (United States)), Roosa Kallionpää(AbbVie (United States)), Ali Abbasi(Biogen (United States)), Adam Ziemann(Biogen (United States)), Sahar Esmaeeli(AbbVie (United States)), Nizar Smaoui(AbbVie (United States)), Anne Lehtonen(AbbVie (United States)), Susan Eaton(Biogen (United States)), Sanni Lahdenperä(Merck & Co., Inc., Rahway, NJ, USA (United States)), Janet van Adelsberg(Pfizer (United States)), Natalie Bowers(GlaxoSmithKline (United Kingdom)), Edmond Teng(GlaxoSmithKline (United Kingdom)), Sarah A. Pendergrass(GlaxoSmithKline (United Kingdom)), Onuralp Söylemez(Merck & Co., Inc., Rahway, NJ, USA (United States)), Kari Linden(Pfizer (United States)), Fanli Xu(University of Helsinki), Laura Addis(GlaxoSmithKline (United Kingdom)), John D. Eicher(GlaxoSmithKline (United Kingdom)), Minna Raivio(Hospital District of Helsinki and Uusimaa), Beryl B. Cummings(Pirkanmaa Hospital District), Juulia Partanen(University of Helsinki), Gastroenterology Group(Northern Ostrobothnia Hospital District), Martti Färkkilâ(Hospital District of Helsinki and Uusimaa), Jukka Koskela(Varsinais-Suomen Sairaanhoitopiiri), Sampsa Pikkarainen(AbbVie (United States)), Airi Jussila(AbbVie (United States)), Katri Kaukinen(Bristol-Myers Squibb (United States)), Timo Blomster(Northern Ostrobothnia Hospital District), Mikko Kiviniemi, Markku Voutilainen(Pfizer (United States)), Graham Heap(Pfizer (United States)), Fedik Rahimov(GlaxoSmithKline (United Kingdom)), Keith Usiskin(Bristol-Myers Squibb (United States)), Tim Lu(Varsinais-Suomen Sairaanhoitopiiri), Danny Oh(Pirkanmaa Hospital District), Kirsi Kalpala(Pfizer (United States)), Melissa Miller(Pfizer (United States)), Linda McCarthy(GlaxoSmithKline (United Kingdom)), Rheumatology Group(AbbVie (United States)), Kari K. Eklund(AstraZeneca (United Kingdom)), Antti Palomäki(Bristol-Myers Squibb (United States)), Pia Isomäki(Pfizer (United States)), Laura Pirilä(GlaxoSmithKline (United Kingdom)), Oili Kaipiainen‐Seppänen, Johanna Huhtakangas(Northern Ostrobothnia Hospital District), Apinya Lertratanakul(AbbVie (United States)), David A. Close(AstraZeneca (United Kingdom)), Marla Hochfeld(Bristol-Myers Squibb (United States)), Nan Bing(AstraZeneca (United Kingdom)), Jorge Esparza Gordillo(AstraZeneca (United Kingdom)), Pulmonology Group(Bristol-Myers Squibb (United States)), Tarja Laitinen(Tampere University), Margit Pelkonen(GlaxoSmithKline (United Kingdom)), Paula Kauppi(GlaxoSmithKline (United Kingdom)), Hannu Kankaanranta(GlaxoSmithKline (United Kingdom)), Terttu Harju(University of Helsinki), Riitta Lahesmaa(Finnish Institute for Health and Welfare), Alex Mackay(AstraZeneca (United Kingdom)), Glenda Lassi(AstraZeneca (United Kingdom)), Steven M. Greenberg(Bristol-Myers Squibb (United States)), Hubert Chen(Varsinais-Suomen Sairaanhoitopiiri), Joanna Betts(Tampere University), Soumitra Ghosh(GlaxoSmithKline (United Kingdom)), Rajashree Mishra(GlaxoSmithKline (United Kingdom)), Sina Rüeger(University of Helsinki), Cardiometabolic Diseases Group(Hospital District of Helsinki and Uusimaa), Teemu Niiranen(Finnish Institute for Health and Welfare), Felix Vaura(Finnish Institute for Health and Welfare), Veikko Salomaa(Finnish Institute for Health and Welfare), Markus Juonala(Varsinais-Suomen Sairaanhoitopiiri), Kaj Metsärinne(AstraZeneca (United Kingdom)), Mika Kähönen(Tampere University), Juhani Junttila(Pfizer (United States)), Markku Laakso(GlaxoSmithKline (United Kingdom)), Jussi Pihlajamäki(Broad Institute), Daniel Gordin(University of Helsinki), Juha Sinisalo(University of Helsinki), Marja‐Riitta Taskinen(University of Helsinki), Tiinamaija Tuomi(Hospital District of Helsinki and Uusimaa), Jari Laukkanen(Central Finland Health Care District), Benjamin Challis(AstraZeneca (United Kingdom)), Jaakko Parkkinen(Pfizer (United States)), Russell Miller(Pfizer (United States)), Audrey Y. Chu(GlaxoSmithKline (United Kingdom)), Amanda Elliott(Broad Institute), Joel Rämö(University of Helsinki), Mary Pat Reeve(University of Helsinki), Sanni Ruotsalainen(University of Helsinki), Oncology Group(University of Turku), Tuomo J Meretoja(AbbVie (United States)), Heikki Joensuu(AbbVie (United States)), Olli Carpén(Hospital District of Helsinki and Uusimaa), Lauri A. Aaltonen(Merck & Co., Inc., Rahway, NJ, USA (United States)), Johanna Mattson(Merck & Co., Inc., Rahway, NJ, USA (United States)), Annika Auranen(Pfizer (United States)), Peeter Karihtala(Pfizer (United States)), Saila Kauppila(Sanofi (France)), Päivi Auvinen(Sanofi (France)), Klaus Elenius(GlaxoSmithKline (United Kingdom)), Johanna Schleutker(University of Helsinki), Relja Popovic(AbbVie (United States)), Bridget Riley-Gillis(AbbVie (United States)), Jennifer L. Schutzman(Hospital District of Helsinki and Uusimaa), Andrey Loboda(Merck & Co., Inc., Rahway, NJ, USA (United States)), Aparna Chhibber(Merck & Co., Inc., Rahway, NJ, USA (United States)), Heli Lehtonen(Pfizer (United States)), Stefan McDonough(Pfizer (United States)), Marika Crohns(Sanofi (France)), Sauli Vuoti(Sanofi (France)), Diptee Kulkarni(GlaxoSmithKline (United Kingdom)), Esa Pitkänen(Biogen (United States)), Opthalmology Group, Kai Kaarniranta, Joni A. Turunen(Merck & Co., Inc., Rahway, NJ, USA (United States)), Terhi Ollila(Broad Institute), Sanna Seitsonen(Northern Ostrobothnia Hospital District), Hannu Uusitalo(Pirkanmaa Hospital District), Vesa Aaltonen(Varsinais-Suomen Sairaanhoitopiiri), Hannele Uusitalo‐Järvinen(Pirkanmaa Hospital District), Marja Luodonpää(Varsinais-Suomen Sairaanhoitopiiri), Nina Hautala(Varsinais-Suomen Sairaanhoitopiiri), Mengzhen Liu(Pfizer (United States)), Stephanie Loomis(Biogen (United States)), Erich C. Strauss(Hospital District of Helsinki and Uusimaa), Hao Chen(Hospital District of Helsinki and Uusimaa), Anna Podgornaia(Merck & Co., Inc., Rahway, NJ, USA (United States)), Juha Karjalainen(Broad Institute), Dermatology Group(Hospital District of Helsinki and Uusimaa), Kaisa Tasanen(Northern Ostrobothnia Hospital District), Laura Huilaja(Northern Ostrobothnia Hospital District), Katariina Hannula‐Jouppi(Hospital District of Helsinki and Uusimaa), Teea Salmi(Pirkanmaa Hospital District), Sirkku Peltonen(Varsinais-Suomen Sairaanhoitopiiri), Leena Koulu(Varsinais-Suomen Sairaanhoitopiiri), Ying Wu(Pfizer (United States)), David F. Choy(University of Helsinki), Odontology Group(Pirkanmaa Hospital District), Pirkko J. Pussinen(Hospital District of Helsinki and Uusimaa), Aino Salminen(Hospital District of Helsinki and Uusimaa), Tuula Salo(Pirkanmaa Hospital District), David Rice(Pirkanmaa Hospital District), Pekka Nieminen(Varsinais-Suomen Sairaanhoitopiiri), Ulla Palotie(Varsinais-Suomen Sairaanhoitopiiri), Maria Siponen(Varsinais-Suomen Sairaanhoitopiiri), Liisa Suominen(Northern Ostrobothnia Hospital District), Päivi Mäntylä(Northern Ostrobothnia Hospital District), Ulvi Kahraman Gürsoy(Varsinais-Suomen Sairaanhoitopiiri), Vuokko Anttonen(Northern Ostrobothnia Hospital District), Kirsi Sipilä(University of Helsinki), Women’s Health and Reproduction Group(University of Helsinki), Hannele Laivuori(University of Helsinki), Venla Kurra(University of Helsinki), Oskari Heikinheimo(Hospital District of Helsinki and Uusimaa), Ilkka Kalliala(University of Helsinki), Laura Kotaniemi‐Talonen(Borealis (Finland)), Kari Nieminen(Finnish Red Cross), Päivi Polo(GlaxoSmithKline (United Kingdom)), Kaarin Mäkikallio(University of Helsinki), Eeva Ekholm(AbbVie (United States)), Marja Vääräsmäki(AbbVie (United States)), Outi Uimari(AstraZeneca (United Kingdom)), Laure Morin‐Papunen(AstraZeneca (United Kingdom)), Marjo Tuppurainen(Biogen (United States)), Katja Kivinen(Biogen (United States)), Elisabeth Widén(Biogen (United States)), Taru Tukiainen(Biogen (United States)), Liu Aoxing(Biogen (United States)), Eija K. Laakkonen(Biogen (United States)), Niko Välimäki(Biogen (United States)), Johannes Kettunen(Bristol-Myers Squibb (United States)), Mikko Arvas(Finnish Red Cross), Janet Kumar(GlaxoSmithKline (United Kingdom)), Andrea Ganna(University of Helsinki), FinnGen Analysis working group, J. Wade Davis(AbbVie (United States)), Danjuma Quarless(Merck & Co., Inc., Rahway, NJ, USA (United States)), Slavé Petrovski(AstraZeneca (United Kingdom)), Eleonor Wigmore(AstraZeneca (United Kingdom)), Adele A. Mitchell(Biogen (United States)), Benjamin B. Sun(Biogen (United States)), Ellen Tsai(Biogen (United States)), Denis Baird(Biogen (United States)), Paola G. Bronson(Biogen (United States)), Ruoyu Tian(Biogen (United States)), Yunfeng Huang(Biogen (United States)), Elmutaz Shaikho Elhaj Mohammed(Sanofi (France)), Samir Wadhawan(Sanofi (France)), Erika Kvikstad(Sanofi (France)), Minal Çalışkan(Sanofi (France)), Diana Chang(Sanofi (France)), Tushar Bhangale(Maze (United States)), Kirill Shkura(Novartis (Switzerland)), Victor Neduva(Novartis (Switzerland)), Xing Chen(Novartis (Switzerland)), Åsa K. Hedman(Novartis (Switzerland)), Karen S. King(Novartis (Switzerland)), Padhraig Gormley(Novartis (Switzerland)), Jimmy Liu(Broad Institute), Clarence Wang(University of Helsinki), Ethan Xu(University of Helsinki), Franck Augé(University of Helsinki), Clément Chatelain(University of Helsinki), Deepak K. Rajpal(University of Helsinki), Dongyu Liu(Broad Institute), Katherine M. Call(Broad Institute), Tai-he Xia(University of Helsinki), Matt Brauer(Maze (United States)), Huilei Xu(Novartis (Switzerland)), Amy L. Cole(Novartis (Switzerland)), Jonathan Chung(Novartis (Switzerland)), Jaison Jacob(Novartis (Switzerland)), Katrina de Lange(Novartis (Switzerland)), Jonas Zierer(Novartis (Switzerland)), Mitja Kurki(Broad Institute), Aki S. Havulinna(University of Helsinki), Juha Mehtonen(Broad Institute), Priit Palta(Broad Institute), Shabbeer Hassan(University of Helsinki), Pietro Della Briotta Parolo(University of Helsinki), Wei Zhou(Broad Institute), Mutaamba Maasha(Broad Institute), Susanna Lemmelä(University of Helsinki), Manuel A. Rivas(Stanford University), Arto Lehistö(University of Helsinki), Vincent Llorens(University of Helsinki), Mari Niemi(University of Helsinki), Henrike Heyne(University of Helsinki), Kimmo Palin(University of Helsinki), Javier Gracia‐Tabuenca(University of Turku), Harri Siirtola(University of Turku), Tuomo Kiiskinen(University of Helsinki), Jiwoo Lee(Broad Institute), Kristin Tsuo(Broad Institute), Kati Kristiansson(Finnish Institute for Health and Welfare), Kati Hyvärinen(Finnish Red Cross), Jarmo Ritari(Finnish Red Cross), Miika Koskinen(University of Helsinki), Katri Pylkäs(University of Helsinki), Marita Kalaoja(University of Helsinki), Minna K. Karjalainen(University of Helsinki), Tuomo Mantere(Broad Institute), Eeva Kangasniemi(University of Helsinki), Sami Heikkinen(University of Helsinki), Samuel Heron(University of Helsinki), Dhanaprakash Jambulingam(University of Helsinki), Venkat Subramaniam Rathinakannan(University of Helsinki), Nina Pitkänen(University of Helsinki), Biobank directors(University of Helsinki), Perttu Terho(University of Helsinki), Sirpa Soini(University of Helsinki), Eero Punkka(Hospital District of Helsinki and Uusimaa), Sanna Siltanen(Tampere University), Teijo Kuopio(Finnish Institute for Health and Welfare), FinnGen Teams(Finnish Institute for Health and Welfare), Administration(Finnish Institute for Health and Welfare), Anu Jalanko(University of Helsinki), Huei-Yi Shen(University of Helsinki), Risto Kajanne(University of Helsinki), Mervi Aavikko(University of Helsinki), Analysis(Finnish Institute for Health and Welfare), Masahiro Kanai(Broad Institute), L. Elisa Lahtela(University of Helsinki), Communication(Finnish Institute for Health and Welfare), Mari Kaunisto(University of Helsinki), E-Science(University of Helsinki), Elina Kilpeläinen(University of Helsinki), Timo P. Sipilä(University of Helsinki), Oluwaseun Alexander Dada(University of Helsinki), Awaisa Ghazal(University of Helsinki), Anastasia Kytölä(University of Helsinki), Genotyping(Tampere University), Kati Donner(University of Helsinki), Timo P. Sipilä(University of Helsinki), Sample Collection Coordination, Anu Loukola(Hospital District of Helsinki and Uusimaa), Sample Logistics, Päivi Laiho(University of Helsinki), Tuuli Sistonen(Broad Institute), Essi Kaiharju(Finnish Institute for Health and Welfare), Markku Laukkanen(Finnish Institute for Health and Welfare), Elina Järvensivu(Finnish Institute for Health and Welfare), Sini Lähteenmäki(Finnish Institute for Health and Welfare), Lotta Männikkö(Finnish Institute for Health and Welfare), Regis Wong(Finnish Institute for Health and Welfare), Registry Data Operations, Minna Brunfeldt(Finnish Institute for Health and Welfare), Sami Koskelainen(Finnish Institute for Health and Welfare), Tero Hiekkalinna(Finnish Institute for Health and Welfare), Teemu Paajanen(Finnish Institute for Health and Welfare), Sequencing Informatics, Kalle Pärn(University of Helsinki), Shuang Luo(University of Helsinki), Vishal Sinha(University of Helsinki), Trajectory, Mary Pat Reeve(University of Helsinki), Harri Siirtola(Tampere University), Javier Gracia‐Tabuenca(Tampere University), Mika Helminen(Tampere University), Tiina Luukkaala(Tampere University), Iida Vähätalo(Tampere University), Data protection officer, Jyrki Pitkänen(University of Helsinki), FinBB - Finnish biobank cooperative, Mirkka Koivusalo, Sarah Smith, Tom Southerington, Elisabeth Widén(University of Helsinki), Samuli Ripatti(Broad Institute)
Communications Biology
February 23, 2022
Cited by 51Open Access
Full Text

Abstract

Large-scale biobank initiatives and commercial repositories store genomic data collected from millions of individuals, and tools to leverage the rapidly growing pool of health and genomic data in disease prevention are needed. Here, we describe the derivation and validation of genomics-enhanced risk tools for two common cardiometabolic diseases, coronary heart disease and type 2 diabetes. Data used for our analyses include the FinnGen study (N = 309,154) and the UK Biobank project (N = 343,672). The risk tools integrate contemporary genome-wide polygenic risk scores with simple questionnaire-based risk factors, including demographic, lifestyle, medication, and comorbidity data, enabling risk calculation across resources where genome data is available. Compared to routinely used clinical risk scores for coronary heart disease and type 2 diabetes prevention, the risk tools show at least equivalent risk discrimination, improved risk reclassification (overall net reclassification improvements ranging from 3.7 [95% CI 2.8-4.6] up to 6.2 [4.6-7.8]), and capacity to be improved even further with standard lipid and blood pressure measurements. Without the need for blood tests or evaluation by a health professional, the risk tools provide a powerful yet simple method for preliminary cardiometabolic risk assessment for individuals with genome data available.


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