Improved risk stratification of patients with atrial fibrillation: an integrated GARFIELD-AF tool for the prediction of mortality, stroke and bleed in patients with and without anticoagulation

被引:126
作者
Fox, Keith A. A. [1 ]
Lucas, Joseph E. [2 ]
Pieper, Karen S. [3 ]
Bassand, Jean-Pierre [4 ,5 ]
Camm, A. John [6 ]
Fitzmaurice, David A. [7 ]
Goldhaber, Samuel Z. [8 ,9 ]
Goto, Shinya [10 ]
Haas, Sylvia [11 ]
Hacke, Werner [12 ]
Kayani, Gloria [5 ]
Oto, Ali [13 ]
Mantovani, Lorenzo G. [14 ]
Misselwitz, Frank [15 ]
Piccini, Jonathan P. [3 ]
Turpie, Alexander G. G. [16 ]
Verheugt, Freek W. A. [17 ,18 ]
Kakkar, Ajay K. [5 ,19 ]
Lucas Luciardi, Hector
Gibbs, Harry
Brodmann, Marianne
Cools, Frank
Pereira Barretto, Antonio Carlos
Connolly, Stuart J.
Spyropoulos, Alex
Eikelboom, John
Corbalan, Ramon
Hu, Dayi
Jansky, Petr
Nielsen, Jorn Dalsgaard
Ragy, Hany
Raatikainen, Pekka
Le Heuzey, Jean-Yves
Darius, Harald
Keltai, Matyas
Kakkar, Sanjay
Sawhney, Jitendra Pal Singh
Agnelli, Giancarlo
Ambrosio, Giuseppe
Koretsune, Yukihiro
Sanchez Diaz, Carlos Jerjes
Ten Cate, Hugo
Atar, Dan
Stepinska, Janina
Panchenko, Elizaveta
Lim, Toon Wei
Jacobson, Barry
Oh, Seil
Vinolas, Xavier
Rosenqvist, Marten
机构
[1] Univ Edinburgh, Edinburgh Ctr Cardiovasc Sci, Edinburgh, Midlothian, Scotland
[2] Duke Univ, Dept Stat Sci, Durham, NC USA
[3] Duke Clin Res Inst, Dept Stat Res Sci, Durham, NC USA
[4] Univ BesanA On, Dept Cardiol, Besana On, France
[5] TRI, Dept Clin Res, London, England
[6] St Georges Univ London, Dept Clin Cardiol, London, England
[7] Univ Warwick, Warwick Med Sch, Dept Cardioresp Primary Care, Coventry, W Midlands, England
[8] Brigham & Womens Hosp, Dept Med, 75 Francis St, Boston, MA 02115 USA
[9] Harvard Med Sch, Boston, MA USA
[10] Tokai Univ, Dept Med, Hiratsuka, Kanagawa, Japan
[11] Tech Univ Munich, Dept Med, Munich, Germany
[12] Heidelberg Univ, Dept Neurol, Heidelberg, Germany
[13] Hacettepe Univ, Dept Cardiol, Ankara, Turkey
[14] Univ Milano Bicocca, Dept Stat & Quantitat Methods, Milan, Italy
[15] Bayer AG, Dept Cardiovasc & Coagulat, Berlin, Germany
[16] McMaster Univ, Dept Med, Hamilton, ON, Canada
[17] Univ Hosp, Dept Cardiol, Nijmegen, Netherlands
[18] Onze Lieve Vrouw Hosp, Dept Cardiol, Amsterdam, Netherlands
[19] UCL, Dept Surg, London, England
关键词
INFORMED TREATMENT; OUTCOMES REGISTRY; TREATMENT PATTERNS; VS; WARFARIN; SCORE; RIVAROXABAN; MANAGEMENT; APIXABAN; EDOXABAN; SCHEMES;
D O I
10.1136/bmjopen-2017-017157
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Objectives To provide an accurate, web-based tool for stratifying patients with atrial fibrillation to facilitate decisions on the potential benefits/risks of anticoagulation, based on mortality, stroke and bleeding risks. Design The new tool was developed, using stepwise regression, for all and then applied to lower risk patients. C-statistics were compared with CHA 2 DS 2 -VASc using 30-fold cross-validation to control for overfitting. External validation was undertaken in an independent dataset, Outcome Registry for Better Informed Treatment of Atrial Fibrillation (ORBIT-AF). Participants Data from 39 898 patients enrolled in the prospective GARFIELD-AF registry provided the basis for deriving and validating an integrated risk tool to predict stroke risk, mortality and bleeding risk. Results The discriminatory value of the GARFIELD-AF risk model was superior to CHA 2 DS 2 -VASc for patients with or without anticoagulation. C-statistics (95% CI) for all-cause mortality, ischaemic stroke/systemic embolism and haemorrhagic stroke/major bleeding (treated patients) were: 0.77 (0.76 to 0.78), 0.69 (0.67 to 0.71) and 0.66 (0.62 to 0.69), respectively, for the GARFIELDAF risk models, and 0.66 (0.64-0.67), 0.64 (0.61-0.66) and 0.64 (0.61-0.68), respectively, for CHA 2 DS 2-VASc (or HAS-BLED for bleeding). In very low to low risk patients (CHA 2 DS 2-VASc 0 or 1 (men) and 1 or 2 (women)), the CHA 2 DS 2 -VASc and HAS-BLED (for bleeding) scores offered weak discriminatory value for mortality, stroke/systemic embolism and major bleeding. C-statistics for the GARFIELD-AF risk tool were 0.69 (0.64 to 0.75), 0.65 (0.56 to 0.73) and 0.60 (0.47 to 0.73) for each end point, respectively, versus 0.50 (0.45 to 0.55), 0.59 (0.50 to 0.67) and 0.55 (0.53 to 0.56) for CHA 2 DS 2 -VASc (or HAS-BLED for bleeding). Upon validation in the ORBIT-AF population, C-statistics showed that the GARFIELD-AF risk tool was effective for predicting 1-year all-cause mortality using the full and simplified model for all-cause mortality: C-statistics 0.75 (0.73 to 0.77) and 0.75 (0.73 to 0.77), respectively, and for predicting for any stroke or systemic embolism over 1 year, C-statistics 0.68 (0.62 to 0.74). Conclusions Performance of the GARFIELD-AF risk tool was superior to CHA 2 DS 2-VASc in predicting stroke and mortality and superior to HAS-BLED for bleeding, overall and in lower risk patients. The GARFIELD-AF tool has the potential for incorporation in routine electronic systems, and for the first time, permits simultaneous evaluation of ischaemic stroke, mortality and bleeding risks.
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页数:11
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