Development and Validation of the DOAC Score: A Novel Bleeding Risk Prediction Tool for Patients With Atrial Fibrillation on Direct-Acting Oral Anticoagulants

被引:52
作者
Aggarwal, Rahul [1 ,2 ]
Ruff, Christian T. [3 ]
Virdone, Saverio [5 ]
Perreault, Sylvie [6 ]
Kakkar, Ajay K. [5 ,7 ]
Palazzolo, Michael G. [3 ]
Dorais, Marc [8 ]
Kayani, Gloria [5 ]
Singer, Daniel E. [4 ]
Secemsky, Eric [1 ]
Piccini, Jonathan [9 ]
Tahir, Usman A. [1 ]
Shen, Changyu [10 ]
Yeh, Robert W. [1 ,11 ]
机构
[1] Harvard Med Sch, Beth Israel Deaconess Med Ctr, Richard A Susan F Smith Ctr Outcomes Res Cardiol, Div Cardiol, Boston, MA 02115 USA
[2] Harvard Med Sch, Heart & Vasc Ctr, Boston, MA 02215 USA
[3] Harvard Med Sch, Div Cardiovasc Med, TIMI Study Grp, Boston, MA 02215 USA
[4] Harvard Med Sch, Massachusetts Gen Hosp, Div Gen Internal Med, Boston, MA 02215 USA
[5] Thrombosis Res Inst, London, England
[6] Univ Montreal, Fac Pharm, Montreal, PQ, Canada
[7] UCL, Div Surg, London, England
[8] StatSciences Inc, Notre Dame De llle Perro, PQ, Canada
[9] Duke Univ, Duke Clin Res Inst, Durham, NC USA
[10] Biogen Digital Hlth & Worldwide Med, Adv Analyt, Cambridge, England
[11] Harvard Med Sch, Richard A & Susan F Smith Ctr Outcomes Res Cardio, Beth Israel Deaconess Med Ctr, 375 Longwood Ave, Fourth Floor, Boston, MA 02215 USA
关键词
apixaban; atrial fibrillation; dabigatran; DOAC Score; edoxaban; hemorrhage; risk; rivaroxaban; ANTIPLATELET THERAPY; WARFARIN; HEMORRHAGE; DIAGNOSIS; REGISTRY; BENEFIT; STROKE; MODEL;
D O I
10.1161/CIRCULATIONAHA.123.064556
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
BACKGROUND: Current clinical decision tools for assessing bleeding risk in individuals with atrial fibrillation (AF) have limited performance and were developed for individuals treated with warfarin. This study develops and validates a clinical risk score to personalize estimates of bleeding risk for individuals with atrial fibrillation taking direct-acting oral anticoagulants (DOACs).METHODS: Among individuals taking dabigatran 150 mg twice per day from 44 countries and 951 centers in this secondary analysis of the RE-LY trial (Randomized Evaluation of Long-Term Anticoagulation Therapy), a risk score was developed to determine the comparative risk for bleeding on the basis of covariates derived in a Cox proportional hazards model. The risk prediction model was internally validated with bootstrapping. The model was then further developed in the GARFIELD-AF registry (Global Anticoagulant Registry in the Field-Atrial Fibrillation), with individuals taking dabigatran, edoxaban, rivaroxaban, and apixaban. To determine generalizability in external cohorts and among individuals on different DOACs, the risk prediction model was validated in the COMBINE-AF (A Collaboration Between Multiple Institutions to Better Investigate Non-Vitamin K Antagonist Oral Anticoagulant Use in Atrial Fibrillation) pooled clinical trial cohort and the Quebec Regie de l'Assurance Maladie du Quebec and Med-Echo Administrative Databases (RAMQ) administrative database. The primary outcome was major bleeding. The risk score, termed the DOAC Score, was compared with the HAS-BLED score.RESULTS: Of the 5684 patients in RE-LY, 386 (6.8%) experienced a major bleeding event, within a median follow-up of 1.74 years. The prediction model had an optimism-corrected C statistic of 0.73 after internal validation with bootstrapping and was well-calibrated based on visual inspection of calibration plots (goodness-of-fit P=0.57). The DOAC Score assigned points for age, creatinine clearance/glomerular filtration rate, underweight status, stroke/transient ischemic attack/embolism history, diabetes, hypertension, antiplatelet use, nonsteroidal anti-inflammatory use, liver disease, and bleeding history, with each additional point scored associated with a 48.7% (95% CI, 38.9%-59.3%; P<0.001) increase in major bleeding in RE-LY. The score had superior performance to the HAS-BLED score in RE-LY (C statistic, 0.73 versus 0.60; P for difference <0.001) and among 12 296 individuals in GARFIELD-AF (C statistic, 0.71 versus 0.66; P for difference = 0.025). The DOAC Score had stronger predictive performance than the HAS-BLED score in both validation cohorts, including 25 586 individuals in COMBINE-AF (C statistic, 0.67 versus 0.63; P for difference <0.001) and 11 945 individuals in RAMQ (C statistic, 0.65 versus 0.58; P for difference <0.001).CONCLUSIONS: In individuals with atrial fibrillation potentially eligible for DOAC therapy, the DOAC Score can help stratify patients on the basis of expected bleeding risk.
引用
收藏
页码:936 / 946
页数:11
相关论文
共 45 条
[1]  
[Anonymous], A novel user-friendly score (HAS-BLED) to assess 1-year risk of major bleeding in patients with atrial fibrillation - CHEST
[2]  
[Anonymous], SAS Analytics Software
[3]  
[Anonymous], Recommendations | Atrial fibrillation: management | Guidance
[4]   Performance of the HEMORR2HAGES, ATRIA, and HAS-BLED Bleeding Risk-Prediction Scores in Patients With Atrial Fibrillation Undergoing Anticoagulation [J].
Apostolakis, Stavros ;
Lane, Deirdre A. ;
Guo, Yutao ;
Buller, Harry ;
Lip, Gregory Y. H. .
JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 2012, 60 (09) :861-867
[5]   Predicting Thromboembolic and Bleeding Event Risk in Patients with Non-Valvular Atrial Fibrillation: A Systematic Review [J].
Borre, Ethan D. ;
Goode, Adam ;
Raitz, Giselle ;
Shah, Bimal ;
Lowenstern, Angela ;
Chatterjee, Ranee ;
Sharan, Lauren ;
LaPointe, Nancy M. Allen ;
Yapa, Roshini ;
Davis, J. Kelly ;
Lallinger, Kathryn ;
Schmidt, Robyn ;
Kosinski, Andrzej ;
Al-Khatib, Sana M. ;
Sanders, Gillian D. .
THROMBOSIS AND HAEMOSTASIS, 2018, 118 (12) :2171-2187
[6]   Mortality in Patients With Atrial Fibrillation Receiving Nonrecommended Doses of Direct Oral Anticoagulants [J].
Camm, Alan John ;
Cools, Frank ;
Virdone, Saverio ;
Bassand, Jean-Pierre ;
Fitzmaurice, David Andrew ;
Fox, Keith Alexander Arthur ;
Goldhaber, Samuel Zachary ;
Goto, Shinya ;
Haas, Sylvia ;
Mantovani, Lorenzo Giovanni ;
Kayani, Gloria ;
Turpie, Alexander Graham Grierson ;
Verheugt, Freek Willem Antoon ;
Kakkar, Ajay Kumar .
JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 2020, 76 (12) :1425-1436
[7]   Individual Patient Data from the Pivotal Randomized Controlled Trials of Non-Vitamin K Antagonist Oral Anticoagulants in Patients with Atrial Fibrillation (COMBINE AF): Design and Rationale From the COMBINE AF (A Collaboration between Multiple institutions to Better Investigate Non-vitamin K antagonist oral anticoagulant use in Atrial Fibrillation) Investigators [J].
Carnicelli, Anthony P. ;
Hong, Hwanhee ;
Giugliano, Robert P. ;
Connolly, Stuart J. ;
Eikelboom, John ;
Patel, Manesh R. ;
Wallentin, Lars ;
Morrow, David A. ;
Wojdyla, Daniel ;
Hua, Kaiyuan ;
Hohnloser, Stefan H. ;
Oldgren, Jonas ;
Ruff, Christian T. ;
Piccini, Jonathan P. ;
Lopes, Renato D. ;
Alexander, John H. ;
Granger, Christopher B. .
AMERICAN HEART JOURNAL, 2021, 233 :48-58
[8]  
Center for Global Clinical Research Data, Vivli
[9]   Chronic Kidney Disease Diagnosis and Management: A Review [J].
Chen, Teresa K. ;
Knicely, Daphne H. ;
Grams, Morgan E. .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2019, 322 (13) :1294-1304
[10]   Expanding the Recognition and Assessment of Bleeding Events Associated With Antiplatelet Therapy in Primary Care [J].
Cohen, Marc .
MAYO CLINIC PROCEEDINGS, 2009, 84 (02) :149-160