Derivation and validation of a simplified predictive index for renal replacement therapy after cardiac surgery

被引:335
作者
Wijeysundera, Duminda N.
Karkouti, Keyvan
Dupuis, Jean-Yves
Rao, Vivek
Chan, Christopher T.
Granton, John T.
Beattie, W. Scott
机构
[1] Toronto Gen Hosp, Dept Anesthesia, Toronto, ON M5G 2C4, Canada
[2] Univ Toronto, Dept Hlth Policy Management & Evaluat, Toronto, ON, Canada
[3] Univ Ottawa, Inst Heart, Dept Anesthesia, Ottawa, ON, Canada
[4] Toronto Gen Hosp, Div Cardiac Surg, Toronto, ON M5G 2C4, Canada
[5] Univ Hlth Network, Div Nephrol, Toronto, ON, Canada
[6] Univ Hlth Network, Div Respirol & Crit Care Med, Toronto, ON, Canada
来源
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION | 2007年 / 297卷 / 16期
关键词
D O I
10.1001/jama.297.16.1801
中图分类号
R5 [内科学];
学科分类号
1002 ; 100201 ;
摘要
Context A predictive index for renal replacement therapy (RRT; hemodialysis or continuous venovenous hemodiafiltration) after cardiac surgery may improve clinical decision making and research design. Objectives To develop a predictive index for RRT using preoperative information. Design, Setting, and Participants Retrospective cohort of 20 131 cardiac surgery patients at 2 hospitals in Ontario, Canada. The derivation cohort consisted of 10 751 patients at Toronto General Hospital (1999-2004). The validation cohorts consisted of 2566 patients at Toronto General Hospital (2004-2005) and 6814 patients at Ottawa Heart Institute (1999-2003). Main Outcome Measure Postoperative RRT. Results RRT rates in the derivation, Toronto validation, and Ottawa validation cohorts were 1.3%, 1.8%, and 2.2%, respectively. Multivariable predictors of RRT were preoperative estimated glomerular filtration rate, diabetes mellitus requiring medication, left ventricular ejection fraction, previous cardiac surgery, procedure, urgency of surgery, and preoperative intra-aortic balloon pump. The predictive index was scored from 0 to 8 points. An estimated glomerular filtration rate less than or equal to 30 mL/min was assigned 2 points; other components were assigned 1 point each: estimated glomerular filtration rate 31 to 60 mL/min, diabetes mellitus, ejection fraction less than or equal to 40%, previous cardiac surgery, procedure other than coronary artery bypass grafting, intra-aortic balloon pump, and nonelective case. Among the 53% of patients with low risk scores (<= 1), the risk of RRT was 0.4%; by comparison, this risk was 10% among the 6% of patients with high-risk scores (>= 4). The predictive index had areas under the receiver operating characteristic curve in the derivation, Toronto validation, and Ottawa validation cohorts of 0.81, 0.78, and 0.78, respectively. When these cohorts were stratified based on index scores, likelihood ratios for RRT were more concordant than observed RRT rates. Conclusions RRT after cardiac surgery is predicted by readily available preoperative information. A simple predictive index based on this information discriminated well between low- and high-risk patients in derivation and validation cohorts. The index had improved generalizability when used to predict likelihood ratios for RRT.
引用
收藏
页码:1801 / 1809
页数:9
相关论文
共 49 条
[1]   Development and validation of a multifactorial risk index for predicting postoperative pneumonia after major noncardiac surgery [J].
Arozullah, AM ;
Khuri, SF ;
Henderson, WG ;
Daley, J .
ANNALS OF INTERNAL MEDICINE, 2001, 135 (10) :847-857
[2]   A review of the use of time-varying covariates in the Fine-Gray subdistribution hazard competing risk regression model [J].
Austin, Peter C. ;
Latouche, Aurelien ;
Fine, Jason P. .
STATISTICS IN MEDICINE, 2020, 39 (02) :103-113
[3]   Perioperative n-acetylcysteine to prevent renal dysfunction in high-risk patients undergoing CABG surgery - A randomized controlled trial [J].
Burns, KEA ;
Chu, MWA ;
Novick, RJ ;
Fox, SA ;
Gallo, K ;
Martin, CM ;
Stitt, LW ;
Heidenheim, A ;
Myers, ML ;
Moist, L .
JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION, 2005, 294 (03) :342-350
[4]   Independent association between acute renal failure and mortality following cardiac surgery [J].
Chertow, GM ;
Levy, EM ;
Hammermeister, KE ;
Grover, F ;
Daley, J .
AMERICAN JOURNAL OF MEDICINE, 1998, 104 (04) :343-348
[5]  
Chertow GM, 1997, CIRCULATION, V95, P878
[6]   PREDICTION OF CREATININE CLEARANCE FROM SERUM CREATININE [J].
COCKCROFT, DW ;
GAULT, MH .
NEPHRON, 1976, 16 (01) :31-41
[7]   THE RISK OF DETERMINING RISK WITH MULTIVARIABLE MODELS [J].
CONCATO, J ;
FEINSTEIN, AR ;
HOLFORD, TR .
ANNALS OF INTERNAL MEDICINE, 1993, 118 (03) :201-210
[8]   Acute renal failure following cardiac surgery [J].
Conlon, PJ ;
Stafford-Smith, M ;
White, WD ;
Newman, MF ;
King, S ;
Winn, MP ;
Landolfo, K .
NEPHROLOGY DIALYSIS TRANSPLANTATION, 1999, 14 (05) :1158-1162
[9]   Estimating the prevalence of low glomerular filtration rate requires attention to the creatinine assay calibration [J].
Coresh, J ;
Eknoyan, G ;
Levey, AS .
JOURNAL OF THE AMERICAN SOCIETY OF NEPHROLOGY, 2002, 13 (11) :2811-2812
[10]  
DeLong ER, 1997, STAT MED, V16, P2645, DOI 10.1002/(SICI)1097-0258(19971215)16:23<2645::AID-SIM696>3.0.CO