Back to Search Start Over

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