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.

Max Tamlander et al. combine polygenic risk scores and clinical assessments to improve prediction of coronary artery disease and type 2 diabetes in European cohorts. Taken together, their results provide a useful method for preliminary cardiometabolic risk assessment in patients.

Details

Title
Integration of questionnaire-based risk factors improves polygenic risk scores for human coronary heart disease and type 2 diabetes
Author
Tamlander Max 1   VIAFID ORCID Logo  ; Mars, Nina 1 ; Pirinen Matti 2   VIAFID ORCID Logo  ; Palotie Aarno 1 ; Daly, Mark 1 ; Riley-Gills, Bridget 3 ; Howard, Jacob 3 ; Paul, Dirk 4 ; Runz Heiko 5 ; John, Sally 5 ; Plenge, Robert 6 ; Maranville, Joseph 6 ; Okafo George 7 ; Lawless, Nathan 7 ; Salminen-Mankonen Heli 7 ; McCarthy, Mark 8 ; Hunkapiller, Julie 8 ; Ehm Meg 9 ; Auro Kirsi 9 ; Longerich Simonne 10 ; Fox, Caroline 10 ; Mälarstig Anders 11 ; Klinger, Katherine 12 ; Raipal Deepak 12 ; Green, Eric 13 ; Graham, Robert 13 ; Yang, Robert 14 ; O’Donnell Chris 15 ; Mäkelä Tomi 16 ; Kaprio Jaakko 1 ; Virolainen Petri 17 ; Hakanen Antti 17 ; Kilpi Terhi 18 ; Perola Markus 18 ; Partanen Jukka 19 ; Pitkäranta, Anne 20 ; Junttila Juhani 21 ; Serpi Raisa 21 ; Laitinen Tarja 22 ; Kosma Veli-Matti 23 ; Mannermaa Arto 23 ; Laukkanen Jari 24 ; Hautalahti Marco 25 ; Tuovila Outi 26 ; Pakkanen Raimo 26 ; Waring, Jeffrey 3 ; Tachmazidou Ioanna 4 ; Chia-Yen, Chen 5 ; Biswas Shameek 6 ; Ding Zhihao 7 ; Jung, Marc 7 ; Pendergrass Rion 8 ; Pulford, David 9 ; Raghavan Neha 10 ; Huertas-Vazquez, Adriana 10 ; Jae-Hoon, Sul 10 ; Hu, Xinli 11 ; Mozaffari Sahar 13 ; Waterworth, Dawn 14 ; Renaud, Nicole 15 ; Obeidat Ma´en 15 ; Ripatti Samuli 1 ; Schleutker Johanna 17 ; Arvas Mikko 19 ; Carpén Olli 20 ; Hinttala Reetta 21 ; Kettunen, Johannes 21 ; Aalto-Setälä Katriina 22 ; Kähönen Mika 22 ; Mäkelä, Johanna 27 ; Kälviäinen Reetta 28 ; Julkunen Valtteri 28 ; Soininen Hilkka 28 ; Remes, Anne 29 ; Hiltunen Mikko 30 ; Peltola Jukka 31 ; Tienari Pentti 32 ; Rinne Juha 33 ; Roosa, Kallionpää 33 ; Abbasi, Ali 3 ; Ziemann, Adam 3 ; Esmaeeli Sahar 3 ; Smaoui Nizar 3 ; Lehtonen, Anne 3 ; Eaton, Susan 5 ; Sanni, Lahdenperä 5 ; van Adelsberg Janet 6 ; Bowers, Natalie 8 ; Teng Edmond 8 ; Pendergrass, Sarah 8 ; Onuralp, Soylemez 10 ; Linden, Kari 11 ; Xu Fanli 9 ; Addis, Laura 9 ; Eicher, John 9 ; Raivio Minna 32 ; Cummings, Beryl 13 ; Partanen Juulia 1 ; Färkkilä Martti 32 ; Koskela Jukka 32 ; Pikkarainen Sampsa 32 ; Jussila Airi 31 ; Kaukinen Katri 31 ; Blomster Timo 29 ; Kiviniemi Mikko 30 ; Voutilainen Markku 33 ; Heap, Graham 3 ; Rahimov Fedik 3 ; Usiskin Keith 6 ; Lu, Tim 8 ; Oh, Danny 8 ; Kalpala Kirsi 11 ; Miller, Melissa 11 ; McCarthy, Linda 9 ; Eklund, Kari 32 ; Palomäki Antti 33 ; Isomäki Pia 31 ; Pirilä, Laura 33 ; Kaipiainen-Seppänen Oili 34 ; Huhtakangas Johanna 29 ; Lertratanakul Apinya 3 ; Close, David 4 ; Hochfeld Marla 6 ; Bing, Nan 11 ; Gordillo, Jorge Esparza 9 ; Pelkonen Margit 28 ; Kauppi, Paula 32 ; Kankaanranta Hannu 31 ; Harju Terttu 29 ; Lahesmaa Riitta 33 ; Mackay, Alex 4 ; Lassi Glenda 4 ; Greenberg, Steven 6 ; Chen, Hubert 8 ; Betts, Joanna 9 ; Ghosh Soumitra 9 ; Mishra Rajashree 9 ; Rüeger Sina 1 ; Niiranen Teemu 35 ; Vaura Felix 35 ; Salomaa Veikko 35 ; Juonala Markus 33 ; Metsärinne Kaj 33 ; Laakso Markku 30 ; Pihlajamäki Jussi 30 ; Gordin, Daniel 32 ; Sinisalo Juha 32 ; Taskinen Marja-Riitta 32 ; Tuomi Tiinamaija 32 ; Challis, Benjamin 4 ; Parkkinen Jaakko 11 ; Miller, Russell 11 ; Chu, Audrey 9 ; Elliott, Amanda 36 ; Rämö, Joel 1 ; Reeve, Mary Pat 1 ; Ruotsalainen Sanni 1 ; Meretoja Tuomo 32 ; Joensuu Heikki 32 ; Aaltonen Lauri 32 ; Mattson, Johanna 32 ; Auranen Annika 31 ; Karihtala Peeter 29 ; Kauppila Saila 29 ; Auvinen Päivi 30 ; Elenius, Klaus 33 ; Popovic Relja 3 ; Riley-Gillis, Bridget 3 ; Schutzman, Jennifer 8 ; Loboda Andrey 10 ; Chhibber Aparna 10 ; Lehtonen Heli 11 ; McDonough, Stefan 11 ; Crohns Marika 12 ; Vuoti Sauli 12 ; Kulkarni Diptee 9 ; Pitkänen Esa 1 ; Kaarniranta Kai 37 ; Turunen, Joni A 32 ; Ollila Terhi 32 ; Seitsonen Sanna 32 ; Uusitalo Hannu 31 ; Aaltonen Vesa 33 ; Uusitalo-Järvinen Hannele 31 ; Luodonpää Marja 29 ; Hautala, Nina 29 ; Liu Mengzhen 3 ; Loomis, Stephanie 5 ; Strauss, Erich 8 ; Chen, Hao 8 ; Podgornaia Anna 10 ; Karjalainen Juha 36 ; Tasanen Kaisa 29 ; Huilaja Laura 29 ; Hannula-Jouppi Katariina 32 ; Salmi Teea 31 ; Peltonen Sirkku 33 ; Koulu Leena 33 ; Wu, Ying 11 ; Choy, David 8 ; Pussinen Pirkko 32 ; Salminen Aino 32 ; Salo Tuula 32 ; Rice, David 32 ; Nieminen Pekka 32 ; Palotie Ulla 32 ; Siponen, Maria 38 ; Suominen Liisa 38 ; Mäntylä Päivi 38 ; Gursoy Ulvi 33 ; Anttonen Vuokko 29 ; Sipilä Kirsi 29 ; Laivuori Hannele 1 ; Kurra Venla 31 ; Heikinheimo Oskari 32 ; Kalliala Ilkka 32 ; Kotaniemi-Talonen Laura 31 ; Nieminen, Kari 31 ; Polo Päivi 33 ; Mäkikallio Kaarin 33 ; Ekholm Eeva 33 ; Vääräsmäki Marja 29 ; Uimari Outi 29 ; Morin-Papunen Laure 29 ; Tuppurainen Marjo 30 ; Kivinen Katja 1 ; Widén, Elisabeth 1 ; Tukiainen Taru 1 ; Liu, Aoxing 1 ; Laakkonen Eija 39 ; Välimäki Niko 40 ; Kumar, Janet 9 ; Ganna, Andrea 1 ; Davis, Justin Wade 3 ; Quarless Danjuma 3 ; Petrovski Slavé 4 ; Wigmore Eleonor 4 ; Mitchell, Adele 5 ; Sun, Benjamin 5 ; Tsai, Ellen 5 ; Baird, Denis 5 ; Bronson, Paola 5 ; Tian Ruoyu 5 ; Huang, Yunfeng 5 ; Elmutaz, Mohammed 6 ; Wadhawan Samir 6 ; Kvikstad Erika 6 ; Caliskan Minal 6 ; Chang, Diana 8 ; Bhangale Tushar 8 ; Shkura Kirill 10 ; Neduva Victor 10 ; Chen, Xing 11 ; Hedman Åsa 11 ; King, Karen S 9 ; Gormley Padhraig 9 ; Liu, Jimmy 9 ; Wang, Clarence 12 ; Xu, Ethan 12 ; Auge Franck 12 ; Chatelain Clement 12 ; Rajpal Deepak 12 ; Liu Dongyu 12 ; Call, Katherine 12 ; Tai-He, Xia 12 ; Brauer, Matt 13 ; Xu Huilei 15 ; Cole, Amy 15 ; Chung, Jonathan 15 ; Jacob Jaison 15 ; de Lange Katrina 15 ; Zierer Jonas 15 ; Kurki Mitja 36 ; Havulinna Aki 1 ; Mehtonen Juha 1 ; Palta Priit 1 ; Shabbeer, Hassan 1 ; Della Briotta Parolo Pietro 1 ; Zhou, Wei 41 ; Maasha Mutaamba 41 ; Lemmelä Susanna 1 ; Rivas, Manuel 42 ; Lehisto Arto 1 ; Llorens, Vincent 1 ; Niemi, Mari E 1 ; Heyne Henrike 1 ; Palin Kimmo 40 ; Garcia-Tabuenca, Javier 43 ; Siirtola Harri 43 ; Kiiskinen Tuomo 1 ; Lee, Jiwoo 36 ; Tsuo Kristin 36 ; Kristiansson Kati 18 ; Hyvärinen Kati 44 ; Ritari Jarmo 44 ; Koskinen Miika 20 ; Pylkäs Katri 45 ; Kalaoja Marita 45 ; Karjalainen Minna 45 ; Mantere Tuomo 21 ; Kangasniemi Eeva 22 ; Heikkinen Sami 46 ; Heron, Samuel 47 ; Jambulingam Dhanaprakash 47 ; Subramaniam, Rathinakannan Venkat 47 ; Pitkänen, Nina 17 ; Terho Perttu 17 ; Soini Sirpa 18 ; Punkka Eero 20 ; Siltanen Sanna 22 ; Teijo, Kuopio 48 ; Jalanko Anu 1 ; Huei-Yi, Shen 1 ; Kajanne Risto 1 ; Aavikko Mervi 1 ; Kanai Masahiro 41 ; Elisa, Lahtela L 1 ; Kaunisto Mari 1 ; Kilpeläinen Elina 1 ; Sipilä, Timo P 1 ; Dada, Oluwaseun Alexander 1 ; Ghazal Awaisa 1 ; Kytölä Anastasia 1 ; Donner Kati 1 ; Loukola Anu 20 ; Laiho Päivi 18 ; Sistonen Tuuli 18 ; Kaiharju Essi 18 ; Laukkanen Markku 18 ; Järvensivu Elina 18 ; Lähteenmäki Sini 18 ; Männikkö Lotta 18 ; Wong, Regis 18 ; Brunfeldt Minna 18 ; Koskelainen Sami 18 ; Hiekkalinna Tero 18 ; Paajanen Teemu 18 ; Pärn Kalle 1 ; Luo Shuang 1 ; Sinha Vishal 1 ; Gracia-Tabuenca, Javier 43 ; Helminen Mika 43 ; Luukkaala Tiina 43 ; Iida, Vähätalo 43 ; Pitkänen Jyrki 1 ; Koivusalo Mirkka 49 ; Smith, Sarah 49 ; Southerington, Tom 49 

 University of Helsinki, Institute for Molecular Medicine Finland, FIMM, HiLIFE, Helsinki, Finland (GRID:grid.7737.4) (ISNI:0000 0004 0410 2071) 
 University of Helsinki, Institute for Molecular Medicine Finland, FIMM, HiLIFE, Helsinki, Finland (GRID:grid.7737.4) (ISNI:0000 0004 0410 2071); University of Helsinki, Clinicum, Department of Public Health, Helsinki, Finland (GRID:grid.7737.4) (ISNI:0000 0004 0410 2071); University of Helsinki, Department of Mathematics and Statistics, Helsinki, Finland (GRID:grid.7737.4) (ISNI:0000 0004 0410 2071) 
 Abbvie, Chicago, USA (GRID:grid.431072.3) (ISNI:0000 0004 0572 4227) 
 Astra Zeneca, Cambridge, UK (GRID:grid.417815.e) (ISNI:0000 0004 5929 4381) 
 Biogen, Cambridge, USA (GRID:grid.417832.b) (ISNI:0000 0004 0384 8146) 
 Bristol Myers Squibb, New York, USA (GRID:grid.419971.3) (ISNI:0000 0004 0374 8313) 
 Boehringer Ingelheim International GmbH, Ingelheim, Germany (GRID:grid.420061.1) (ISNI:0000 0001 2171 7500) 
 Genentech, San Francisco, USA (GRID:grid.418158.1) (ISNI:0000 0004 0534 4718) 
 GlaxoSmithKline, Brentford, UK (GRID:grid.418236.a) (ISNI:0000 0001 2162 0389) 
10  Merck, Kenilworth, USA (GRID:grid.417993.1) (ISNI:0000 0001 2260 0793) 
11  Pfizer, New York, USA (GRID:grid.410513.2) (ISNI:0000 0000 8800 7493) 
12  Sanofi, Paris, France (GRID:grid.417924.d) 
13  Maze Therapeutics, San Francisco, USA (GRID:grid.511646.1) (ISNI:0000 0004 7480 276X) 
14  Janssen Biotech, Beerse, Belgium (GRID:grid.511646.1) 
15  Novartis, Basel, Switzerland (GRID:grid.419481.1) (ISNI:0000 0001 1515 9979) 
16  HiLIFE, University of Helsinki, Helsinki, Finland (GRID:grid.7737.4) (ISNI:0000 0004 0410 2071) 
17  Auria Biobank, University of Turku, Hospital District of Southwest Finland, Turku, Finland (GRID:grid.1374.1) (ISNI:0000 0001 2097 1371); University of Turku, Turku, Finland (GRID:grid.1374.1) (ISNI:0000 0001 2097 1371); Hospital District of Southwest Finland, Turku, Finland (GRID:grid.426612.5) (ISNI:0000 0004 0366 9623) 
18  THL Biobank/The Finnish Institute for Health and Welfare, Helsinki, Finland (GRID:grid.14758.3f) (ISNI:0000 0001 1013 0499) 
19  Finnish Red Cross Blood Service, Finnish Hematology Registry and Clinical Biobank, Helsinki, Finland (GRID:grid.452433.7) (ISNI:0000 0000 9387 9501) 
20  Helsinki Biobank/Helsinki University and Hospital District of Helsinki and Uusimaa, Helsinki, Finland (GRID:grid.424664.6) (ISNI:0000 0004 0410 2290) 
21  University of Oulu, Northern Ostrobothnia Hospital District, Northern Finland Biobank Borealis, Oulu, Finland (GRID:grid.10858.34) (ISNI:0000 0001 0941 4873); University of Oulu, Oulu, Finland (GRID:grid.10858.34) (ISNI:0000 0001 0941 4873); Northern Ostrobothnia Hospital District, Oulu, Finland (GRID:grid.437577.5) (ISNI:0000 0004 0450 6025) 
22  Finnish Clinical Biobank Tampere, University of Tampere, Pirkanmaa Hospital District, Tampere, Finland (GRID:grid.502801.e) (ISNI:0000 0001 2314 6254); University of Tampere, Tampere, Finland (GRID:grid.502801.e) (ISNI:0000 0001 2314 6254); Pirkanmaa Hospital District, Tampere, Finland (GRID:grid.415018.9) (ISNI:0000 0004 0472 1956) 
23  Biobank of Eastern Finland, University of Eastern Finland, Northern Savo Hospital District, Kuopio, Finland (GRID:grid.9668.1) (ISNI:0000 0001 0726 2490); University of Eastern Finland, Kuopio, Finland (GRID:grid.9668.1) (ISNI:0000 0001 0726 2490); Northern Savo Hospital District, Kuopio, Finland (GRID:grid.9668.1) 
24  Central Finland Biobank, University of Jyväskylä, Central Finland Health Care District, Jyväskylä, Finland (GRID:grid.9668.1); University of Jyväskylä, Jyväskylä, Finland (GRID:grid.9681.6) (ISNI:0000 0001 1013 7965); Central Finland Health Care District, Jyväskylä, Finland (GRID:grid.460356.2) (ISNI:0000 0004 0449 0385) 
25  Finnish Biobank Cooperative – FINBB, Helsinki, Finland (GRID:grid.460356.2) 
26  Business Finland, Helsinki, Finland (GRID:grid.511030.6) 
27  Finnish Biobank Cooperative – FINBB, Helsinki, Finland (GRID:grid.415018.9) 
28  Northern Savo Hospital District, Kuopio, Finland (GRID:grid.415018.9) 
29  Northern Ostrobothnia Hospital District, Oulu, Finland (GRID:grid.437577.5) (ISNI:0000 0004 0450 6025) 
30  Northern Savo Hospital District, Kuopio, Finland (GRID:grid.437577.5) 
31  Pirkanmaa Hospital District, Tampere, Finland (GRID:grid.415018.9) (ISNI:0000 0004 0472 1956) 
32  Hospital District of Helsinki and Uusimaa, Helsinki, Finland (GRID:grid.424664.6) (ISNI:0000 0004 0410 2290) 
33  Hospital District of Southwest Finland, Turku, Finland (GRID:grid.426612.5) (ISNI:0000 0004 0366 9623) 
34  Northern Savo Hospital District, Kuopio, Finland (GRID:grid.426612.5) 
35  The National Institute of Health and Welfare, Helsinki, Finland (GRID:grid.14758.3f) (ISNI:0000 0001 1013 0499) 
36  University of Helsinki, Institute for Molecular Medicine Finland, FIMM, HiLIFE, Helsinki, Finland (GRID:grid.7737.4) (ISNI:0000 0004 0410 2071); Broad Institute of MIT and Harvard, Cambridge, USA (GRID:grid.66859.34) (ISNI:0000 0004 0546 1623) 
37  Northern Savo Hospital District, Kuopio, Finland (GRID:grid.7737.4) 
38  Northern Savo Hospital District, Kuopio, Finland (GRID:grid.424664.6) 
39  University of Jyväskylä, Jyväskylä, Finland (GRID:grid.9681.6) (ISNI:0000 0001 1013 7965) 
40  University of Helsinki, Helsinki, Finland (GRID:grid.7737.4) (ISNI:0000 0004 0410 2071) 
41  Broad Institute of MIT and Harvard, Cambridge, USA (GRID:grid.66859.34) (ISNI:0000 0004 0546 1623) 
42  University of Stanford, Stanford, USA (GRID:grid.168010.e) (ISNI:0000000419368956) 
43  University of Tampere, Tampere, Finland (GRID:grid.502801.e) (ISNI:0000 0001 2314 6254) 
44  Finnish Red Cross Blood Service, Helsinki, Finland (GRID:grid.452433.7) (ISNI:0000 0000 9387 9501) 
45  University of Oulu, Oulu, Finland (GRID:grid.10858.34) (ISNI:0000 0001 0941 4873) 
46  University of Eastern Finland, Kuopio, Finland (GRID:grid.9668.1) (ISNI:0000 0001 0726 2490) 
47  University of Turku, Turku, Finland (GRID:grid.1374.1) (ISNI:0000 0001 2097 1371) 
48  Central Finland Biobank, University of Jyväskylä, Central Finland Health Care District, Jyväskylä, Finland (GRID:grid.415018.9); University of Jyväskylä, Jyväskylä, Finland (GRID:grid.9681.6) (ISNI:0000 0001 1013 7965); Central Finland Health Care District, Jyväskylä, Finland (GRID:grid.460356.2) (ISNI:0000 0004 0449 0385) 
49  Finnish Biobank Cooperative – FINBB, Helsinki, Finland (GRID:grid.7737.4) 
Publication year
2022
Publication date
2022
Publisher
Nature Publishing Group
e-ISSN
23993642
Source type
Scholarly Journal
Language of publication
English
ProQuest document ID
2632035805
Copyright
© The Author(s) 2022. This work is published under http://creativecommons.org/licenses/by/4.0/ (the “License”). Notwithstanding the ProQuest Terms and Conditions, you may use this content in accordance with the terms of the License.