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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.
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1 University of Helsinki, Institute for Molecular Medicine Finland, FIMM, HiLIFE, Helsinki, Finland (GRID:grid.7737.4) (ISNI:0000 0004 0410 2071)
2 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)
3 Abbvie, Chicago, USA (GRID:grid.431072.3) (ISNI:0000 0004 0572 4227)
4 Astra Zeneca, Cambridge, UK (GRID:grid.417815.e) (ISNI:0000 0004 5929 4381)
5 Biogen, Cambridge, USA (GRID:grid.417832.b) (ISNI:0000 0004 0384 8146)
6 Bristol Myers Squibb, New York, USA (GRID:grid.419971.3) (ISNI:0000 0004 0374 8313)
7 Boehringer Ingelheim International GmbH, Ingelheim, Germany (GRID:grid.420061.1) (ISNI:0000 0001 2171 7500)
8 Genentech, San Francisco, USA (GRID:grid.418158.1) (ISNI:0000 0004 0534 4718)
9 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)