Postoperative High-sensitivity Troponin Research Articles

Machine learning to predict myocardial injury and death after non-cardiac surgery

Abstract Background/Introduction Myocardial injury after non-cardiac surgery (MINS) is defined as prognostically relevant myocardial injury due to ischaemia that occurs within 30-days of non-cardiac surgery. Purpose The aim of this study was to test whether machine learning, using neural networks, can accurately predict this frequent and important complication. Methods Using data from 24,589 participants in the Vascular Events in Noncardiac Surgery Patients Cohort Evaluation (VISION) study, who had non-cardiac surgery and post-operative high-sensitivity troponin T (hs-TnT) levels measured, a deep neural network was trained to predict the primary outcome of MINS and the secondary outcome of death within 30-days. Validation was performed on a separate, randomly selected, subset of the study population with model discrimination and accuracy (number of correct predictions) determined. Results Using only data available pre-operatively, the deep neural network predicted MINS with an area under the receiver operating characteristic curve (AUROC) of 0.75 (95% confidence interval [95% CI] 0.74-0.76) and death at 30-days with an AUROC of 0.83 (95% CI 0.79-0.86). Addition of basic intra-operative and early post-operative data increased the AUROC for MINS to 0.77 (95% CI 0.76-0.78) and death to 0.87 (95% CI 0.85-0.90). The deep neural network trained on the full dataset (pre-operative, intra-operative and early post-operative) predicted MINS with an accuracy of 70% and death within 30-days with an accuracy of 89%. Conclusions Neural networks can be trained to predict MINS and death within 30-days of non-cardiac surgery and the inclusion of intra-operative and early post-operative data improves predictive accuracy. These techniques may be useful clinically to predict adverse outcomes after non-cardiac surgery.MINS outcomesDeath Outcomes

Abstract 18895: Myocardial Injury After Non-Cardiac Surgery (MINS) in the High Sensitivity Troponin Era: Current Trends of Preoperative Risk Stratification in a Large Urban Healthcare System

Introduction: Myocardial Injury after Non-Cardiac Surgery (MINS) is a significant cause of perioperative morbidity and mortality. Recognizing and understanding the patient characteristics and potential predictors of MINS can contribute to more effective patient risk stratification and management. Hypothesis: Certain preoperative risk factors are associated with a higher risk of developing MINS among patients undergoing noncardiac surgery. Methods: We retrospectively reviewed the data on 2458 noncardiac surgeries performed within the MedStar System between 2022-2023 in which patients underwent routine pre- and postoperative high sensitivity troponin I (hsTnI) and EKG monitoring over 72 hours. MINS was defined as any elevation in hsTnI >99 th percentile for gender (>34 ng/L: females, >53 ng/L :males). Multivariable logistic regression models were used to identify the factors associated with MINS which included demographics, surgical details, comorbidities, relevant preoperative labs and vitals. Results: Out of the 2,458 patients, 889 (36%) were diagnosed with MINS. Patients with MINS were older, nonsmokers, and females with prior congestive heart failure (CHF), coronary artery disease (CAD), chronic kidney disease (CKD), atrial fibrillation, and preoperatively lower blood pressure and higher creatinine compared to patients without MINS (Table 1). In multivariable adjusted models, CHF [aOR=1.6, 95%CI: (1.1, 2.3)], CAD [aOR=2.1(14, 2.9)], CKD [aOR=1.4(1.2, 1.8)] were associated with higher odds of developing MINS. RCRI score was not associated with postop MINS. Figure 1 shows rates of developing MINS among surgical specialties. Conclusions: Our study demonstrates that risk factors including age, gender, pre-existing cardiovascular and renal disease, preoperative blood pressure, and certain surgery types are associated with MINS. Research is needed to further define how to utilize this information to identify and minimize the risk of MINS.

A prospective study on the safety and efficacy of excimer laser coronary angioplasty for the treatment of degenerated great saphenous vein graft

Objective: To explore the safety and efficacy of excimer laser coronary angioplasty (ELCA) for the treatment of degenerated great saphenous vein graft (SVG). Methods: This is a single-center, prospective, single-arm study. Patients, who were admitted to the Geriatric Cardiovascular Center of Beijing Anzhen Hospital from January 2022 to June 2022, were consecutively enrolled. Inclusion criteria were recurrent chest pain after coronary artery bypass surgery (CABG), and coronary angiography confirmed that the SVG stenosis was more than 70% but not completely occluded, and interventional treatment for SVG lesions was planned. Before balloon dilation and stent placement, ELCA was used to pretreat the lesions. Optical coherence tomography (OCT) examination was performed and postoperative index of microcirculation resistance (IMR) were assessed after stent implantation. The technique success rate and operation success rate were calculated. The technique success was defined as the successful passage of the ELCA system through the lesion. Operation success was defined as the successful placement of a stent at the lesion. The primary evaluation index of the study was IMR immediately after PCI. Secondary evaluation indexes included thrombolysis in myocardial infarction (TIMI) flow grade, corrected TIMI frame count (cTFC), minimal stent area and stent expansion measured by OCT after PCI, and procedural complications (Ⅳa myocardial infarction, no reflow, perforation). Results: A total of 19 patients aged (66.0±5.6) years were enrolled, including 18 males (94.7%). The age of SVG was 8 (6, 11) years. The length of the lesions was greater than 20 mm, and they were all SVG body lesions. The median stenosis degree was 95% (80%, 99%), and the length of the implanted stent was (41.7±16.3)mm. The operation time was 119 (101, 166) minutes, and the cumulative dose was 2 089 (1 378, 3 011)mGy. The diameter of the laser catheter was 1.4 mm, the maximum energy was 60 mJ, and the maximum frequency was 40 Hz. The technique success and the operation success rate were both 100% (19/19). The IMR after stent implantation was 29.22±5.95. The TIMI flow grade of patients after ELCA and stent implantation was significantly improved (all P>0.05), and the TIMI flow grade of all patients after stent implantation was Grade Ⅲ. The cTFC decreased significantly after ELCA (33.2±7.8) and after stent placement (22.8±7.1) than preoperative level (49.7±13.0) (both P<0.001). The minimum stent area was (5.53±1.36)mm2, and the stent expansion rate was (90.0±4.3)%. Perforation, no reflow, type Ⅳa myocardial infarction and other complications were not observed. However, postoperative high-sensitivity troponin level was significantly increased ((67.937±33.839)ng/L vs. (5.316±3.105)ng/L, P<0.001). Conclusion: ELCA is safe and effective in the treatment of SVG lesions and could improve microcirculation and ensure full expansion of stent.

Postoperative high-sensitivity troponin T predicts 1-year mortality and days alive and out of hospital after orthotopic heart transplantation

BackgroundOrthotopic heart transplantation (HTX) is the gold standard to treat end-stage heart failure. Numerous risk stratification tools have been developed in the past years. However, their clinical utility is limited by their poor discriminative ability. High sensitivity troponin T (hsTnT) is the most specific biomarker to detect myocardial cell injury. However, its prognostic relevance after HTX is not fully elucidated. Thus, this study evaluated the predictive value of postoperative hsTnT for 1-year survival and days alive and out of hospital (DAOH) after HTX.MethodsThis retrospective cohort study included patients who underwent HTX at the University Hospital Duesseldorf, Germany between 2011 and 2021. The main exposure was hsTnT concentration at 48 h after HTX. The primary endpoints were mortality and DAOH within 1 year after surgery. Receiver operating characteristic (ROC) curve analysis, logistic regression model and linear regression with adjustment for risk index for mortality prediction after cardiac transplantation (IMPACT) were performed.ResultsOut of 231 patients screened, 212 were included into analysis (mean age 55 ± 11 years, 73% male). One-year mortality was 19.7% (40 patients) and median DAOH was 298 days (229–322). ROC analysis revealed strongest discrimination for mortality by hsTnT at 48 h after HTX [AUC = 0.79 95% CI 0.71–0.87]. According to Youden Index, the cutoff for hsTnT at 48 h and mortality was 1640 ng/l. After adjustment for IMPACT score multivariate logistic and linear regression showed independent associations between hsTnT and mortality/DAOH with odds ratio of 8.10 [95%CI 2.99–21.89] and unstandardized regression coefficient of −1.54 [95%CI −2.02 to −1.06], respectively.ConclusionPostoperative hsTnT might be suitable as an early prognostic marker after HTX and is independently associated with 1-year mortality and poor DAOH.

Del Nido cardioplegia in adult cardiac surgery: analysis of myocardial protection and post-operative high-sensitivity Troponin T.

del Nido cardioplegia has been adopted for use in adult cardiac surgery, despite a lack of robust randomised evidence supporting equivalence or superiority to conventional hyperkalaemic blood cardioplegia. We investigated the clinical surrogates of myocardial protection, and performed an extensive analysis of post-operative high-sensitivity Troponin T (hs-TnT) values in a general adult cardiac surgery population receiving del Nido, in comparison to a historical hyperkalaemic blood cohort. 171 consecutive patients of a single surgeon from between November 2018 and June 2020 received del Nido, and were compared to a historical cohort of 326 patients between January 2016 and November 2018 who received hyperkalaemic blood cardioplegia. Clinical markers of myocardial protection were compared, as were hs-TnT values at 6, 12, 24, and 72-h post-operatively. Equivalence between groups was determined using the two one-sided tests procedure. There was no difference between the groups in the incidence of post-operative low cardiac output state, inotropic support, or myocardial infarction. Del Nido patients had less defibrillation requirement, and more spontaneous resumption of normal sinus rhythm. High-sensitivity Troponin T values were similar at all time-points including in a coronary artery bypass graft subgroup, and in those patients with elevated pre-operative hs-TnT. In a broad cohort of adult cardiac surgery patients, including those undergoing coronary artery bypass surgery and those with recent myocardial infarction, del Nido provides equivalent myocardial protection and clinical outcomes when compared to hyperkalemic blood cardioplegia. Post-operative high-sensitivity Troponin T values were also equivalent between the groups.

Elevation of High-sensitive Troponin T Predicts Mortality After Open Pancreaticoduodenectomy.

Open pancreaticoduodenectomy has a high complication and measurable mortality rate. Recent reports (based across multiple surgical disciplines) demonstrate that elevated postoperative high sensitivity troponin T (hsTnT) predicts adverse outcomes in non-cardiac surgery. The aim of this study was to evaluate postoperative hsTnT as a prognostic marker of mortality, major adverse cardiovascular events (MACE), post-operative non-cardiac complications and length of stay (including intensive care stay) in open pancreaticoduodenectomy. A retrospective review of open pancreaticoduodenectomy patients was undertaken from 01/10/2017-31/03/2019. Receiver operating characteristic (ROC) curves were calculated to identify ideal cut-off values for hsTnT. Univariate and multivariate analyses were performed to scrutinize the relationship between mean hsTnT and 30-day, 90-day mortality, MACE, post-operative non-cardiac complications and length of stay. One hundred and nine patients were identified. ROC curves demonstrated a strong correlation between elevated mean hsTnT and 30-day, 90-day mortality and MACE (AUC = 0.937, AUC = 0.852, AUC = 0.779, respectively). Multivariate analysis showed mean hsTnT > 21ng/l was significantly associated with 90-day mortality (OR 43.928, p = 0.004) and MACE (OR 8.177, p = 0.048). HsTnT is predictive of mortality and MACE in the context of open pancreaticoduodenectomy. Association between hsTnT and prolonged critical care stay was less significant. Non-cardiac complications and length of stay show no significant association with hsTnT.

Immediate postoperative high-sensitivity troponin T concentrations and long-term patient-reported health-related quality of life: A prospective cohort study.

Myocardial injury after noncardiac surgery is associated with mortality and major adverse postoperative cardiovascular events. The effect of postoperative troponin concentrations on patient-reported health-related quality of life (HRQoL) is unknown. The study examined the association between immediate postoperative troponin concentrations and self-reported HRQoL 1 year after surgery. Prospective cohort study. Single-centre tertiary care hospital in the Netherlands between July 2012 and 2015. Patients aged at least 60 years undergoing moderate and major noncardiac surgery. None. HRQoL total score was assessed with the EuroQol five-dimensional questionnaire. Tobit regression analysis was used to determine the association between postoperative troponin concentrations and 1-year HRQoL. Peak high-sensitivity troponin T values were divided into four categories: less than 14, 14 to 49, 50 to 149 and at least 150 ng l. A total of 3085 patients with troponin measurements were included. 2634 (85.4%) patients were alive at 1-year follow-up of whom 1297 (49.2%) returned a completed questionnaire. The median score for HRQoL was 0.82 (0.85, 0.81, 0.77 and 0.71 per increasing troponin category). Multivariable analysis revealed betas of -0.06 [95% confidence interval (CI) -0.09 to -0.02], -0.11 (95% CI -0.18 to -0.04) and -0.18 (95% CI -0.29 to -0.07) for troponin levels of 14 to 49, 50 to 149 and at least 150 ng l when compared with values less than 14 ng l. Other independent predictors for lower HRQoL were chronic obstructive pulmonary disease, female sex, peripheral arterial disease and increasing age. Higher levels of postoperative troponin measured immediately after surgery were independently associated with lower self-reported HRQoL total score at 1-year follow-up.

Postoperative high-sensitivity troponin T as a predictor of sudden cardiac arrest in patients undergoing cardiac surgery.

The usefulness of high-sensitivity troponin T (hs-TnT) as a predictor of sudden cardiac arrest (SCA) in patients undergoing valve surgery is currently unknown. A prospective study was conducted on a group of 815 consecutive patients with significant valvular heart disease that underwent elective valve surgery. The primary end-point was postoperative SCA. The postoperative SCA occurred in 26 patients. At multivariate analysis of hs-TnT measured immediately after surgery (hs-TnT I) and age remained independent predictors of the primary end-point. Elevated postoperative hs-TnT was associated with a higher risk of postoperative SCA.

Postoperative High-Sensitivity Troponin Monitoring Following Noncardiac Surgery: Evaluating the Effect on Mortality of Associated Perioperative Clinical Events

Postoperative High-Sensitivity Troponin Monitoring Following Noncardiac Surgery: Evaluating the Effect on Mortality of Associated Perioperative Clinical Events

P2662Prognostic value of postoperative high-sensitivity troponin among patients undergoing fenestrated and/or branched endovascular aortic aneurysm repair

P2662Prognostic value of postoperative high-sensitivity troponin among patients undergoing fenestrated and/or branched endovascular aortic aneurysm repair

Myocardial injury after non-cardiac surgery: a perioperative affair?

Myocardial injury after non-cardiac surgery (MINS) is a rather new nosological entity and an unfortunately common perioperative complication. The diagnostic criteria for MINS, also indicated as isolated myocardial injury (IMI), are an elevated postoperative high sensitivity troponin T (hsTnT level ranging between 20 and 65 ng/L with an absolute change of at least 5 ng/L or hsTnT level >65 ng/L), in absence of symptoms and/or EKG findings suggestive of ischemia and without a non-ischemic etiology causing troponin elevation. MINS does not fulfill the universal definition of myocardial infarction even if it is related to ischemic causes and it is independently associated with 30-day postoperative mortality and complications. Nevertheless, mortality at 30 days in MINS patients has been calculated up to 10% and it increases exponentially as a function of peak postoperative troponin concentration. Physician and researchers should discriminate MINS from perioperative myocardial infarction and from not ischemic troponin increases. In the postoperative period, the possibility of missing the diagnosis of an acute coronary syndrome for the paucity of clinical symptoms or because physician failed to evaluate a postoperative EKG recording should always be considered. Physiopathology of MINS is not yet well defined: current hypotheses are surrogated from perioperative myocardial infarction studies. Up to now there are not specific treatments for MINS, even if antithrombotic therapy is under evaluation. Treatment decisions should be tailored to the individual case; potential benefits of troponin screening include a cardiology consultation and consequently, improved patients' information to promote lifestyle changes and enhanced therapy.

Prognostic value of postoperative high-sensitivity troponin T in patients with different stages of kidney disease undergoing noncardiac surgery

BackgroundEmerging evidence suggests that postoperative troponin release is a strong and independent predictor of short-term mortality. However, evaluating elevated troponins in patients with chronic kidney disease (CKD) is still controversial and is often disregarded. This study examines morbidity along with short- and long-term mortality risk associated with elevated high-sensitivity troponin T (hsTnT) in patients with different stages CKD undergoing noncardiac surgery. MethodsThis observational cohort comprised 3262 patients aged ≥60 yr who underwent noncardiac surgery. Postoperative hsTnT concentrations were divided into normal [<14 ng l−1 (reference)], low (14–49 ng l−1), moderate (50–149 ng l−1), and high (≥150 ng l−1) groups. A threshold of 50 ng l−1 was used to dichotomize hsTnT. The study endpoints were 30-day and long-term all-cause mortality, and postoperative myocardial infarction. ResultsPostoperative hsTnT was associated with a stepwise increase in 30-day and long-term mortality risk: low hsTnT adjusted hazard ratio (HR) 1.4 [95% confidence interval (CI): 1.1–1.7], moderate hsTnT adjusted HR 3.1 (95% CI: 2.3–4.3), high hsTnT adjusted HR 5.5 (95% CI: 3.6–8.4). Postoperative hsTnT ≥50 ng l−1 was associated with 30-day and long-term mortality risk for each stage of CKD. Elevated troponin concentrations in severe CKD (estimated glomerular filtration rate <30 mL min−1 1.73 m−2), however, did not predict short-term death. ConclusionsElevated postoperative hsTnT is associated with a dose-dependent increase in 30-day and long-term mortality risk in each stage of CKD with an estimated glomerular filtration rate ≥30 ml min−1 1.73 m−2.

Altered preoperative coagulation and fibrinolysis are associated with myocardial injury after non-cardiac surgery

BackgroundMyocardial injury after non-cardiac surgery (MINS), a complication with unclear pathogenesis, occurs within the first 30 days after surgery and worsens prognosis. Hypercoagulability induced by surgery might contribute to plaque rupture, with subsequent thrombosis and myocardial injury. This study assessed haemostatic markers before surgery and evaluated their association with MINS. MethodsThis is a substudy of VISION, a prospective cohort study of perioperative cardiovascular events. Of 475 consecutive vascular surgery patients, 47 (9.9%) developed MINS, defined as postoperative high-sensitivity troponin ≥50 ng litre−1, with ≥20% elevation from the preoperative concentration. The control group consisted of 84 non-MINS patients matched for patient characteristics and co-morbidities. The following preoperative markers of hypercoagulability and fibrinolysis were measured: antithrombin, factor VIII activity, von Willebrand factor concentration and activity, fibrinogen, D-dimer, plasmin–antiplasmin complex, and tissue plasminogen activator. Moreover, C-reactive protein and CD40L concentrations were measured to assess inflammatory activity. ResultsPatients with MINS compared with the non-MINS group had a significantly higher concentration of factor VIII (186 vs 155%, P=0.006), von Willebrand factor activity (223 vs 160%, P<0.001), von Willebrand factor concentration (317 vs 237%, P=0.02), concentrations of fibrinogen (5.6 vs 4.2 g litre−1, P=0.03), D-dimer (1680.0 vs 1090.0 ng ml−1, P=0.04), plasmin–antiplasmin complex (747 vs 512 ng ml−1, P=0.002) and C-reactive protein (10 vs 4.5 mg litre−1, P=0.02) but not antithrombin (95 vs 94%, P=0.89), tissue plasminogen activator (11 vs 9.7 ng ml−1, P=0.06) and CD40L (8790 vs 8580 pg ml−1, P=0.73). ConclusionsPreoperative elevation of blood markers of hypercoagulability in patients undergoing vascular surgery is associated with a higher risk of MINS. Clinical trial registrationNCT00512109.

Association of Postoperative High-Sensitivity Troponin Levels With Myocardial Injury and 30-Day Mortality Among Patients Undergoing Noncardiac Surgery

Little is known about the relationship between perioperative high-sensitivity troponin T (hsTnT) measurements and 30-day mortality and myocardial injury after noncardiac surgery (MINS). To determine the association between perioperative hsTnT measurements and 30-day mortality and potential diagnostic criteria for MINS (ie, myocardial injury due to ischemia associated with 30-day mortality). Prospective cohort study of patients aged 45 years or older who underwent inpatient noncardiac surgery and had a postoperative hsTnT measurement. Starting in October 2008, participants were recruited at 23 centers in 13 countries; follow-up finished in December 2013. Patients had hsTnT measurements 6 to 12 hours after surgery and daily for 3 days; 40.4% had a preoperative hsTnT measurement. A modified Mazumdar approach (an iterative process) was used to determine if there were hsTnT thresholds associated with risk of death and had an adjusted hazard ratio (HR) of 3.0 or higher and a risk of 30-day mortality of 3% or higher. To determine potential diagnostic criteria for MINS, regression analyses ascertained if postoperative hsTnT elevations required an ischemic feature (eg, ischemic symptom or electrocardiography finding) to be associated with 30-day mortality. Among 21 842 participants, the mean age was 63.1 (SD, 10.7) years and 49.1% were female. Death within 30 days after surgery occurred in 266 patients (1.2%; 95% CI, 1.1%-1.4%). Multivariable analysis demonstrated that compared with the reference group (peak hsTnT <5 ng/L), peak postoperative hsTnT levels of 20 to less than 65 ng/L, 65 to less than 1000 ng/L, and 1000 ng/L or higher had 30-day mortality rates of 3.0% (123/4049; 95% CI, 2.6%-3.6%), 9.1% (102/1118; 95% CI, 7.6%-11.0%), and 29.6% (16/54; 95% CI, 19.1%-42.8%), with corresponding adjusted HRs of 23.63 (95% CI, 10.32-54.09), 70.34 (95% CI, 30.60-161.71), and 227.01 (95% CI, 87.35-589.92), respectively. An absolute hsTnT change of 5 ng/L or higher was associated with an increased risk of 30-day mortality (adjusted HR, 4.69; 95% CI, 3.52-6.25). An elevated postoperative hsTnT (ie, 20 to <65 ng/L with an absolute change ≥5 ng/L or hsTnT ≥65 ng/L) without an ischemic feature was associated with 30-day mortality (adjusted HR, 3.20; 95% CI, 2.37-4.32). Among the 3904 patients (17.9%; 95% CI, 17.4%-18.4%) with MINS, 3633 (93.1%; 95% CI, 92.2%-93.8%) did not experience an ischemic symptom. Among patients undergoing noncardiac surgery, peak postoperative hsTnT during the first 3 days after surgery was significantly associated with 30-day mortality. Elevated postoperative hsTnT without an ischemic feature was also associated with 30-day mortality.

Postoperative high-sensitivity troponin and its association with mortality and major adverse cardiac events in patients undergoing on-pump cardiac surgery

Postoperative high-sensitivity troponin and its association with mortality and major adverse cardiac events in patients undergoing on-pump cardiac surgery

Predictive value of high-sensitivity troponin T in addition to EuroSCORE II in cardiac surgery.

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. 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. 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%). 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.