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

Julie E. Buring, Karel G.M. Moons, Pietro Ferrari, Anne Tjønneland, Kim Overvad, Marie‐Christine Boutron‐Ruault, Antonia Trichopoulou, Carlotta Sacerdote, ­Rosario ­Tumino, Pilar Amiano, Elio Ríboli, Christina Chrysohoou, Gunnar Engström, Olle Melander, Hermann Brenner, Mattias Brunström, Guıdo Grassı, Elisabete Weiderpass, Verena Katzke, Aurora Perez‐Cornago, Giovanna Masala, Tonje Braaten, Stephan J. L. Bakker, Annika Rosengren, Stephen Kaptoge, Emanuele Di Angelantonio, Paul Dendale, John W. McEvoy, J. Wouter Jukema, Adam Timmis, Joseph E. Schwartz, Karina W. Davidson, M. Kamran Ikram, Thomas Münzel, Christina C. Dahm, Michael Fu, Stephan Achenbach, Stefan Blankenberg, Torbjørn Omland, Mark Woodward, Ron T. Gansevoort, Ian Ford, Tanja Zeller, Francisco Ojeda, Philipp S. Wild, Bruce M. Psaty, Philippe Amouyel, Rudolf Kaaks, David C. Muller, Børge G. Nordestgaard, Michael J. Blaha, Susana Sans, Torben Jørgensen, Anne Tybjærg‐Hansen, Ian Graham, W. M. Monique Verschuren, Brian A. Ference, Chris J. Packard, Peter Willeit, Adam S. Butterworth, Frank L.J. Visseren, Naveed Sattar, Dirk De Bacquer, Simona Giampaoli, Maryam Kavousi, Andrzej Pająk, Steven Shea, Cyrus Cooper, Ben Schöttker, Ellisiv B. Mathiesen, Richard F. Gillum, Helmut E. Meyer, Nicholas J. Wareham, Richard A. Kronmal, Demosthenes B. Panagiotakos, Frank Kee, Stefan Kiechl, Johann Willeit, Sabina Sieri, Licia Iacoviello, Annette Peters, Růžena Kubínová, Eric J. Brunner, Martin Bobák, Jolanda M.A. Boer, Allan Linneberg, Salvatore Panico, Marcus Dörr, Martin J. Shipley, Magnus Nakrem Lyngbakken, Angela Wood, Nancy R. Cook, Kristi Läll, Beatriz L. Rodríguez, Elaine Dennison, Thomas Bolton, Veikko Salomaa, Fabrice Bonnet, Kristian Hveem, David M. Leistner, Martin Halle, Matthias B. Schulze, Radu Huculeci, Tom Meade, Pekka Jousilahti, Joline W. J. Beulens, Taavi Tillmann, Ronan Roussel, Barbara Thorand, Yvonne T. van der Schouw, Giovanni Veronesi, Arto Pietilä, Anna Kucharska‐Newton, Bin Zhou, Luigi Palmieri, Chiara Donfrancesco, Kari Kuulasmaa, Hugh Tunstall‐Pedoe, Maurizio Ferrario, Franz Weidinger, Naděžda Čapková, Dalia Lukšienė, Sofia Malyutina, Hynek Pikhart, Tom Wilsgaard, Fabian J. Brunner, Thiess Lorenz, Christoph Waldeyer, Tamar I. de Vries, Randi Selmer, Steven H J Hageman, Lisa Pennells, Zhe Xu, Jannick A N Dorresteijn, Ryan Chung, Krasimira Aleksandrova, Donostia-San Sebastián, Jonas Andersson, Rui Bebiano Da Providencia Costa, Catalina Bonet, Giancarlo Cesana, Sandra M. Colorado‐Yohar, Augusto Di Castelnuovo, Agnieszka Doryńska, Mats Eliasson, Agustı́n Gómez de la Cámara, Per‐Olof Hansson, Bijoy Joseph, Jens Klotsche, Wolfgang König, Nils Lehmann, David Lora Pablos, Wentian Lu, Christina Magnussen, Alejandro Marín Ibañez, Kuni Matsushita, Conchi Moreno‐Iribas, Y.P. Nikitin, Charlotte Onland, Fosca Quarti‐Trevano, J.R. García, Paul M. Ridker, Miguel Rodríguez‐Barranco, Catarina Schiborn, Börge Schmidt, Stefan Söderberg, Reecha Sofat, Abdonas Tamosiunas, Tammy Y. N. Tong, Joanna Tzoulaki, Amber van der Heijden, Henry Völzke, Christoph Waldeyer, Dudan Zhang, Panos Vardas, John Danesh
2021-05-05

SCID:  54.1/zdhfrqhb
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.
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2021-05-05
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Authors
Julie E. Buring
Karel G.M. Moons
Pietro Ferrari
Anne Tjønneland
Kim Overvad
Marie‐Christine Boutron‐Ruault
Antonia Trichopoulou
Carlotta Sacerdote
­Rosario ­Tumino
Pilar Amiano
Elio Ríboli
Christina Chrysohoou
Gunnar Engström
Olle Melander
Hermann Brenner
Mattias Brunström
Guıdo Grassı
Elisabete Weiderpass
Verena Katzke
Aurora Perez‐Cornago
Giovanna Masala
Tonje Braaten
Stephan J. L. Bakker
Annika Rosengren
Stephen Kaptoge
Emanuele Di Angelantonio
Paul Dendale
John W. McEvoy
J. Wouter Jukema
Adam Timmis
Joseph E. Schwartz
Karina W. Davidson
M. Kamran Ikram
Thomas Münzel
Christina C. Dahm
Michael Fu
Stephan Achenbach
Stefan Blankenberg
Torbjørn Omland
Mark Woodward
Ron T. Gansevoort
Ian Ford
Tanja Zeller
Francisco Ojeda
Philipp S. Wild
Bruce M. Psaty
Philippe Amouyel
Rudolf Kaaks
David C. Muller
Børge G. Nordestgaard
Michael J. Blaha
Susana Sans
Torben Jørgensen
Anne Tybjærg‐Hansen
Ian Graham
W. M. Monique Verschuren
Brian A. Ference
Chris J. Packard
Peter Willeit
Adam S. Butterworth
Frank L.J. Visseren
Naveed Sattar
Dirk De Bacquer
Simona Giampaoli
Maryam Kavousi
Andrzej Pająk
Steven Shea
Cyrus Cooper
Ben Schöttker
Ellisiv B. Mathiesen
Richard F. Gillum
Helmut E. Meyer
Nicholas J. Wareham
Richard A. Kronmal
Demosthenes B. Panagiotakos
Frank Kee
Stefan Kiechl
Johann Willeit
Sabina Sieri
Licia Iacoviello
Annette Peters
Růžena Kubínová
Eric J. Brunner
Martin Bobák
Jolanda M.A. Boer
Allan Linneberg
Salvatore Panico
Marcus Dörr
Martin J. Shipley
Magnus Nakrem Lyngbakken
Angela Wood
Nancy R. Cook
Kristi Läll
Beatriz L. Rodríguez
Elaine Dennison
Thomas Bolton
Veikko Salomaa
Fabrice Bonnet
Kristian Hveem
David M. Leistner
Martin Halle
Matthias B. Schulze
Radu Huculeci
Tom Meade
Pekka Jousilahti
Joline W. J. Beulens
Taavi Tillmann
Ronan Roussel
Barbara Thorand
Yvonne T. van der Schouw
Giovanni Veronesi
Arto Pietilä
Anna Kucharska‐Newton
Bin Zhou
Luigi Palmieri
Chiara Donfrancesco
Kari Kuulasmaa
Hugh Tunstall‐Pedoe
Maurizio Ferrario
Franz Weidinger
Naděžda Čapková
Dalia Lukšienė
Sofia Malyutina
Hynek Pikhart
Tom Wilsgaard
Fabian J. Brunner
Thiess Lorenz
Christoph Waldeyer
Tamar I. de Vries
Randi Selmer
Steven H J Hageman
Lisa Pennells
Zhe Xu
Jannick A N Dorresteijn
Ryan Chung
Krasimira Aleksandrova
Donostia-San Sebastián
Jonas Andersson
Rui Bebiano Da Providencia Costa
Catalina Bonet
Giancarlo Cesana
Sandra M. Colorado‐Yohar
Augusto Di Castelnuovo
Agnieszka Doryńska
Mats Eliasson
Agustı́n Gómez de la Cámara
Per‐Olof Hansson
Bijoy Joseph
Jens Klotsche
Wolfgang König
Nils Lehmann
David Lora Pablos
Wentian Lu
Christina Magnussen
Alejandro Marín Ibañez
Kuni Matsushita
Conchi Moreno‐Iribas
Y.P. Nikitin
Charlotte Onland
Fosca Quarti‐Trevano
J.R. García
Paul M. Ridker
Miguel Rodríguez‐Barranco
Catarina Schiborn
Börge Schmidt
Stefan Söderberg
Reecha Sofat
Abdonas Tamosiunas
Tammy Y. N. Tong
Joanna Tzoulaki
Amber van der Heijden
Henry Völzke
Christoph Waldeyer
Dudan Zhang
Panos Vardas
John Danesh
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