Development of a Novel Heart Failure Risk Tool: The Barcelona Bio-Heart Failure Risk Calculator (BCN Bio-HF Calculator)

被引:96
作者
Lupon, Josep [1 ,2 ]
de Antonio, Marta [1 ,2 ]
Vila, Joan [3 ,4 ]
Penafiel, Judith [3 ,4 ]
Galan, Amparo [5 ]
Zamora, Elisabet [1 ,2 ]
Urrutia, Agustin [1 ,2 ]
Bayes-Genis, Antoni [1 ,2 ]
机构
[1] Hosp Badalona Germans Trias & Pujol, Heart Failure Unit, Badalona, Spain
[2] Autonomous Univ Barcelona, Dept Med, Barcelona, Spain
[3] Hosp del Mar Med Res Inst IMIM, Barcelona, Spain
[4] CIBER Epidemiol & Publ Hlth, Barcelona, Spain
[5] Hosp Badalona Germans Trias & Pujol, Serv Biochem, Badalona, Spain
来源
PLOS ONE | 2014年 / 9卷 / 01期
关键词
PREDICTING MORTALITY; AMBULATORY PATIENTS; TROPONIN-T; SURVIVAL; VALIDATION; BIOMARKERS; DISCRIMINATION; PERFORMANCE; PROGNOSIS; SCORE;
D O I
10.1371/journal.pone.0085466
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Background: A combination of clinical and routine laboratory data with biomarkers reflecting different pathophysiological pathways may help to refine risk stratification in heart failure (HF). A novel calculator (BCN Bio-HF calculator) incorporating N-terminal pro B-type natriuretic peptide (NT-proBNP, a marker of myocardial stretch), high-sensitivity cardiac troponin T (hs-cTnT, a marker of myocyte injury), and high-sensitivity soluble ST2 (ST2), (reflective of myocardial fibrosis and remodeling) was developed. Methods: Model performance was evaluated using discrimination, calibration, and reclassification tools for 1-, 2-, and 3-year mortality. Ten-fold cross-validation with 1000 bootstrapping was used. Results: The BCN Bio-HF calculator was derived from 864 consecutive outpatients (72% men) with mean age 68.2 +/- 12 years (73%/27% New York Heart Association (NYHA) class I-II/III-IV, LVEF 36%, ischemic etiology 52.2%) and followed for a median of 3.4 years (305 deaths). After an initial evaluation of 23 variables, eight independent models were developed. The variables included in these models were age, sex, NYHA functional class, left ventricular ejection fraction, serum sodium, estimated glomerular filtration rate, hemoglobin, loop diuretic dose, beta-blocker, Angiotensin converting enzyme inhibitor/Angiotensin-2 receptor blocker and statin treatments, and hs-cTnT, ST2, and NT-proBNP levels. The calculator may run with the availability of none, one, two, or the three biomarkers. The calculated risk of death was significantly changed by additive biomarker data. The average C-statistic in cross-validation analysis was 0.79. Conclusions: A new HF risk-calculator that incorporates available biomarkers reflecting different pathophysiological pathways better allowed individual prediction of death at 1, 2, and 3 years.
引用
收藏
页数:8
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共 23 条
  • [21] Predicting heart failure outcome from cardiac and comorbid conditions: The 3C-HF score
    Senni, Michele
    Parrella, Piervirgilio
    De Maria, Renata
    Cottini, Ciro
    Boehm, Michael
    Ponikowski, Piotr
    Filippatos, Gerasimos
    Tribouilloy, Christophe
    Di Lenarda, Andrea
    Oliva, Fabrizio
    Pulignano, Giovanni
    Cicoira, Mariantonietta
    Nodari, Savina
    Porcu, Maurizio
    Cioffi, Gianni
    Gabrielli, Domenico
    Parodi, Oberdan
    Ferrazzi, Paolo
    Gavazzi, Antonello
    [J]. INTERNATIONAL JOURNAL OF CARDIOLOGY, 2013, 163 (02) : 206 - 211
  • [22] The MUSIC Risk score: a simple method for predicting mortality in ambulatory patients with chronic heart failure
    Vazquez, Rafael
    Bayes-Genis, Antoni
    Cygankiewicz, Iwona
    Pascual-Figal, Domingo
    Grigorian-Shamagian, Lilian
    Pavon, Ricardo
    Gonzalez-Juanatey, Jose R.
    Cubero, Jose M.
    Pastor, Luis
    Ordonez-Llanos, Jordi
    Cinca, Juan
    Bayes de Luna, Antoni
    [J]. EUROPEAN HEART JOURNAL, 2009, 30 (09) : 1088 - 1096
  • [23] Estimated Glomerular Filtration Rate and Prognosis in Heart Failure Value of the Modification of Diet in Renal Disease Study-4, Chronic Kidney Disease Epidemiology Collaboration, and Cockroft-Gault Formulas
    Zamora, Elisabet
    Lupon, Josep
    Vila, Joan
    Urrutia, Agustin
    de Antonio, Marta
    Sanz, Hector
    Grau, Maria
    Ara, Jordi
    Bayes-Genis, Antoni
    [J]. JOURNAL OF THE AMERICAN COLLEGE OF CARDIOLOGY, 2012, 59 (19) : 1709 - 1715