Abstract

OBJECTIVES

Plasma troponins, measured by fourth-generation assays, are associated with increased mortality and morbidity after cardiac surgery. They also offer predictive information in addition to EuroSCORE, a widely used risk model after cardiac surgery. However, preoperatively measured troponin has provided no additional information to postoperative values. Whether these facts hold true also for the high-sensitivity fifth-generation troponin assay and the better calibrated risk model, EuroSCORE II, is unknown. We hypothesized that preoperative and/or postoperative high-sensitivity troponin T (hs-TnT) would increase the predictive value of EuroSCORE II.

METHODS

Consecutive coronary artery bypass grafting (CABG) and other cardiac surgical patients were prospectively enrolled in a university hospital. Plasma samples and EuroSCORE II variables were collected. The primary and secondary end-points were 180-day mortality and any major adverse event within 30 days, and 961-day mortality. The data were analysed by Kaplan–Meier survival curves, regression analyses, receiver operator characteristic curves and decision curve analysis.

RESULTS

Mortality rates in 180 days were 3.5% (15/428) in CABG and 6.4% (14/220) in other cardiac surgical patients. Survival curves differed only in patients with not only high postoperative hs-TnT value (>500 ng/l), but also high preoperative hs-TnT value (>14 ng/l), compared with patients with both hs-TnT values low. Adding hs-TnT to EuroSCORE II improved the prediction of 180-day mortality in other cardiac surgical patients (maximum net benefit of 1.5%), but not in CABG patients. Regarding major adverse events, adding hs-TnT to EuroSCORE II improved the prediction in both CABG patients and other cardiac surgical patients (maximum net benefits of 3 and 7%).

CONCLUSIONS

Elevated postoperative hs-TnT was predictive of mortality only when combined with elevated preoperative hs-TnT. Hs-TnT measurements added information to the EuroSCORE II regarding major adverse events in all cardiac surgical patients and regarding 180-day mortality in non-CABG patients.

INTRODUCTION

Release of troponin T (TnT) into the plasma both pre- and postoperatively, measured by fourth-generation assays, has been associated with increased morbidity and mortality after cardiac surgery [1–5]. Preoperative TnT has not provided any additional predictive value to postoperative TnT values [4]. However, after percutaneous coronary intervention, preoperative troponins, especially with very low cut-off value, have shown greater importance than postoperative values [6]. Currently, most European laboratories are using the fifth-generation high-sensitivity TnT assay (hs-TnT), which permits detection of minor myocardial injury. Detection of low-grade TnT release before cardiac surgery may provide additional predictive information to that obtained from postoperative values.

EuroSCORE has been a widely used risk model in cardiac surgery [7]. Previously, TnT has been reported to provide additional predictive information to EuroSCORE [8]. However, due to changes in patient profiles and advances in treatment, the EuroSCORE overestimates mortality and, therefore, a new better calibrated EuroSCORE II was launched in 2011 [9].

Accordingly, we aimed to assess clinical usefulness of hs-TnT sampling by evaluating, firstly, whether preoperative hs-TnT provides incremental predictive information to postoperative hs-TnT and, secondly, whether either preoperative or postoperative hs-TnT provide incremental predictive information to EuroSCORE II regarding 180-day mortality and 30-day major adverse events (MAEs) in cardiac surgical patients.

METHODS

Study design

This FINNAKI-HEART was a prospective observational study to evaluate the predictive value of myocardial biomarkers. It was a single-centre sub-study of a prospective observational multicentre FINNAKI study [10] concentrating on the kidney. The Ethics Committee in Helsinki University Hospital approved the study. Informed consent was obtained from each patient or their next of kin.

Patients

This study consists of two cohorts of cardiac surgical patients—due to presumably different biomarker profiles: (i) consecutive coronary artery bypass grafting (CABG) patients from 1 September 2011 to 20 June 2012 (a 10-month period), and (ii) consecutive other cardiac surgical patients, except transplantations, implantation of ventricular assist devices and trans-femoral valve implantations, from 1 September 2011 to 31 January 2012 (a 5-month period). Exclusion criteria for both groups were refusal of transfusions, permanent residency abroad or insufficient local language skills, not admitted to intensive care unit (ICU) and no informed consent.

CABG was defined as coronary surgery with no other procedure, except pulmonary vein isolations for selected patients. Other cardiac surgery included all the other procedures performed on patients included in the study.

Biomarkers

We obtained blood samples from artery cannulas before anaesthesia induction and in the first postoperative morning. Plasma was separated, stored in −80°C and shipped on dry ice to Akershus University Hospital for analyses. Hs-TnT levels were determined on an auto-analyser (Cobas e 411) by the commercial assay (Roche Diagnostics, Penzberg, Germany). The lower detection limit is 3 ng/l, and the 99th percentile value with <10% coefficient of variance in healthy subjects is 14 ng/l. The MB fraction of creatinine kinase (CK-MBm) was routinely analysed on the first postoperative morning.

End-points

The primary end-point was all-cause death within 180 days after surgery. By the time we received the 1-year mortality figures for the main FINNAKI study, these sub-study patients were only followed for 6 months. The secondary end-point was any MAE (defined as any cardiac, or neurological complication in the ICU, or renal complication within 5 days, or death, or readmission in the ICU within 30 days after surgery). Cardiac complications comprised postoperative low cardiac output defined as inotropes and/or assist device after the first postoperative morning, or rhythm disturbances demanding treatment other than haemodynamically stable atrial fibrillation. Neurological complications included stroke, transient ischaemic attack or delirium delaying transfer to the ward. Renal complication was defined as KDIGO stage 2–3 acute kidney injury, by either urine output or creatinine, or both criteria [11]. Baseline creatinine was defined as previously published [10].

Data collection

Routine demographic and physiological data were prospectively collected to the Finnish Intensive Care Consortium database (Tieto Ltd, Helsinki, Finland). Mortality within 180 days was obtained from Population Register Centre. For clinical variables we used an additional study-specific case report form, as well as electronic anaesthesia and intensive care patient data management system (PICIS, Wakefield, MA, USA, and Dräger Medical, Lübeck, Germany) and electronic case histories.

We performed the study sample size calculation based on logistic regression analysis of three variables (EuroSCORE II, pre- and postoperative hs-TnT) and 180-day mortality (5% in 2005) after CABG (the primary study population). There should be at least eight primary end-points (i.e. deaths) for each variable [12]. Thus, we estimated that 480 CABG patients (24 deaths) would be adequate. Additionally, to increase the number of end-points, we used a secondary longer follow-up (∼2.5 years).

Statistical analysis

Variables are expressed as medians and interquartile ranges. For comparisons of continuous variables we used the Mann–Whitney U-test, and for categorical data, the χ2 test or Fisher's exact test, when appropriate. Two-sided P value of <0.05 was considered significant.

Firstly, we explored the association of hs-TnT with outcome by Kaplan–Meier plots comparing groups by the Breslow test. For these analyses, we divided patients into four groups according to preoperative (Low/High) and postoperative (Low/High) hs-TnT values. The threshold for preoperative values was the 99th percentile upper reference limit (URL) of the current assay (14 ng/l). For postoperative values, we used a threshold of 500 ng/l that has previously been predictive of mortality [13]. Then, we repeated the analysis using another previously suggested higher postoperative threshold of 1400 ng/l (100 × URL) [14].

Secondly, we analysed pre- and postoperative hs-TnT and EuroSCORE II as covariates (as continuous variables) by logistic regression using separately 180-day mortality and 30-day MAEs as the end-points.

Thirdly, we calculated areas under the curve of receiver operator characteristics (AUROC) of EuroSCORE II, pre- and postoperative hs-TnT, and postoperative CK-MBm. Fourthly, we created several logistic regression models: EuroSCORE II was recalibrated to predict separately 180-day mortality and MAEs in our data set by using EuroSCORE II as the only covariate in the analyses, and combined models were created by using EuroSCORE II with pre- and postoperative hs-TnT, and with postoperative CK-MBm as covariates (as continuous variables). Fifthly, we report cut-off points for troponins at negative predictive values of 90% when appropriate.

Sixthly, AUROCs were explored by non-parametric pair-wise comparisons. Seventhly, to overcome the insensitivity of the comparison between AUROCs, and to assess the clinical utility of the information gained by combined models, we used decision curve analysis [15]. Eighthly, all the analyses were repeated with the 2.5-year (961-day) mortality as the end-point. As a sensitivity analysis, Kaplan–Meier curves and AUROCs were re-analysed after exclusion of patients with atrial ablation procedures.

Statistical analyses were made by IBM SPSS Statistics 22, MedCalc Statistical Software 13.0 (MedCalc Software bvba, Ostend, Belgium); and R 3.1.0 (R Development Core Team, Vienna, Austria).

RESULTS

During the study period, 428 CABG patients and 220 other cardiac surgical patients were included (Fig. 1). Of the other cardiac surgical patients, 140 (63.6%) had only valve surgery, 53 (24.1%) had valve and coronary surgery, 16 (7.3%) had surgery on the thoracic aorta and 11 (5.0%) had other procedures. Demographic and perioperative variables are presented in Table 1. The predetermined preoperative threshold value (14 ng/l) for hs-TnT was exceeded in 225/416 (54%) of CABG patients, and in 100/209 (48%) of other cardiac surgical patients. In 165/423 (39%) of CABG patients and in 130/212 (61%) of other cardiac surgical patients the postoperative hs-TnT exceeded the predetermined primary threshold (500 ng/l).

Table 1:

Patient characteristics and perioperative variables in numbers (percentage) and medians [interquartile range]

Coronary artery bypass graftingOther cardiac surgery
Patient characteristics
 No. of patients428220
 Age (years)68 [61–75]67 [58–78]
 Female sex86 (20.1)76 (34.5)
 Body mass index27.7 [24.6–31.0]25.6 [23.4–29.4]
 Hypertension294 (68.7)124 (56.4)
 LVEF (>50, 31–50, 21–30, <20)291, 114, 20, 3 (68.0, 26.6, 4.7, 0.7)181, 33, 5, 1 (82.3, 15.0, 2.3, 1.0)
 Peripheral vascular disease84 (19.6)24 (10.9)
 Chronic obstructive pulmonary disease46 (10.7)18 (8.2)
 Insulin-dependent diabetes mellitus51 (11.9)13 (5.9)
 GFR/ml/min (Cockcroft-Gault)83 [66–111]79 [60–102]
 NYHA class 1–416, 114, 165, 133 (3.7, 26.6, 38.6, 31.1)1, 30, 84, 70 (0.5, 13.6, 38.2, 31.8)
 CCS class 4186 (43.5)16 (7.3)
 Active endocarditis0 (0)11 (5.0)
 Poor mobility8 (1.9)6 (2.7)
 Prior cardiac surgery3 (0.7)20 (9.1)
 Urgency (elective, urgent, emergency, salvage)215, 185, 27, 1 (50.2, 43.2, 6.3, 0.2)169, 29, 21, 1 (76.8, 13.2, 9.5, 0.5)
 Cardiogenic shock7 (1.6)9 (4.1)
 Intra-aortic balloon pump13 (3.0)7 (3.2)
 Preoperative hs-TnT (ng/l)15 [8–71]13 [8–28]
 EuroSCORE II2.2 [1.2–4.3]2.6 [1.5–6.6]
Perioperative variables
 Aortic occlusion time (min)59 [45–74]90 [64–122]
 Cardiopulmonary bypass time (min)84 [65–102]132 [96–171]
Postoperative variables
 Postoperative hs-TnT (ng/l)364 [224–806]603 [379–1124]
 Postoperative CK-MBm14 [9–26]23 [16–42]
 Complications
  Cardiac in the ICU68 (15.9)65 (29.5)
  Neurologic in the ICU31 (7.2)19 (8.6)
  Renal in 5 days29 (6.8)28 (13.2)
 Readmission in the ICU in 30 days24 (5.6)3 (3.2)
 Major adverse event in 30 days108 (25.2)86 (39.1)
 30-day mortality7 (1.6)7 (3.2)
 180-day mortality15 (3.5%)14 (6.4%)
 961-day mortality34 (7.9%)28 (12.7%)
Coronary artery bypass graftingOther cardiac surgery
Patient characteristics
 No. of patients428220
 Age (years)68 [61–75]67 [58–78]
 Female sex86 (20.1)76 (34.5)
 Body mass index27.7 [24.6–31.0]25.6 [23.4–29.4]
 Hypertension294 (68.7)124 (56.4)
 LVEF (>50, 31–50, 21–30, <20)291, 114, 20, 3 (68.0, 26.6, 4.7, 0.7)181, 33, 5, 1 (82.3, 15.0, 2.3, 1.0)
 Peripheral vascular disease84 (19.6)24 (10.9)
 Chronic obstructive pulmonary disease46 (10.7)18 (8.2)
 Insulin-dependent diabetes mellitus51 (11.9)13 (5.9)
 GFR/ml/min (Cockcroft-Gault)83 [66–111]79 [60–102]
 NYHA class 1–416, 114, 165, 133 (3.7, 26.6, 38.6, 31.1)1, 30, 84, 70 (0.5, 13.6, 38.2, 31.8)
 CCS class 4186 (43.5)16 (7.3)
 Active endocarditis0 (0)11 (5.0)
 Poor mobility8 (1.9)6 (2.7)
 Prior cardiac surgery3 (0.7)20 (9.1)
 Urgency (elective, urgent, emergency, salvage)215, 185, 27, 1 (50.2, 43.2, 6.3, 0.2)169, 29, 21, 1 (76.8, 13.2, 9.5, 0.5)
 Cardiogenic shock7 (1.6)9 (4.1)
 Intra-aortic balloon pump13 (3.0)7 (3.2)
 Preoperative hs-TnT (ng/l)15 [8–71]13 [8–28]
 EuroSCORE II2.2 [1.2–4.3]2.6 [1.5–6.6]
Perioperative variables
 Aortic occlusion time (min)59 [45–74]90 [64–122]
 Cardiopulmonary bypass time (min)84 [65–102]132 [96–171]
Postoperative variables
 Postoperative hs-TnT (ng/l)364 [224–806]603 [379–1124]
 Postoperative CK-MBm14 [9–26]23 [16–42]
 Complications
  Cardiac in the ICU68 (15.9)65 (29.5)
  Neurologic in the ICU31 (7.2)19 (8.6)
  Renal in 5 days29 (6.8)28 (13.2)
 Readmission in the ICU in 30 days24 (5.6)3 (3.2)
 Major adverse event in 30 days108 (25.2)86 (39.1)
 30-day mortality7 (1.6)7 (3.2)
 180-day mortality15 (3.5%)14 (6.4%)
 961-day mortality34 (7.9%)28 (12.7%)

CCS: Canadian Cardiovascular Society Angina Scaling Score; CK-MBm: MB fraction of creatine kinase; GFR: glomerular filtration rate; hs-TnT: high-sensitivity cardiac troponin T; ICU: intensive care unit; LVEF: preoperative left ventricular ejection fraction; NYHA: New York Heart Association Functional Classification of Heart Failure Symptoms.

Table 1:

Patient characteristics and perioperative variables in numbers (percentage) and medians [interquartile range]

Coronary artery bypass graftingOther cardiac surgery
Patient characteristics
 No. of patients428220
 Age (years)68 [61–75]67 [58–78]
 Female sex86 (20.1)76 (34.5)
 Body mass index27.7 [24.6–31.0]25.6 [23.4–29.4]
 Hypertension294 (68.7)124 (56.4)
 LVEF (>50, 31–50, 21–30, <20)291, 114, 20, 3 (68.0, 26.6, 4.7, 0.7)181, 33, 5, 1 (82.3, 15.0, 2.3, 1.0)
 Peripheral vascular disease84 (19.6)24 (10.9)
 Chronic obstructive pulmonary disease46 (10.7)18 (8.2)
 Insulin-dependent diabetes mellitus51 (11.9)13 (5.9)
 GFR/ml/min (Cockcroft-Gault)83 [66–111]79 [60–102]
 NYHA class 1–416, 114, 165, 133 (3.7, 26.6, 38.6, 31.1)1, 30, 84, 70 (0.5, 13.6, 38.2, 31.8)
 CCS class 4186 (43.5)16 (7.3)
 Active endocarditis0 (0)11 (5.0)
 Poor mobility8 (1.9)6 (2.7)
 Prior cardiac surgery3 (0.7)20 (9.1)
 Urgency (elective, urgent, emergency, salvage)215, 185, 27, 1 (50.2, 43.2, 6.3, 0.2)169, 29, 21, 1 (76.8, 13.2, 9.5, 0.5)
 Cardiogenic shock7 (1.6)9 (4.1)
 Intra-aortic balloon pump13 (3.0)7 (3.2)
 Preoperative hs-TnT (ng/l)15 [8–71]13 [8–28]
 EuroSCORE II2.2 [1.2–4.3]2.6 [1.5–6.6]
Perioperative variables
 Aortic occlusion time (min)59 [45–74]90 [64–122]
 Cardiopulmonary bypass time (min)84 [65–102]132 [96–171]
Postoperative variables
 Postoperative hs-TnT (ng/l)364 [224–806]603 [379–1124]
 Postoperative CK-MBm14 [9–26]23 [16–42]
 Complications
  Cardiac in the ICU68 (15.9)65 (29.5)
  Neurologic in the ICU31 (7.2)19 (8.6)
  Renal in 5 days29 (6.8)28 (13.2)
 Readmission in the ICU in 30 days24 (5.6)3 (3.2)
 Major adverse event in 30 days108 (25.2)86 (39.1)
 30-day mortality7 (1.6)7 (3.2)
 180-day mortality15 (3.5%)14 (6.4%)
 961-day mortality34 (7.9%)28 (12.7%)
Coronary artery bypass graftingOther cardiac surgery
Patient characteristics
 No. of patients428220
 Age (years)68 [61–75]67 [58–78]
 Female sex86 (20.1)76 (34.5)
 Body mass index27.7 [24.6–31.0]25.6 [23.4–29.4]
 Hypertension294 (68.7)124 (56.4)
 LVEF (>50, 31–50, 21–30, <20)291, 114, 20, 3 (68.0, 26.6, 4.7, 0.7)181, 33, 5, 1 (82.3, 15.0, 2.3, 1.0)
 Peripheral vascular disease84 (19.6)24 (10.9)
 Chronic obstructive pulmonary disease46 (10.7)18 (8.2)
 Insulin-dependent diabetes mellitus51 (11.9)13 (5.9)
 GFR/ml/min (Cockcroft-Gault)83 [66–111]79 [60–102]
 NYHA class 1–416, 114, 165, 133 (3.7, 26.6, 38.6, 31.1)1, 30, 84, 70 (0.5, 13.6, 38.2, 31.8)
 CCS class 4186 (43.5)16 (7.3)
 Active endocarditis0 (0)11 (5.0)
 Poor mobility8 (1.9)6 (2.7)
 Prior cardiac surgery3 (0.7)20 (9.1)
 Urgency (elective, urgent, emergency, salvage)215, 185, 27, 1 (50.2, 43.2, 6.3, 0.2)169, 29, 21, 1 (76.8, 13.2, 9.5, 0.5)
 Cardiogenic shock7 (1.6)9 (4.1)
 Intra-aortic balloon pump13 (3.0)7 (3.2)
 Preoperative hs-TnT (ng/l)15 [8–71]13 [8–28]
 EuroSCORE II2.2 [1.2–4.3]2.6 [1.5–6.6]
Perioperative variables
 Aortic occlusion time (min)59 [45–74]90 [64–122]
 Cardiopulmonary bypass time (min)84 [65–102]132 [96–171]
Postoperative variables
 Postoperative hs-TnT (ng/l)364 [224–806]603 [379–1124]
 Postoperative CK-MBm14 [9–26]23 [16–42]
 Complications
  Cardiac in the ICU68 (15.9)65 (29.5)
  Neurologic in the ICU31 (7.2)19 (8.6)
  Renal in 5 days29 (6.8)28 (13.2)
 Readmission in the ICU in 30 days24 (5.6)3 (3.2)
 Major adverse event in 30 days108 (25.2)86 (39.1)
 30-day mortality7 (1.6)7 (3.2)
 180-day mortality15 (3.5%)14 (6.4%)
 961-day mortality34 (7.9%)28 (12.7%)

CCS: Canadian Cardiovascular Society Angina Scaling Score; CK-MBm: MB fraction of creatine kinase; GFR: glomerular filtration rate; hs-TnT: high-sensitivity cardiac troponin T; ICU: intensive care unit; LVEF: preoperative left ventricular ejection fraction; NYHA: New York Heart Association Functional Classification of Heart Failure Symptoms.

Flow chart. OR: operating room; ICU: intensive care unit; CABG: coronary artery bypass grafting.
Figure 1:

Flow chart. OR: operating room; ICU: intensive care unit; CABG: coronary artery bypass grafting.

One hundred and eighty-day (and 30-day) mortality

During 180 days, 15/428 (3.5%) of CABG patients and 14/220 (6.4%) of other cardiac surgical patients died (Table 1). The causes of death after CABG were ischaemic heart disease for 11/15 (73.3%) patients, and peripheral vascular disease, abdominal vascular disease, intracranial haemorrhage and accidental death under the influence of alcohol, each for 1/15 (6.7%) patients. Patients undergoing other cardiac surgery died of ischaemic heart disease [7/14 (50.0%)], of heart disease related to the aortic valve [4/14 (28.6%)], and of the remaining 3 patients, [1/14 (7.1%)] each died of the following reasons: stroke, sepsis after long ICU stay and pneumonia after diagnosis of renal cancer. The 30-day mortality rates were 1.6 and 3.2%, and mean expected in-hospital mortality rates according to EuroSCORE II were 4.8 and 6.1%, respectively.

The Kaplan–Meier plots are presented in Fig. 2. Only the High–High hs-TnT group had higher mortality than the Low–Low hs-TnT group with regard to both CABG (10/113 vs 1/141, Breslow test P = 0.002) and other cardiac surgical patients (9/62 vs 1/45, Breslow test P = 0.03). Medians of postoperative hs-TnT did not differ between the Low–High and High–High groups (in CABG 950 vs 1051 ng/l, P = 0.73; in other cardiac surgery 865 vs 917 ng/l, P = 0.86). These results remained despite changing the cut-off value for postoperative hs-TnT (1400 ng/l), except that also the High–Low hs-TnT group differed from the Low–Low hs-TnT group (P = 0.035) with regard to CABG patients.

Kaplan–Meier survival curves in 180 days for CABG (A) and other cardiac surgical (B) patients. Groups were formed according to preoperative and postoperative hs-TnT values, and compared with the Low–Low hs-TnT group by the Breslow test. We omitted cases due to missing troponin values: 3.7% (16/428) in the CABG group and 8.2% (18/220) in the other cardiac surgery group. hs-TnT: high-sensitivity troponin T; CABG: coronary artery bypass grafting.
Figure 2:

Kaplan–Meier survival curves in 180 days for CABG (A) and other cardiac surgical (B) patients. Groups were formed according to preoperative and postoperative hs-TnT values, and compared with the Low–Low hs-TnT group by the Breslow test. We omitted cases due to missing troponin values: 3.7% (16/428) in the CABG group and 8.2% (18/220) in the other cardiac surgery group. hs-TnT: high-sensitivity troponin T; CABG: coronary artery bypass grafting.

By multivariable logistic regression, of EuroSCORE II (per percentage) and pre- and postoperative hs-TnT (per 10 ng/l), only EuroSCORE II [odds ratio (OR) 1.069, 95% confidence intervals (95% CI) 1.028–1.112, P = 0.001] was independently associated with 180-day mortality in CABG patients. In other cardiac surgical patients both EuroSCORE II (OR 1.071, 95% CI 1.020–1.126, P = 0.006) and preoperative hs-TnT (OR 1.021, 95% CI 1.003–1.041, P = 0.026) were independently associated with 180-day mortality.

According to AUROCs (Table 2), EuroSCORE II, preoperative and postoperative hs-TnT predicted mortality in CABG patients, whereas CK-MBm did not. In other cardiac surgical patients, all the markers predicted mortality, but EuroSCORE II and preoperative hs-TnT were superior predictors. The models with EuroSCORE II and biomarkers had comparable AUROCs with EuroSCORE II alone.

Table 2:

Areas under the curve of EuroSCORE II, troponins and CK-MB, and combined models of EuroSCORE II and biomarkers regarding 180-day mortality

Predictor for 180-day mortalityCoronary artery bypass grafting
Other cardiac surgery
AUROC95% CIsAUROC95% CIs
EuroSCORE II versus biomarkers
 EuroSCORE II0.788*0.745–0.8260.887**,***0.834–0.927
 Preoperative hs-TnT0.768****0.724–0.8080.891*****,******0.839–0.931
 Postoperative hs-TnT0.750*******0.705–0.7910.691**,*****0.622–0.755
 Postoperative CK-MBm0.521*,****,*******0.471–0.5700.714***,******0.646–0.776
EuroSCORE II versus combined models
 EuroSCORE II0.7880.745–0.8260.8870.834–0.927
 EuroSCORE II + preoperative hs-TnT0.8030.761–0.8410.8930.842–0.932
 EuroSCORE II + postoperative hs-TnT0.8070.765–0.8440.8660.810–0.910
 EuroSCORE II + preoperative hs-TnT and postoperative hs-TnT0.8080.766–0.8450.8850.833–0.926
 EuroSCORE II + postoperative CK-MBm0.7830.740–0.8220.8680.813–0.911
Predictor for 180-day mortalityCoronary artery bypass grafting
Other cardiac surgery
AUROC95% CIsAUROC95% CIs
EuroSCORE II versus biomarkers
 EuroSCORE II0.788*0.745–0.8260.887**,***0.834–0.927
 Preoperative hs-TnT0.768****0.724–0.8080.891*****,******0.839–0.931
 Postoperative hs-TnT0.750*******0.705–0.7910.691**,*****0.622–0.755
 Postoperative CK-MBm0.521*,****,*******0.471–0.5700.714***,******0.646–0.776
EuroSCORE II versus combined models
 EuroSCORE II0.7880.745–0.8260.8870.834–0.927
 EuroSCORE II + preoperative hs-TnT0.8030.761–0.8410.8930.842–0.932
 EuroSCORE II + postoperative hs-TnT0.8070.765–0.8440.8660.810–0.910
 EuroSCORE II + preoperative hs-TnT and postoperative hs-TnT0.8080.766–0.8450.8850.833–0.926
 EuroSCORE II + postoperative CK-MBm0.7830.740–0.8220.8680.813–0.911

We omitted cases due to missing troponin values: 3.7% (16/428) in the CABG group and 8.2% (18/220) in the other cardiac surgery group.

Pair-wise comparisons of AUROCs were performed, and P values of <0.05 are presented.

AUROC: area under receiver operator characteristic curve; CI: confidence interval; CK-MBm: MB fraction of creatine kinase; hs-TnT: high-sensitivity troponin T; CABG: coronary artery bypass grafting.

*P = 0.031.

**P = 0.023.

***P = 0.017.

****P = 0.026.

*****P = 0.015.

******P = 0.020.

*******P = 0.002.

Table 2:

Areas under the curve of EuroSCORE II, troponins and CK-MB, and combined models of EuroSCORE II and biomarkers regarding 180-day mortality

Predictor for 180-day mortalityCoronary artery bypass grafting
Other cardiac surgery
AUROC95% CIsAUROC95% CIs
EuroSCORE II versus biomarkers
 EuroSCORE II0.788*0.745–0.8260.887**,***0.834–0.927
 Preoperative hs-TnT0.768****0.724–0.8080.891*****,******0.839–0.931
 Postoperative hs-TnT0.750*******0.705–0.7910.691**,*****0.622–0.755
 Postoperative CK-MBm0.521*,****,*******0.471–0.5700.714***,******0.646–0.776
EuroSCORE II versus combined models
 EuroSCORE II0.7880.745–0.8260.8870.834–0.927
 EuroSCORE II + preoperative hs-TnT0.8030.761–0.8410.8930.842–0.932
 EuroSCORE II + postoperative hs-TnT0.8070.765–0.8440.8660.810–0.910
 EuroSCORE II + preoperative hs-TnT and postoperative hs-TnT0.8080.766–0.8450.8850.833–0.926
 EuroSCORE II + postoperative CK-MBm0.7830.740–0.8220.8680.813–0.911
Predictor for 180-day mortalityCoronary artery bypass grafting
Other cardiac surgery
AUROC95% CIsAUROC95% CIs
EuroSCORE II versus biomarkers
 EuroSCORE II0.788*0.745–0.8260.887**,***0.834–0.927
 Preoperative hs-TnT0.768****0.724–0.8080.891*****,******0.839–0.931
 Postoperative hs-TnT0.750*******0.705–0.7910.691**,*****0.622–0.755
 Postoperative CK-MBm0.521*,****,*******0.471–0.5700.714***,******0.646–0.776
EuroSCORE II versus combined models
 EuroSCORE II0.7880.745–0.8260.8870.834–0.927
 EuroSCORE II + preoperative hs-TnT0.8030.761–0.8410.8930.842–0.932
 EuroSCORE II + postoperative hs-TnT0.8070.765–0.8440.8660.810–0.910
 EuroSCORE II + preoperative hs-TnT and postoperative hs-TnT0.8080.766–0.8450.8850.833–0.926
 EuroSCORE II + postoperative CK-MBm0.7830.740–0.8220.8680.813–0.911

We omitted cases due to missing troponin values: 3.7% (16/428) in the CABG group and 8.2% (18/220) in the other cardiac surgery group.

Pair-wise comparisons of AUROCs were performed, and P values of <0.05 are presented.

AUROC: area under receiver operator characteristic curve; CI: confidence interval; CK-MBm: MB fraction of creatine kinase; hs-TnT: high-sensitivity troponin T; CABG: coronary artery bypass grafting.

*P = 0.031.

**P = 0.023.

***P = 0.017.

****P = 0.026.

*****P = 0.015.

******P = 0.020.

*******P = 0.002.

In CABG patients, no difference was found between the net benefits of models with EuroSCORE II alone and the models combined with biomarkers, judged by decision curve analysis (Fig. 3A). In other cardiac surgery, the diagnostic net benefit was highest (maximum net benefit 1.5% compared with EuroSCORE II alone) for the model including EuroSCORE II and both troponins at threshold probabilities higher than 9% (Fig. 3B).

Decision curve analyses presenting net benefit in identifying patients who will die in 180 days (A and B) or will have at least one major adverse event (C and D) after surgery. Net benefits were assessed for prediction models of EuroSCORE II alone, and models of EuroSCORE II added with preoperative or postoperative, or both pre- and postoperative hs-TnT in CABG (A and C) and other cardiac surgical (B and D) patients. We omitted cases due to missing troponin values: 3.7% (16/428) in the CABG group and 8.2% (18/220) in the other cardiac surgery group. hs-TnT: high-sensitivity troponin T; CABG: coronary artery bypass grafting.
Figure 3:

Decision curve analyses presenting net benefit in identifying patients who will die in 180 days (A and B) or will have at least one major adverse event (C and D) after surgery. Net benefits were assessed for prediction models of EuroSCORE II alone, and models of EuroSCORE II added with preoperative or postoperative, or both pre- and postoperative hs-TnT in CABG (A and C) and other cardiac surgical (B and D) patients. We omitted cases due to missing troponin values: 3.7% (16/428) in the CABG group and 8.2% (18/220) in the other cardiac surgery group. hs-TnT: high-sensitivity troponin T; CABG: coronary artery bypass grafting.

Thirty-day major adverse event

Of 428 CABG patients, 112 (26.2%) patients and 87 of the 220 (39.5%) other cardiac surgical patients had at least one MAE during 30 days. By multivariable logistic regression, only EuroSCORE II (OR per percentage increase 1.091, 95% CI 1.040–1.143, P < 0.001) and postoperative hs-TnT (OR per 10 ng/l increase 1.009, 95% CI 1.005–1.013, P < 0.001) were independently associated with MAEs in CABG patients. In contrast, both preoperative hs-TnT (OR 1.231, 95% CI 1.032–1.469, P = 0.021) and postoperative hs-TnT (OR 1.006, 95% CI 1.002–1.009, P = 0.003) independently predicted MAEs in other cardiac surgical patients.

In CABG patients, according to AUROCs (Table 3), CK-MBm was inferior in predicting MAEs compared with EuroSCORE II and hs-TnT, whereas in other cardiac surgical patients CK-MBm was inferior compared with postoperative hs-TnT. Of the combined models with EuroSCORE II and biomarkers predicting MAEs, only EuroSCORE II combined with preoperative hs-TnT in CABG patients predicted better compared with EuroSCORE II alone.

Table 3:

Areas under the curve of EuroSCORE II, troponins and CK-MB, and combined models of EuroSCORE II and biomarkers regarding major adverse event

Predictor for major adverse eventsCoronary artery bypass grafting
Other cardiac surgery
AUROC95% CIsAUROC95% CIs
EuroSCORE II versus biomarkers
 EuroSCORE II0.728*0.682–0.7710.6940.624–0.757
 Preoperative hs-TnT0.737**0.691–0.7790.6540.584–0.720
 Postoperative hs-TnT0.699***0.651–0.7430.665****0.595–0.730
 Postoperative CK-MBm0.588*,**,***0.539–0.6370.593****0.521–0.662
EuroSCORE II versus combined models
 EuroSCORE II0.728*****0.682–0.7710.6940.624–0.757
 EuroSCORE II + preoperative hs-TnT0.750*****0.705–0.7910.670******0.600–0.735
 EuroSCORE II + postoperative hs-TnT0.7500.705–0.7910.7160.648–0.777
 EuroSCORE II + preoperative + postoperative hs-TnT0.7500.704–0.7910.736******0.669–0.796
 EuroSCORE II + postoperative CK-MBm0.7560.711–0.7970.6970.628–0.760
Predictor for major adverse eventsCoronary artery bypass grafting
Other cardiac surgery
AUROC95% CIsAUROC95% CIs
EuroSCORE II versus biomarkers
 EuroSCORE II0.728*0.682–0.7710.6940.624–0.757
 Preoperative hs-TnT0.737**0.691–0.7790.6540.584–0.720
 Postoperative hs-TnT0.699***0.651–0.7430.665****0.595–0.730
 Postoperative CK-MBm0.588*,**,***0.539–0.6370.593****0.521–0.662
EuroSCORE II versus combined models
 EuroSCORE II0.728*****0.682–0.7710.6940.624–0.757
 EuroSCORE II + preoperative hs-TnT0.750*****0.705–0.7910.670******0.600–0.735
 EuroSCORE II + postoperative hs-TnT0.7500.705–0.7910.7160.648–0.777
 EuroSCORE II + preoperative + postoperative hs-TnT0.7500.704–0.7910.736******0.669–0.796
 EuroSCORE II + postoperative CK-MBm0.7560.711–0.7970.6970.628–0.760

We omitted cases due to missing troponin values: 3.7% (16/428) in the CABG group and 8.2% (18/220) in the other cardiac surgery group.

Pair-wise comparisons of AUROCs were calculated and P values of <0.05 are presented.

AUROC: area under receiver operator characteristic curve; CI: confidence interval; CK-MBm: MB fraction of creatine kinase; hs-TnT: high-sensitivity troponin T; CABG: coronary artery bypass grafting.

*P = 0.003.

**P < 0.001.

***P < 0.001.

****P = 0.025.

*****P = 0.048.

******P = 0.029.

Table 3:

Areas under the curve of EuroSCORE II, troponins and CK-MB, and combined models of EuroSCORE II and biomarkers regarding major adverse event

Predictor for major adverse eventsCoronary artery bypass grafting
Other cardiac surgery
AUROC95% CIsAUROC95% CIs
EuroSCORE II versus biomarkers
 EuroSCORE II0.728*0.682–0.7710.6940.624–0.757
 Preoperative hs-TnT0.737**0.691–0.7790.6540.584–0.720
 Postoperative hs-TnT0.699***0.651–0.7430.665****0.595–0.730
 Postoperative CK-MBm0.588*,**,***0.539–0.6370.593****0.521–0.662
EuroSCORE II versus combined models
 EuroSCORE II0.728*****0.682–0.7710.6940.624–0.757
 EuroSCORE II + preoperative hs-TnT0.750*****0.705–0.7910.670******0.600–0.735
 EuroSCORE II + postoperative hs-TnT0.7500.705–0.7910.7160.648–0.777
 EuroSCORE II + preoperative + postoperative hs-TnT0.7500.704–0.7910.736******0.669–0.796
 EuroSCORE II + postoperative CK-MBm0.7560.711–0.7970.6970.628–0.760
Predictor for major adverse eventsCoronary artery bypass grafting
Other cardiac surgery
AUROC95% CIsAUROC95% CIs
EuroSCORE II versus biomarkers
 EuroSCORE II0.728*0.682–0.7710.6940.624–0.757
 Preoperative hs-TnT0.737**0.691–0.7790.6540.584–0.720
 Postoperative hs-TnT0.699***0.651–0.7430.665****0.595–0.730
 Postoperative CK-MBm0.588*,**,***0.539–0.6370.593****0.521–0.662
EuroSCORE II versus combined models
 EuroSCORE II0.728*****0.682–0.7710.6940.624–0.757
 EuroSCORE II + preoperative hs-TnT0.750*****0.705–0.7910.670******0.600–0.735
 EuroSCORE II + postoperative hs-TnT0.7500.705–0.7910.7160.648–0.777
 EuroSCORE II + preoperative + postoperative hs-TnT0.7500.704–0.7910.736******0.669–0.796
 EuroSCORE II + postoperative CK-MBm0.7560.711–0.7970.6970.628–0.760

We omitted cases due to missing troponin values: 3.7% (16/428) in the CABG group and 8.2% (18/220) in the other cardiac surgery group.

Pair-wise comparisons of AUROCs were calculated and P values of <0.05 are presented.

AUROC: area under receiver operator characteristic curve; CI: confidence interval; CK-MBm: MB fraction of creatine kinase; hs-TnT: high-sensitivity troponin T; CABG: coronary artery bypass grafting.

*P = 0.003.

**P < 0.001.

***P < 0.001.

****P = 0.025.

*****P = 0.048.

******P = 0.029.

According to the receiver operator characteristic analysis in CABG patients, negative predictive value (NPV) of 90% (95% CI 83–95%) for preoperative hs-TnT was reached at the cut-off of 9 ng/l. For postoperative hs-TnT the corresponding values were 89% (95% CI 77–97%) and the cut-off 159 ng/l. In other cardiac surgical patients, NPVs of 90% could not be verified.

In CABG patients, the net benefit of the models was highest (net benefit maximum 3% compared with EuroSCORE II alone) when either postoperative hs-TnT, or both pre- and postoperative hs-TnT were added (at threshold probabilities of 13% or higher) (Fig. 3C). In other cardiac surgery, the net benefit of the models was highest in the model with EuroSCORE II and both troponins (net benefit maximum 8% compared with EuroSCORE II alone, or assuming none experienced MAEs) at threshold probabilities higher than 40% (Fig. 3D).

Influence of atrial ablation

Those undergoing atrial ablation (8/428 (1.9%) in the CABG group and 17/220 (7.7%) in the other cardiac surgery group) had higher postoperative hsTnT (Supplementary Table 1). After exclusion of patients with atrial ablation, point estimates for AUROCs of hs-TnT and CK-MBm as separate variables predicting 180-day mortality in other cardiac surgery were better, but combined models remained the same (Supplementary Table 2). Point estimates for AUROCs of hs-TnT and CK-MBm predicting MAEs seemed worse after exclusions, and combined models remained essentially the same (Supplementary Table 3). Also, Kaplan–Meier curves did not change meaningfully either in coronary or other cardiac surgery.

2.5-year (961-day) mortality

Mortality rates approximately doubled between days 180 and 961 after surgery (Table 1). In Kaplan–Meier plots for 961-day mortality (Fig. 4) the High–Low groups approached the High–High groups, and in other cardiac surgery, the High–Low and High–High groups differed significantly from the Low–Low group. In logistic regression, assessing associations of EuroSCORE II, preoperative hs-TnT and postoperative hs-TnT with 961-day mortality, the results were similar to those for 180-day mortality. According to AUROCs, EuroSCORE II and preoperative hs-TnT predicted 961-day mortality, and also postoperative hs-TnT in CABG patients. All the combined models predicted 961-day mortality, although none of them rose above EuroSCORE II alone. According to decision curve analysis, no superior net benefit was gained from combined models compared with EuroSCORE II alone.

Kaplan–Meier survival curves in 2.5 years for CABG (A) and other cardiac surgical (B) patients. Groups were formed according to preoperative and postoperative hs-TnT values and compared with the Low–Low hs-TnT group by the Breslow test. We omitted cases due to missing troponin values: 3.7% (16/428) in the CABG group and 8.2% (18/220) in the other cardiac surgery group. hs-TnT: high-sensitivity troponin T; CABG: coronary artery bypass grafting.
Figure 4:

Kaplan–Meier survival curves in 2.5 years for CABG (A) and other cardiac surgical (B) patients. Groups were formed according to preoperative and postoperative hs-TnT values and compared with the Low–Low hs-TnT group by the Breslow test. We omitted cases due to missing troponin values: 3.7% (16/428) in the CABG group and 8.2% (18/220) in the other cardiac surgery group. hs-TnT: high-sensitivity troponin T; CABG: coronary artery bypass grafting.

DISCUSSION

In this prospective single-centre observational study of cardiac surgical patients, postoperative hs-TnT over 500 ng/l increased the risk of death within 180 days, and also within 961 days, only when combined with elevated preoperative hs-TnT exceeding 14 ng/l. However, EuroSCORE II was a strong predictor of 180-day mortality, and hs-TnT provided additional predictive information in non-CABG cardiac surgical patients only. Furthermore, we found that pre- and postoperative hs-TnT values improved the predictive ability of EuroSCORE II for MAEs.

Postoperative high-sensitivity troponin T

Previous studies have shown that TnT measured by prior generation assays improves the EuroSCORE-based prediction of mortality and major adverse cardiac events within one year [8]. Moreover, troponin I (TnI) increases the ability of EuroSCORE to predict combined major adverse cardiac events and in-hospital mortality [16], and also mortality within 5 years [2]. Our finding that hs-TnT fails to provide additional predictive information concerning 180-day mortality in CABG patients may be due to the improved predictive accuracy of EuroSCORE II compared with the old EuroSCORE [17]. The low mortality rate and the subsequently reduced statistical power among the CABG patients may also have contributed. Accordingly, in the higher risk non-CABG group, hs-TnT provided additional predictive information for 180-day mortality. Furthermore, the addition of hs-TnT to EuroSCORE II also improved the prediction of MAEs, which we included in secondary analysis as the previous version of EuroSCORE predicted also the length of stay and postoperative complications [18].

Preoperative high-sensitivity troponin T

In this study, preoperative hs-TnT provided additional predictive information concerning 180-day mortality to that obtained from postoperative hs-TnT levels. Previously, with a former generation assay, preoperative TnT has been found to predict myocardial infarction [19] and short- and long-term mortality [5], but not when evaluated in parallel with postoperative TnT [4]. Comparable findings apply to TnI and 5-year mortality [2] and TnI and adverse events [16]. However, after percutaneous coronary intervention, the value of postoperative TnT has yielded controversial results: preoperative TnT seems more important, especially with a sensitive cut-off value [6]. Our result regarding the influence of preoperative troponin may be explained by the new sensitive TnT analysis. Furthermore, recent results [20, 21] suggest that minor elevations of hs-TnT may also be attributed to myocardial remodelling, hypertrophy and replacement fibrosis, even in the absence of acute ischaemic event or ischaemic heart disease, thus identifying the patients at the highest risk after surgery. In our study, the effect of preoperative hs-TnT was more pronounced in the longer follow-up of 961 days and in other than CABG cardiac surgical patients, who are supposed to have more replacement fibrosis. Accordingly, at least part of the high preoperative hs-TnT levels seem to reflect advanced myocardial remodelling that may not be ameliorated by cardiac surgery. Also, reanalysis after exclusion of patients with atrial ablation procedures who may have high, partly meaningless noisy postoperative hs-TnT, failed to change the results, further supporting the true influence of preoperative hs-TnT over postoperative hs-TnT.

MB fraction of creatinine kinase

CK-MBm failed to predict mortality in CABG patients, and, furthermore, it was a poor predictor of MAEs. This is in contrast to previous findings [22, 23]. Our patients are one of the most recent patient populations studied in this context and changes in patient profiles and timing of treatment may have affected the results. Due to different kinetics, both pre- and postoperative hs-TnT values reflect the events starting from days before surgery, whereas CK-MBm reflects more recent events [24]. With regard to the most contemporary surgery, underlying illness, remodelling and fibrosis of the heart, and recent myocardial infarction may be of greater importance for long-term outcome than biomarker elevation related to surgery itself.

High-sensitivity troponin T values

Troponins were moderately strong predictors of MAEs in both study groups. Owing to large confidence intervals, a single best cut-off point is of limited value. For clinicians, however, predictive values would be most useful, and negative predictive values may guide the discharge of patients from the ICU. Of CABG patients, 83–95% with preoperative hs-TnT levels below 9 ng/l recovered without MAEs, and 77–97% with postoperative hs-TnT below 159 ng/l did not present with MAEs.

Decision curve analysis

Decision curve analysis represents the net benefit that we gain with prediction models compared with expecting all patients either to have or not to have the end-point. Interpretation of it depends on our threshold probability. The net benefit (portion of patients correctly classified as having the end-point minus portion of patients incorrectly classified as having the end-point) is plotted against the threshold probability (variable defining how we weigh relative harms of false positives and false negatives). For example, with regard to MAEs and CABG patients (Fig. 3C), in case extended ICU stay (false positives) were valued 1.5 times worse (60:40) than a too optimistic attempt to discharge from ICU (false negatives), this means that our threshold probability would be a 60% probability to experience MAEs. At that threshold, the model with hs-TnT and EuroSCORE II would have a 3% net benefit compared with EuroSCORE II alone, meaning 1 extra patient diagnosed per 33 patients with no extra false positives. Thus, hs-TnT seems to offer a net benefit on top of EuroSCORE II-based prediction for MAEs, but whether hs-TnT adds to our clinical evaluation should be assessed in additional studies.

Limitations of the study

We acknowledge some limitations of our study. Firstly, the mortality rate was slightly lower than we expected and, thus, the results regarding our primary end-point—180-day mortality—have to be interpreted cautiously. However, results from day 961 after surgery support the validity of our findings, especially the importance of preoperative hs-TnT. Secondly, according to previous trials, TnT samples taken 44–48 h postoperatively predict mortality best [4], but early sampling has also been successful [25]. We decided to draw the samples in the first postoperative morning to guide discharging patients from the ICU. Thirdly, treating physicians were not blinded to CK-MBm results, because CK-MBm is routinely analysed in our practice. However, troponins were not known to clinicians, and they were better predictors for both mortality and MAEs.

CONCLUSION

In conclusion, elevated postoperative hs-TnT was associated with increased mortality only in patients with also elevated preoperative hs-TnT, and troponins provided additional information to the EuroSCORE II for MAEs after cardiac surgery. However, EuroSCORE II was a strong predictor of 180-day mortality, and hs-TnT provided significant incremental predictive value in only non-CABG cardiac surgical patients. Our findings suggest that 180-day mortality after cardiac surgery seems to be determined by preoperative risk factors, whereas perioperative myocardial injury may contribute to MAEs within 30 days. In the future, more intensive perioperative care, and e.g. myocardial protection studies, should probably be targeted on patients with preoperatively elevated hs-TnT.

SUPPLEMENTARY MATERIAL

Supplementary material is available at ICVTS online.

Funding

This work was supported by the Academy of Finland, Helsinki University Central Hospital EVO (grants TYH 2011210, TYH 2013343, TYH 2013106 and T102010070), the Foundation of Urho Känkänen in Finnish Foundation for Cardiovascular Research.

Conflict of interest: Roche Diagnostics supported the study by providing reagents at a reduced price to Akershus University Hospital (TAH). The sponsor played no role in any of the following: design and conduct of the study, collection, management, analysis and interpretation of the data or preparation, review and approval of the manuscript. Torbjørn Omland reports grants, personal fees and non-financial support from Abbott Diagnostics; grants and non-financial support from Astra Zeneca; personal fees from Novartis and from Roche Diagnostics; and non-financial support from Thermo Fisher and from Biomedica, outside the submitted work. Helge Røsjø reports non-financial support from Thermo Fisher, Biomedica, HyTest and EuroDiagnostica, and personal fee from Novartis. Besides the above-mentioned funding, none of the other authors report any conflict of interest.

ACKNOWLEDGEMENTS

We thank the members of the FINNAKI study group in the Helsinki University Hospital, Meilahti ICUs: Sara Nisula, Anna-Maija Korhonen, Laura Nurminen, Sari Sutinen, Leena Pettilä, Helinä Laitinen, Heidi Syrjä, Kirsi Henttonen and Elina Lappi. We are grateful to Sasu Liuhanen and Kristian Andsten for the help with the PICIS and Weblab databases and to Susann Brunell, Division of Diagnostics and Technology, Akershus University Hospital, Lørenskog, Norway, for expert knowledge regarding hs-TnT measurements. We thank Tieto Healthcare and Welfare for database management.

REFERENCES

1

Mohammed
AA
,
Agnihotri
AK
,
van Kimmenade
RRJ
,
Martinez-Rumayor
A
,
Green
SM
,
Quiroz
R
et al. .
Prospective, comprehensive assessment of cardiac troponin T testing after coronary artery bypass graft surgery
.
Circulation
2009
;
120
:
843
50
.

2

Muehlschlegel
JD
,
Perry
TE
,
Liu
K
,
Nascimben
L
,
Fox
AA
,
Collard
CD
et al. .
Troponin is superior to electrocardiogram and creatinine kinase MB for predicting clinically significant myocardial injury after coronary artery bypass grafting
.
Eur Heart J
2009
;
30
:
1574
83
.

3

Søraas
CL
,
Friis
C
,
Engebretsen
KVT
,
Sandvik
L
,
Kjeldsen
SE
,
Tønnessen
T
.
Troponin T is a better predictor than creatine kinase-MB of long-term mortality after coronary artery bypass graft surgery
.
Am Heart J
2012
;
164
:
779
85
.

4

Lehrke
S
,
Steen
H
,
Sievers
HH
,
Peters
H
,
Opitz
A
,
Muller-Bardorff
M
et al. .
Cardiac troponin T for prediction of short- and long-term morbidity and mortality after elective open heart surgery
.
Clin Chem
2004
;
50
:
1560
7
.

5

Lyon
WJ
,
Baker
RA
,
Andrew
MJ
,
Tirimacco
R
,
White
GH
,
Knight
JL
.
Relationship between elevated preoperative troponin T and adverse outcomes following cardiac surgery
.
ANZ J Surg
2003
;
73
:
40
4
.

6

Prasad
A
,
Rihal
CS
,
Lennon
RJ
,
Singh
M
,
Jaffe
AS
,
Holmes
DR
.
Significance of periprocedural myonecrosis on outcomes after percutaneous coronary intervention/clinical perspective
.
Circulation
2008
;
1
:
10
9
.

7

Nashef
SAM
,
Roques
F
,
Michel
P
,
Gauducheau
E
,
Lemeshow
S
,
Salamon
R
et al. .
European system for cardiac operative risk evaluation (EuroSCORE)
.
Eur J Cardiothorac Surg
1999
;
16
:
9
13
.

8

Lurati Buse
GAL
,
Bolliger
D
,
Seeberger
E
,
Kasper
J
,
Grapow
M
,
Koller
MT
et al. .
Troponin T and B-type natriuretic peptide after on-pump cardiac surgery: prognostic impact on 12-month mortality and major cardiac events after adjustment for postoperative complications
.
Circulation
2014
;
130
:
948
57
.

9

Nashef
SAM
,
Roques
F
,
Sharples
LD
,
Nilsson
J
,
Smith
C
,
Goldstone
AR
et al. .
EuroSCORE II
.
Eur J Cardiothorac Surg
2012
;
41
:
734
45
.

10

Nisula
S
,
Kaukonen
KM
,
Vaara
ST
,
Korhonen
AM
,
Poukkanen
M
,
Karlsson
S
et al. .
Incidence, risk factors and 90-day mortality of patients with acute kidney injury in Finnish intensive care units: the FINNAKI study
.
Intensive Care Med
2013
;
39
:
420
8
.

11

KDIGO Work Group
.
Section 2: AKI definition
.
Kidney Int Suppl
2012
;
2
:
19
36
.

12

Biondi-Zoccai
G
,
Romagnoli
E
,
Agostoni
P
,
Capodanno
D
,
Castagno
D
,
D'Ascenzo
F
et al. .
Are propensity scores really superior to standard multivariable analysis?
Contemporary Clin Trials
2011
;
32
:
731
40
.

13

Wang
TK
,
Stewart
RA
,
Ramanathan
T
,
Kang
N
,
Gamble
G
,
White
HD
.
Diagnosis of MI after CABG with high-sensitivity troponin T and new ECG or echocardiogram changes: relationship with mortality and validation of the Universal Definition of MI
.
Eur Heart J Acute Cardiovascular Care
2013
;
2
:
323
33
.

14

Moussa
ID
,
Klein
LW
,
Shah
B
,
Mehran
R
,
Mack
MJ
,
Brilakis
ES
et al. .
Consideration of a new definition of clinically relevant myocardial infarction after coronary revascularization: an expert consensus document from the Society for Cardiovascular Angiography and Interventions (SCAI)
.
J Am Coll Cardiol
2013
;
62
:
1563
70
.

15

Steyerberg
EW
,
Vergouwe
Y
.
Towards better clinical prediction models: seven steps for development and an ABCD for validation
.
Eur Heart J
2014
;
35
:
1925
31
.

16

Fellahi
JL
,
Le Manach
Y
,
Daccache
G
,
Riou
B
,
Gerard
JL
,
Hanouz
JL
.
Combination of EuroSCORE and cardiac troponin I improves the prediction of adverse outcome after cardiac surgery
.
Anesthesiology
2011
;
114
:
330
9
.

17

Biancari
F
,
Vasques
F
,
Mikkola
R
,
Martin
M
,
Lahtinen
J
,
Heikkinen
J
.
Validation of EuroSCORE II in patients undergoing coronary artery bypass surgery
.
Ann Thorac Surg
2012
;
93
:
1930
5
.

18

Toumpoulis
IK
,
Anagnostopoulos
CE
,
DeRose
JJ
,
Swistel
DG
.
Does EuroSCORE predict length of stay and specific postoperative complications after coronary artery bypass grafting?
Int J Cardiol
2005
;
105
:
19
25
.

19

Carrier
M
,
Pelletier
LC
,
Martineau
R
,
Pellerin
M
,
Solymoss
BC
.
In elective coronary artery bypass grafting, preoperative troponin T level predicts the risk of myocardial infarction
.
J Thorac Cardiovasc Surg
1998
;
115
:
1328
34
.

20

Røsjø
H
,
Kravdal
G
,
Høiseth
AD
,
Jørgensen
M
,
Badr
P
,
Røysland
R
et al. .
Troponin I measured by a high-sensitivity assay in patients with suspected reversible myocardial ischemia: data from the Akershus Cardiac Examination (ACE) 1 Study
.
Clin Chem
2012
;
58
:
1565
73
.

21

Neeland
IJ
,
Drazner
MH
,
Berry
JD
,
Ayers
CR
,
deFilippi
C
,
Selinger
SL
et al. .
Biomarkers of chronic cardiac injury and hemodynamic stress identify a malignant phenotype of left ventricular hypertrophy in the general population
.
J Am Coll Cardiol
2013
;
61
:
187
95
.

22

Petäjä
L
,
Salmenperä
M
,
Pulkki
K
,
Pettilä
V
.
Biochemical injury markers and mortality after coronary artery bypass grafting: a systematic review
.
Ann Thorac Surg
2009
;
87
:
1981
92
.

23

Domanski
MJ
,
Mahaffey
K
,
Hasselblad
V
,
Brener
SJ
,
Smith
PK
,
Hillis
G
et al. .
Association of myocardial enzyme elevation and survival following coronary artery bypass graft surgery
.
JAMA
2011
;
305
:
585
91
.

24

Licka
M
,
Zimmermann
R
,
Zehelein
J
,
Dengler
TJ
,
Katus
HA
,
Kubler
W
.
Troponin T concentrations 72 hours after myocardial infarction as a serological estimate of infarct size
.
Heart
2002
;
87
:
520
4
.

25

Göber
V
,
Hohl
A
,
Gahl
B
,
Dick
F
,
Eigenmann
V
,
Carrel
TP
et al. .
Early troponin T and prediction of potentially correctable in-hospital complications after coronary artery bypass grafting surgery
.
PLoS ONE
2013
;
8
:
1
8
.

Supplementary data