SCORE2 risk prediction algorithms: new models to estimate 10-year risk of cardiovascular disease in Europe
Author:
, Hageman StevenORCID, Pennells LisaORCID, Ojeda FranciscoORCID, Kaptoge StephenORCID, Kuulasmaa KariORCID, de Vries TamarORCID, Xu ZheORCID, Kee Frank, Chung RyanORCID, Wood AngelaORCID, McEvoy John William, Veronesi GiovanniORCID, Bolton Thomas, Achenbach Stephan, Aleksandrova Krasimira, Amiano Pilar, Sebastian Donostia-San, Amouyel PhilippeORCID, Andersson Jonas, Bakker Stephan J LORCID, Da Providencia Costa Rui Bebiano, Beulens Joline W JORCID, Blaha Michael, Bobak MartinORCID, Boer Jolanda M AORCID, Bonet Catalina, Bonnet FabriceORCID, Boutron-Ruault Marie-ChristineORCID, Braaten Tonje, Brenner HermannORCID, Brunner FabianORCID, Brunner Eric JORCID, Brunström Mattias, Buring Julie, Butterworth Adam SORCID, Capkova NadezdaORCID, Cesana GiancarloORCID, Chrysohoou ChristinaORCID, Colorado-Yohar SandraORCID, Cook Nancy RORCID, Cooper Cyrus, Dahm Christina CORCID, Davidson KarinaORCID, Dennison Elaine, Di Castelnuovo AugustoORCID, Donfrancesco ChiaraORCID, Dörr Marcus, Doryńska Agnieszka, Eliasson Mats, Engström Gunnar, Ferrari PietroORCID, Ferrario MarcoORCID, Ford IanORCID, Fu Michael, Gansevoort Ron T, Giampaoli SimonaORCID, Gillum Richard FORCID, Gómez de la Cámara Agustin, Grassi GuidoORCID, Hansson Per-OlofORCID, Huculeci RaduORCID, Hveem Kristian, Iacoviello LiciaORCID, Ikram M Kamran, Jørgensen Torben, Joseph BijoyORCID, Jousilahti Pekka, Wouter Jukema J, Kaaks RudolfORCID, Katzke VerenaORCID, Kavousi Maryam, Kiechl StefanORCID, Klotsche Jens, König Wolfgang, Kronmal Richard AORCID, Kubinova Ruzena, Kucharska-Newton AnnaORCID, Läll Kristi, Lehmann Nils, Leistner David, Linneberg AllanORCID, Pablos David Lora, Lorenz ThiessORCID, Lu Wentian, Luksiene DaliaORCID, Lyngbakken MagnusORCID, Magnussen ChristinaORCID, Malyutina Sofia, Ibañez Alejandro Marín, Masala GiovannaORCID, Mathiesen Ellisiv BORCID, Matsushita KuniORCID, Meade Tom W, Melander Olle, Meyer Haakon E, Moons Karel G M, Moreno-Iribas Conchi, Muller David, Münzel Thomas, Nikitin Yury, Nordestgaard Børge G, Omland TorbjørnORCID, Onland Charlotte, Overvad KimORCID, Packard ChrisORCID, Pająk Andrzej, Palmieri Luigi, Panagiotakos DemosthenesORCID, Panico SalvatoreORCID, Perez-Cornago AuroraORCID, Peters AnnetteORCID, Pietilä Arto, Pikhart , Hynek, Psaty Bruce M, Quarti-Trevano FoscaORCID, Garcia J Ramón Quirós, Riboli ElioORCID, Ridker Paul M, Rodriguez Beatriz, Rodriguez-Barranco MiguelORCID, Rosengren AnnikaORCID, Roussel Ronan, Sacerdote CarlottaORCID, Sans SusanaORCID, Sattar NaveedORCID, Schiborn CatarinaORCID, Schmidt Börge, Schöttker Ben, Schulze MatthiasORCID, Schwartz Joseph E, Selmer Randi MarieORCID, Shea Steven, Shipley Martin J, Sieri SabinaORCID, Söderberg Stefan, Sofat Reecha, Tamosiunas Abdonas, Thorand BarbaraORCID, Tillmann TaaviORCID, Tjønneland Anne, Tong Tammy Y NORCID, Trichopoulou AntoniaORCID, Tumino Rosario, Tunstall-Pedoe HughORCID, Tybjaerg-Hansen Anne, Tzoulaki Joanna, van der Heijden Amber, van der Schouw Yvonne TORCID, Verschuren W M MoniqueORCID, Völzke Henry, Waldeyer Christoph, Wareham Nicholas J, Weiderpass ElisabeteORCID, Weidinger Franz, Wild Philipp, Willeit JohannORCID, Willeit PeterORCID, Wilsgaard Tom, Woodward Mark, Zeller Tanja, Zhang DudanORCID, Zhou Bin, Dendale PaulORCID, Ference Brian A, Halle MartinORCID, Timmis AdamORCID, Vardas Panos, Danesh John, Graham IanORCID, Salomaa Veikko, Visseren Frank, De Bacquer Dirk, Blankenberg Stefan, Dorresteijn JannickORCID, Di Angelantonio EmanueleORCID
Abstract
Abstract
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.
Funder
British Heart Foundation BHF Centre of Research Excellence UK Medical Research Council National Institute for Health Research Cambridge Biomedical Research Centre Wellcome Trust National Institute on Aging
Publisher
Oxford University Press (OUP)
Subject
Cardiology and Cardiovascular Medicine
Cited by
713 articles.
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