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Equalization of four cardiovascular risk algorithms after systematic recalibration: Individual-participant meta-analysis of 86 prospective studies
Authors :
Pennells, Lisa Kaptoge, Stephen Wood, Angela Sweeting, Mike Zhao, Xiaohui White, Ian Burgess, Stephen Willeit, Peter Bolton, Thomas Moons, Karel G.M. Van Der Schouw, Yvonne T. Selmer, Randi Khaw, Kay Tee Gudnason, Vilmundur Assmann, Gerd Amouyel, Philippe Salomaa, Veikko Kivimaki, Mika Nordestgaard, Børge G. Blaha, Michael J. Kuller, Lewis H. Brenner, Hermann Gillum, Richard F. Meisinger, Christa Ford, Ian Knuiman, Matthew W. Rosengren, Annika Lawlor, Debbie A. Völzke, Henry Cooper, Cyrus Marín Ibañez, Alejandro Casiglia, Edoardo Kauhanen, Jussi Cooper, Jackie A. Rodriguez, Beatriz Sundström, Johan Barrett-Connor, Elizabeth Dankner, Rachel Nietert, Paul J. Davidson, Karina W. Wallace, Robert B. Blazer, Dan G. Björkelund, Cecilia Donfrancesco, Chiara Krumholz, Harlan M. Nissinen, Aulikki Davis, Barry R. Coady, Sean Whincup, Peter H. Jørgensen, Torben Ducimetiere, Pierre Trevisan, Maurizio Engström, Gunnar Crespo, Carlos J. Meade, Tom W. Visser, Marjolein Kromhout, Daan Kiechl, Stefan Daimon, Makoto Price, Jackie F. Gómez De La Cámara, Agustin Jukema, J.W. Lamarche, Benoît Onat, Altan Simons, Leon A. Kavousi, Maryam Ben-Shlomo, Yoav Gallacher, John Dekker, Jacqueline M. Arima, Hisatomi Shara, Nawar Tipping, Robert W. Roussel, Ronan Brunner, Eric J. Koenig, Wolfgang Sakurai, Masaru Pavlovic, Jelena Gansevoort, Ron T. Nagel, Dorothea Goldbourt, Uri Barr, Elizabeth L.M. Palmieri, Luigi Njølstad, Inger Sato, Shinichi Monique Verschuren, W.M. Varghese, Cherian V. Graham, Ian Onuma, Oyere Greenland, Philip Woodward, Mark Ezzati, Majid Psaty, Bruce M. Sattar, Naveed Jackson, Rod Ridker, Paul M. Cook, Nancy R. D'Agostino, Ralph B. Thompson, Simon G. Danesh, John Di Angelantonio, Emanuele Simpson, Lara M. Pressel, Sara L. Couper, David J. Nambi, Vijay Matsushita, Kunihiro Folsom, Aaron R. Shaw, Jonathan E. Magliano, Dianna J. Zimmet, Paul Z. Wannamethee, S.G. Willeit, Johann Santer, Peter Egger, Georg Casas, Juan Pablo Amuzu, Antointtte Tikhonoff, Valérie Sutherland, Susan E. Cushman, Mary Søgaard, Anne Johanne Håheim, Lise Lund Ariansen, Inger Tybjærg-Hansen, Anne Jensen, Gorm B. Schnohr, Peter Giampaoli, Simona Vanuzzo, Diego Panico, Salvatore Balkau, Beverley Bonnet, Fabrice Marre, Michel De La Cámara, Agustin Gómez Rubio Herrera, Miguel Angel Friedlander, Yechiel McCallum, John McLachlan, Stela Guralnik, Jack Phillips, Caroline L. Wareham, Nick Schöttker, Ben Saum, Kai Uwe Holleczek, Bernd Tolonen, Hanna Vartiainen, Erkki Jousilahti, Pekka Harald, Kennet Massaro, Joseph M. Pencina, Michael Vasan, Ramachandran Kayama, Takamasa Kato, Takeo Oizumi, Toshihide Jespersen, Jørgen Møller, Lars Bladbjerg, Else Marie Chetrit, A. Wilhelmsen, Lars Lissner, Lauren Dennison, Elaine Kiyohara, Yutaka Ninomiya, Toshiharu Doi, Yasufumi Nijpels, Giel Stehouwer, Coen D.A. Kazumasa, Yamagishi Iso, Hiroyasu Kurl, Sudhir Tuomainen, Tomi Pekka Salonen, Jukka T. Deeg, Dorly J.H. Nilsson, Peter M. Bo, Hedblad Melander, Olle De Boer, Ian H. DeFilippis, Andrew Paul Watt, Graham Tverdal, Aage Kirkland, Susan Shimbo, Daichi Shaffer, Jonathan Bakker, Stephan J.L. Van Der Harst, Pim Hillege, Hans L. Dallongeville, Jean Schulte, Helmut Trompet, Stella Smit, Roelof A.J. Stott, David J. Després, Jean Pierre Cantin, Bernard Dagenais, Gilles R. Laughlin, Gail Wingard, Deborah Aspelund, Thor Eiriksdottir, Gudny Gudmundsson, Elias Freyr Ikram, Arfan Van Rooij, Frank J.A. Franco, Oscar H. Rueda-Ochoa, Oscar L. Muka, Taulant Glisic, Marija Tunstall-Pedoe, Hugh Howard, Barbara V. Ying, Zhang Jolly, Stacey Davey-Smith, George Can, Günay Yüksel, Hüsniye Nakagawa, Hideaki Morikawa, Yuko Miura, Katsuyuki Ingelsson, Martin Giedraitis, Vilmantas Gaziano, J.M. Shipley, Martin Arndt, Volker Ibañez, Alejandro Marín Geleijnse, Johanna M. Pennells, Lisa Kaptoge, Stephen Wood, Angela Sweeting, Mike Zhao, Xiaohui White, Ian Burgess, Stephen Willeit, Peter Bolton, Thomas Moons, Karel G.M. Van Der Schouw, Yvonne T. Selmer, Randi Khaw, Kay Tee Gudnason, Vilmundur Assmann, Gerd Amouyel, Philippe Salomaa, Veikko Kivimaki, Mika Nordestgaard, Børge G. Blaha, Michael J. Kuller, Lewis H. Brenner, Hermann Gillum, Richard F. Meisinger, Christa Ford, Ian Knuiman, Matthew W. Rosengren, Annika Lawlor, Debbie A. Völzke, Henry Cooper, Cyrus Marín Ibañez, Alejandro Casiglia, Edoardo Kauhanen, Jussi Cooper, Jackie A. Rodriguez, Beatriz Sundström, Johan Barrett-Connor, Elizabeth Dankner, Rachel Nietert, Paul J. Davidson, Karina W. Wallace, Robert B. Blazer, Dan G. Björkelund, Cecilia Donfrancesco, Chiara Krumholz, Harlan M. Nissinen, Aulikki Davis, Barry R. Coady, Sean Whincup, Peter H. Jørgensen, Torben Ducimetiere, Pierre Trevisan, Maurizio Engström, Gunnar Crespo, Carlos J. Meade, Tom W. Visser, Marjolein Kromhout, Daan Kiechl, Stefan Daimon, Makoto Price, Jackie F. Gómez De La Cámara, Agustin Jukema, J.W. Lamarche, Benoît Onat, Altan Simons, Leon A. Kavousi, Maryam Ben-Shlomo, Yoav Gallacher, John Dekker, Jacqueline M. Arima, Hisatomi Shara, Nawar Tipping, Robert W. Roussel, Ronan Brunner, Eric J. Koenig, Wolfgang Sakurai, Masaru Pavlovic, Jelena Gansevoort, Ron T. Nagel, Dorothea Goldbourt, Uri Barr, Elizabeth L.M. Palmieri, Luigi Njølstad, Inger Sato, Shinichi Monique Verschuren, W.M. Varghese, Cherian V. Graham, Ian Onuma, Oyere Greenland, Philip Woodward, Mark Ezzati, Majid Psaty, Bruce M. Sattar, Naveed Jackson, Rod Ridker, Paul M. Cook, Nancy R. D'Agostino, Ralph B. Thompson, Simon G. Danesh, John Di Angelantonio, Emanuele Simpson, Lara M. Pressel, Sara L. Couper, David J. Nambi, Vijay Matsushita, Kunihiro Folsom, Aaron R. Shaw, Jonathan E. Magliano, Dianna J. Zimmet, Paul Z. Wannamethee, S.G. Willeit, Johann Santer, Peter Egger, Georg Casas, Juan Pablo Amuzu, Antointtte Tikhonoff, Valérie Sutherland, Susan E. Cushman, Mary Søgaard, Anne Johanne Håheim, Lise Lund Ariansen, Inger Tybjærg-Hansen, Anne Jensen, Gorm B. Schnohr, Peter Giampaoli, Simona Vanuzzo, Diego Panico, Salvatore Balkau, Beverley Bonnet, Fabrice Marre, Michel De La Cámara, Agustin Gómez Rubio Herrera, Miguel Angel Friedlander, Yechiel McCallum, John McLachlan, Stela Guralnik, Jack Phillips, Caroline L. Wareham, Nick Schöttker, Ben Saum, Kai Uwe Holleczek, Bernd Tolonen, Hanna Vartiainen, Erkki Jousilahti, Pekka Harald, Kennet Massaro, Joseph M. Pencina, Michael Vasan, Ramachandran Kayama, Takamasa Kato, Takeo Oizumi, Toshihide Jespersen, Jørgen Møller, Lars Bladbjerg, Else Marie Chetrit, A. Wilhelmsen, Lars Lissner, Lauren Dennison, Elaine Kiyohara, Yutaka Ninomiya, Toshiharu Doi, Yasufumi Nijpels, Giel Stehouwer, Coen D.A. Kazumasa, Yamagishi Iso, Hiroyasu Kurl, Sudhir Tuomainen, Tomi Pekka Salonen, Jukka T. Deeg, Dorly J.H. Nilsson, Peter M. Bo, Hedblad Melander, Olle De Boer, Ian H. DeFilippis, Andrew Paul Watt, Graham Tverdal, Aage Kirkland, Susan Shimbo, Daichi Shaffer, Jonathan Bakker, Stephan J.L. Van Der Harst, Pim Hillege, Hans L. Dallongeville, Jean Schulte, Helmut Trompet, Stella Smit, Roelof A.J. Stott, David J. Després, Jean Pierre Cantin, Bernard Dagenais, Gilles R. Laughlin, Gail Wingard, Deborah Aspelund, Thor Eiriksdottir, Gudny Gudmundsson, Elias Freyr Ikram, Arfan Van Rooij, Frank J.A. Franco, Oscar H. Rueda-Ochoa, Oscar L. Muka, Taulant Glisic, Marija Tunstall-Pedoe, Hugh Howard, Barbara V. Ying, Zhang Jolly, Stacey Davey-Smith, George Can, Günay Yüksel, Hüsniye Nakagawa, Hideaki Morikawa, Yuko Miura, Katsuyuki Ingelsson, Martin Giedraitis, Vilmantas Gaziano, J.M. Shipley, Martin Arndt, Volker Ibañez, Alejandro Marín Geleijnse, Johanna M.
Source :
ISSN: 0195-668X
Publication Year :
2019
Abstract
Aims There is debate about the optimum algorithm for cardiovascular disease (CVD) risk estimation. We conducted head-to-head comparisons of four algorithms recommended by primary prevention guidelines, before and after 'recalibration', a method that adapts risk algorithms to take account of differences in the risk characteristics of the populations being studied. Methods and results Using individual-participant data on 360 737 participants without CVD at baseline in 86 prospective studies from 22 countries, we compared the Framingham risk score (FRS), Systematic COronary Risk Evaluation (SCORE), pooled cohort equations (PCE), and Reynolds risk score (RRS). We calculated measures of risk discrimination and calibration, and modelled clinical implications of initiating statin therapy in people judged to be at 'high' 10 year CVD risk. Original risk algorithms were recalibrated using the risk factor profile and CVD incidence of target populations. The four algorithms had similar risk discrimination. Before recalibration, FRS, SCORE, and PCE over-predicted CVD risk on average by 10%, 52%, and 41%, respectively, whereas RRS under-predicted by 10%. Original versions of algorithms classified 29-39% of individuals aged ≥40 years as high risk. By contrast, recalibration reduced this proportion to 22-24% for every algorithm. We estimated that to prevent one CVD event, it would be necessary to initiate statin therapy in 44-51 such individuals using original algorithms, in contrast to 37-39 individuals with recalibrated algorithms. Conclusion Before recalibration, the clinical performance of four widely used CVD risk algorithms varied substantially. By contrast, simple recalibration nearly equalized their performance and improved modelled targeting of preventive action to clinical need.
Details
Database :
OAIster
Journal :
ISSN: 0195-668X
Notes :
application/pdf, European Heart Journal 40 (2019) 7, ISSN: 0195-668X, ISSN: 0195-668X, English
Publication Type :
Electronic Resource
Accession number :
edsoai.on1225286409
Document Type :
Electronic Resource