SCORE2 risk prediction algorithms: new models to estimate 10-year risk of cardiovascular disease in Europe

被引:914
作者
Hageman, Steven [1 ]
Pennells, Lisa [2 ]
Ojeda, Francisco [3 ]
Kaptoge, Stephen [2 ]
Kuulasmaa, Kari [4 ]
de Vries, Tamar [1 ]
Xu, Zhe [2 ]
Kee, Frank [5 ]
Chung, Ryan [2 ]
Wood, Angela [2 ]
McEvoy, John William [6 ]
Veronesi, Giovanni [7 ]
Bolton, Thomas [2 ]
Dendale, Paul [8 ]
Ference, Brian A. [2 ]
Halle, Martin [9 ]
Timmis, Adam [10 ]
Vardas, Panos [11 ]
Danesh, John [2 ]
Graham, Ian [12 ]
Salomaa, Veikko [4 ]
Visseren, Frank [1 ]
De Bacquer, Dirk [13 ]
Blankenberg, Stefan [14 ,15 ]
Dorresteijn, Jannick [1 ]
Di Angelantonio, Emanuele [2 ]
Achenbach, Stephan [16 ]
Aleksandrova, Krasimira [16 ,17 ]
Amiano, Pilar [18 ,19 ]
Amouyel, Philippe [20 ]
Andersson, Jonas [21 ]
Bakker, Stephan J. L. [22 ]
Costa, Rui Bebiano Da Providencia [23 ]
Beulens, Joline W. J. [14 ,24 ]
Blaha, Michael [25 ]
Bobak, Martin [4 ,26 ]
Boer, Jolanda M. A. [27 ]
Bonet, Catalina [17 ,28 ]
Bonnet, Fabrice [29 ]
Boutron-Ruault, Marie-Christine [30 ]
Braaten, Tonje [31 ]
Brenner, Hermann [32 ]
Brunner, Fabian [14 ,15 ]
Brunner, Eric J. [26 ]
Brunstrom, Mattias [21 ]
Buring, Julie [33 ]
Butterworth, Adam S. [2 ]
Capkova, Nadezda [34 ]
Cesana, Giancarlo [35 ]
Chrysohoou, Christina [36 ]
机构
[1] Univ Utrecht, Univ Med Ctr Utrecht, Dept Vasc Med, Utrecht, Netherlands
[2] Univ Cambridge, Dept Publ Hlth & Primary Care, Cambridge, England
[3] Univ Heart & Vasc Ctr, Hamburg, Germany
[4] THL Finnish Inst Hlth & Welf, Helsinki, Finland
[5] Queens Univ, Sch Med Dent & Biomed Sci, Belfast, Antrim, North Ireland
[6] Natl Univ Ireland Galway, Galway, Ireland
[7] Univ Insubria, Res Ctr Epidemiol & Prevent Med, Dept Med & Surg, Varese, Italy
[8] Hasselt Univ, Hasselt, Belgium
[9] Tech Univ Munich, Univ Hosp, Klinikum Rechts Isar, Munich, Germany
[10] Queen Mary Univ London, Barts & London Sch Med & Dent, William Harvey Res Inst, London, England
[11] Heraklion Univ Hosp, Iraklion, Greece
[12] Univ Dublin, Trinity Coll Dublin, Sch Med, Dublin, Ireland
[13] Univ Ghent, Dept Publ Hlth & Primary Care, Ghent, Belgium
[14] Univ Heart & Vasc Ctr Hamburg, Hamburg, Germany
[15] German Ctr Cardiovasc Dis DZHK, Partner Site Hamburg Lubeck Kiel, Hamburg, Germany
[16] Friedrich Alexander Univ, Erlangen, Germany
[17] German Inst Human Nutr Potsdam Rehbrucke, Potsdam, Germany
[18] BioDonostia Res Inst, Publ Hlth Div Gipuzkoa, Donostia San Sebastian, Spain
[19] CIBER Epidemiol & Salud Publ CIBERESP, Madrid, Spain
[20] Inst Pasteur, Lille, France
[21] Umea Univ, Dept Publ Hlth & Clin Med, Umea, Sweden
[22] Univ Groningen, Univ Med Ctr Groningen, Dept Internal Med, Groningen, Netherlands
[23] UCL, UCL Inst Hlth Informat Res, London, England
[24] Vrije Univ Amsterdam Med Ctr, Amsterdam Publ Hlth Res Inst, Amsterdam, Netherlands
[25] Johns Hopkins Univ Hosp, Johns Hopkins Ciccarone Ctr Prevent Heart Dis, Baltimore, MD 21287 USA
[26] UCL, Dept Epidemiol & Publ Hlth, London, England
[27] Natl Inst Publ Hlth & Environm RIVM, Bilthoven, Netherlands
[28] Catalan Inst Oncol IDIBELL, Canc Epidemiol Res Program, Unit Nutr & Canc, Barcelona, Spain
[29] Univ Rennes, Univ Hosp Rennes, Dept Endocrinol Diabet Nutr, Rennes, France
[30] INSERM, Ctr Rech Epidemiol & Sante Populat CESP, Paris, France
[31] Arctic Univ Norway, Dept Community Med, Tromso, Norway
[32] German Canc Res Ctr, Div Clin Epidemiol & Aging Res, Heidelberg, Germany
[33] Harvard Univ, Harvard Med Sch, Brigham & Womens Hosp, Boston, MA 02115 USA
[34] Natl Inst Publ Hlth, Prague, Czech Republic
[35] Univ Milano Bicocca, Res Ctr Publ Hlth, Dept Med & Surg, Monza, Italy
[36] Univ Athens, Sch Med, Athens, Greece
[37] IMIB Arrixaca, Dept Epidemiol, Murcia Reg Hlth Council, Murcia, Spain
[38] CIBER Epidemiol & Salud PtibL CIBERESP, Madrid, Spain
[39] Univ Antioquia, Natl Fac Publ Hlth, Res Grp Demog & Hlth, Medellin, Colombia
[40] Univ Southampton, MRC Lifecourse Epidemiol Unit, Southampton, Hants, England
[41] Aarhus Univ, Dept Publ Hlth, Aarhus, Denmark
[42] Northwell Hlth, Feinstein Inst Med Res, New York, NY USA
[43] IRCCS NEUROMED Mediterranean Neurol Inst, Pozzilli, IS, Italy
[44] Natl Inst Hlth, Dept Cardiovasc Endocrine Metab Dis & Aging, Rome, Italy
[45] Univ Greifswald, Univ Med Greifswald, Inst Community Med, Greifswald, Germany
[46] German Ctr Cardiovasc Dis DZHK, Partner Site Greifswald, Greifswald, Germany
[47] German Ctr Cardiovasc Dis DZD, Site Greifswald, Greifswald, Germany
[48] Jagiellonian Univ Med Coll, Fac Hlth Sci, Inst Publ Hlth, Dept Epidemiol & Populat Studies, Krakow, Poland
[49] Univ Umea, Dept Publ Hlth & Clin Med, Umea, Sweden
[50] Lund Univ, Dept Clin Sci Malmo, Malmo, Sweden
基金
英国医学研究理事会; 英国惠康基金;
关键词
Risk prediction; Cardiovascular disease; Primary prevention; 10-year CVD risk; ACUTE CORONARY EVENTS; PRIMARY-CARE; PARTICIPANTS; PROFILE; HEART; VALIDATION; RATIONALE; DESIGN;
D O I
10.1093/eurheartj/ehab309
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Aims The aim of this study was to develop, validate, and illustrate an updated prediction model (SCORE2) to estimate 10-year fatal and non-fatal cardiovascular disease (CVD) risk in individuals without previous CVD or diabetes aged 40-69 years in Europe. Methods and results We derived risk prediction models using individual-participant data from 45 cohorts in 13 countries (677 684 individuals, 30 121 CVD events). We used sex-specific and competing risk-adjusted models, including age, smoking status, systolic blood pressure, and total- and HDL-cholesterol. We defined four risk regions in Europe according to country-specific CVD mortality, recalibrating models to each region using expected incidences and risk factor distributions. Region-specific incidence was estimated using CVD mortality and incidence data on 10 776 466 individuals. For external validation, we analysed data from 25 additional cohorts in 15 European countries (1 133 181 individuals, 43 492 CVD events). After applying the derived risk prediction models to external validation cohorts, C-indices ranged from 0.67 (0.65-0.68) to 0.81 (0.76-0.86). Predicted CVD risk varied several-fold across European regions. For example, the estimated 10-year CVD risk for a 50-year-old smoker, with a systolic blood pressure of 140 mmHg, total cholesterol of 5.5 mmol/L, and HDL-cholesterol of 1.3 mmol/L, ranged from 5.9% for men in low- risk countries to 14.0% for men in very high-risk countries, and from 4.2% for women in low-risk countries to 13.7% for women in very high-risk countries. Conclusion SCORE2-a new algorithm derived, calibrated, and validated to predict 10-year risk of first-onset CVD in European populations-enhances the identification of individuals at higher risk of developing CVD across Europe.
引用
收藏
页码:2439 / 2454
页数:16
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