scholarly journals The Influence of Risk Factors on Perioperative Results of Multivessel Coronary Artery Bypass Grafting Through the Left Anterior Minitoracotomy

Author(s):  
O. D. Babliak ◽  
V. M. Demianenko ◽  
D. E. Babliak ◽  
A. I. Marchenko ◽  
E. A. Melnyk ◽  
...  

Multivessel coronary artery bypass grafting (CABG) through the left anterior minitoracotomy using the technique of total coronary revascularization via left anterior thoracotomy (TCRAT) is routinely performed in our institution since July 2017. This technique is used in all patients regardless of the number of anastomoses, quality and location of coronary targets, body mass index, age, comorbidities and predicted postoperative risk. The aim. To present the results of 349 consecutive patients with isolated multivessel coronary artery disease who underwent minimally invasive CABG. To compare perioperative outcomes of minimally invasive CABG in patients with existent risk factors for CABG and to identify possible contraindications to the use of this CABG technique. Materials and methods. From July 2017 to January 2020, 357 consecutive patients were underwent multivessel CABG at our institution. Eight (2.3%) patients in whom CABG was performed through the median sternotomy were excluded from the study. The remaining 349 (97.7%) patients underwent complete myocardial revascularization through the left anterior minitracotomy using TCRAT technique (peripheral cannulation for cardiopulmonary bypass (CPB), cold blood cardioplegia). All the patients were divided into groups according to the presence of risk factors (obesity, old age, diabetes, risk of postoperative mortality greater than 2.0 calculated by EuroSCORE II scale) to analyze the impact of these factors on intraoperative and postoperative parameters. Results. Intra- and postoperative parameters in patients of all groups were within safe limits. There was no statistically significant difference between the patients older and younger than 70. Diabetic and obese patients had a longer total operation time (on average by 5%, p = 0.003 and 7%, p = 0.019, respectively), CPB time (on average by 8%, p = 0.002 and 11%, p = 0.0001, respectively) and intensive care unit stay (on average by 15%, p = 0.004 and 17%, p = 0.013, respectively) compared to the patients without these conditions. The patients with EuroSCORE II risk more than 2.0 were had longer main phase of the operation (on average by 12 minutes, i.e. 8%, p = 0.013), they required longer ventilation time (by 27%, p = 0.036), longer stay in the intensive care unit (by 23%, p = 0.0004), had a longer hospital stay (by 15%, p < 0.0001), they were more likely to have acute kidney damage that required hemodialysis, and mortality was observed only in this group of patients. However, even in this group of severe patients, the incidence of complications and mortality did not exceed the predicted rates. Conclusions. The technique of minimally invasive CABG through the left anterior thoracotomy allow the possibility to avoid median sternotomy in 97.7% of patients with multivessel coronary artery disease. The technique of minimally invasive multivessel CABG through the left anterior thoracotomy is universal and does not require patient selection, because it can be used effectively and safely regardless of obesity, diabetes or old age. This technique can be performed in patients with any EuroSCORE II rate without the mortality rate increase.

Author(s):  
K. I. Shakhgeldyan ◽  
V. Y. Rublev ◽  
B. I. Geltser ◽  
B. O. Shcheglov ◽  
V. G. Shirobokov ◽  
...  

Introduction. Postoperative atrial fibrillation (POAF) is one of the most common complications of coronary artery bypass grafting (CABG) and occurs in 25–65% of patients.Aim. The study aimed to assess the predictive potential of preoperative risk factors for POAF in patients with coronary artery disease (CAD) after CABG based on machine learning (ML) methods.Material and Methods. An observational retrospective study was carried out based on data from 866 electronic case histories of CAD patients with a median age of 63 years and a 95% confidence interval [63; 64], who underwent isolated CABG on cardiopulmonary bypass. Patients were assigned to two groups: group 1 comprised 147 (18%) patients with newly registered atrial fibrillation (AF) paroxysms; group 2 included 648 (81.3%) patients without cardiac arrhythmia. The preoperative clinical and functional status was assessed using 100 factors. We used statistical analysis methods (Chi-square, Fisher, Mann – Whitney, and univariate logistic regression (LR) tests) and ML tests (multivariate LR and stochastic gradient boosting (SGB)) for data processing and analysis. The models’ accuracy was assessed by three quality metrics: area under the ROC-curve (AUC), sensitivity, and specificity. The cross-validation procedure was performed at least 1000 times on randomly selected data.Results. The processing and analysis of preoperative patient status indicators using ML methods allowed to identify 10 predictors that were linearly and nonlinearly related to the development of POAF. The most significant predictors were the anteroposterior dimension of the left atrium, tricuspid valve insufficiency, ejection fraction <40%, duration of the P–R interval, and chronic heart failure of functional class III–IV. The accuracy of the best predictive multifactorial model of LR was 0.61 in AUC, 0.49 in specificity, and 0.72 in sensitivity. The values of similar quality metrics for the best model based on SGB were 0.64, 0.6, and 0.68, respectively.Conclusion. The use of SGB made it possible to verify the nonlinearly related predictors of POAF. The prospects for further research on this problem require the use of modern medical care methods that allow taking into account the individual characteristics of patients when developing predictive models.


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