14 research outputs found

    Evaluation of the Long-term Effectiveness of Cardiac Resynchronization Therapy

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    Aim. To determine quantitative criteria for assessing the therapeutic benefits and the most informative time frames after cardiac resynchronization therapy (CRT) to assess its long-term effectiveness (1, 2, 3 years of follow-up) based on retrospective analysis. To assess the CRT effectiveness, parameters of left ventricular (LV) reverse remodeling and signs characterizing the clinical CRT response were considered. Material and methods. This single-center, retrospective, non-randomized study included data from 278 patients with implanted CRT devices. Quantitative criteria for assessing CRT effectiveness were determined using a two-step cluster analysis of patients 1, 2, and 3 years after CRT by LV reverse remodeling parameters. Results. In the dataset with satisfactory division accuracy, after the first year, two clusters were identified, which are conventionally named as “non-responders” and “responders”. Two and three years after therapy, patients were classified into three clusters: “non-responders”, “responders” and “super-responders”. For the obtained clusters, we found cutoff values for LV reverse remodeling parameters, which can be used as criteria for response to therapy. The study identified the most informative time frames for assessing the postoperative CRT effectiveness 1, 2, 3 years after the surgery. At the same time, the clinical response to therapy is manifested earlier in comparison with the reverse LV remodeling. Despite the high divisibility of patients into responders and non-responders, predictive models of CRT effectiveness created using the available data from standard diagnostic protocols for heart failure patients have insufficient accuracy to be used for making decisions on therapy appropriateness. This circumstance indicates the need to receive additional data to improve the forecasting quality. Conclusion. The study revealed a period for assessing the clinical response and changes in LV reverse remodeling after CRT surgery, which is important for the optimal choice of postoperative therapy. It has been shown that in most cases, one year after surgery is sufficient to assess the clinical response, and the process of LV reverse remodeling can last up to two years on average. When assessing the CRT effectiveness by reverse remodeling, along with a change in LV end-systolic volume (ESV), it is necessary to take into account LV end-diastolic volume (EDV) changes. The change in LV ejection fraction showed a significantly lower value among the analyzed parameters in assessing the CRT effectiveness. Based on the cluster classification of patients, a dividing rule was established for responders and non-responders in the first and second years after surgery with an accuracy of 97%: a decrease in LV ESV and EDV by 9% or more compared to preoperative values. © 2021, Silicea-Poligraf. All rights reserved.Relationships and Activities. This work was supported by a Russian Science Foundation grant № 19-14-00134

    Evaluation of the long-term effectiveness of cardiac resynchronization therapy

    Get PDF
    Aim. To determine quantitative criteria for assessing the therapeutic benefits and the most informative time frames after cardiac resynchronization therapy (CRT) to assess its long-term effectiveness (1, 2, 3 years of follow-up) based on retrospective analysis. To assess the CRT effectiveness, parameters of left ventricular (LV) reverse remodeling and signs characterizing the clinical CRT response were considered.Material and methods. This single-center, retrospective, non-randomized study included data from 278 patients with implanted CRT devices. Quantitative criteria for assessing CRT effectiveness were determined using a two-step cluster analysis of patients 1, 2, and 3 years after CRT by LV reverse remodeling parameters.Results. In the dataset with satisfactory division accuracy, after the first year, two clusters were identified, which are conventionally named as “non-responders” and “responders”. Two and three years after therapy, patients were classified into three clusters: “non-responders”, “responders” and “super-responders”. For the obtained clusters, we found cutoff values for LV reverse remodeling parameters, which can be used as criteria for response to therapy.The study identified the most informative time frames for assessing the postoperative CRT effectiveness 1, 2, 3 years after the surgery. At the same time, the clinical response to therapy is manifested earlier in comparison with the reverse LV remodeling.Despite the high divisibility of patients into responders and non-responders, predictive models of CRT effectiveness created using the available data from standard diagnostic protocols for heart failure patients have insufficient accuracy to be used for making decisions on therapy appropriateness. This circumstance indicates the need to receive additional data to improve the forecasting quality.Conclusion. The study revealed a period for assessing the clinical response and changes in LV reverse remodeling after CRT surgery, which is important for the optimal choice of postoperative therapy. It has been shown that in most cases, one year after surgery is sufficient to assess the clinical response, and the process of LV reverse remodeling can last up to two years on average.When assessing the CRT effectiveness by reverse remodeling, along with a change in LV end-systolic volume (ESV), it is necessary to take into account LV end-diastolic volume (EDV) changes. The change in LV ejection fraction showed a significantly lower value among the analyzed parameters in assessing the CRT effectiveness. Based on the cluster classification of patients, a dividing rule was established for responders and non-responders in the first and second years after surgery with an accuracy of 97%: a decrease in LV ESV and EDV by 9% or more compared to preoperative values

    Evaluation of interventricular delay during cardiac resynchronization therapy in patients with quadripolar systems in long-term postoperative follow-up

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    Aim. To assess the association between changes in interventricular delay (IVD) and response to cardiac resynchronization therapy (CRT) during 24-month postoperative period in patients with quadripolar left ventricular leads.Material and methods. This retrospective non-randomized study included data from 48 patients with implanted CRT devices with quadripolar left ventricular (LV) leads, examined 3, 6, 12, 24 months after operation. CRT responders were considered patients with a decrease in end-systolic volume (ESV) by more than 10% compared with preoperative. To test the hypothesis about the rationale for choosing the maximum IVD when installing the LV lead, the group of patients was divided into two subgroups as follows: one with the maximum IVD (IVDmax, n=24), the other — without this condition (n=24).Results. A correlation was found between changes in IVD and ESV, as well as ejection fraction (EF) in the period of 6, 12 and 24 months after implantation compared to baseline. In the subgroup with IVDmax, the shortening of IVD in the postoperative period is higher at each considered period compared to the second subgroup, and in general, there is a more pronounced decrease in IVD over 24 months. At the same time, 3, 6, 12 months after surgery, patients with IVDmax show a significantly greater decrease in ESV and, accordingly, a greater increase in EF. Prognostic models of CRT response in the long term after implantation were created. Significant predictors were the initial IVD, changes in IVD in the early postoperative period and IVDmax selection. At the same time, not a single factor, taken separately, made it possible to separate responders and non-responders.Conclusion. A greater shortening of the IVD corresponds to a greater decrease in LV ESV and EDV, as well as a greater increase in EF in the long-term postoperative period. The choice of quadripolar LV lead in accordance with the maximum IVD is accompanied by a decrease in the proportion of non-responders, a more pronounced decrease in electrical ventricular dyssynchrony and an improvement in systolic function

    Machine Learning Prediction of Cardiac Resynchronisation Therapy Response From Combination of Clinical and Model-Driven Data

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    Background: Up to 30–50% of chronic heart failure patients who underwent cardiac resynchronization therapy (CRT) do not respond to the treatment. Therefore, patient stratification for CRT and optimization of CRT device settings remain a challenge. Objective: The main goal of our study is to develop a predictive model of CRT outcome using a combination of clinical data recorded in patients before CRT and simulations of the response to biventricular (BiV) pacing in personalized computational models of the cardiac electrophysiology. Materials and Methods: Retrospective data from 57 patients who underwent CRT device implantation was utilized. Positive response to CRT was defined by a 10% increase in the left ventricular ejection fraction in a year after implantation. For each patient, an anatomical model of the heart and torso was reconstructed from MRI and CT images and tailored to ECG recorded in the participant. The models were used to compute ventricular activation time, ECG duration and electrical dyssynchrony indices during intrinsic rhythm and BiV pacing from the sites of implanted leads. For building a predictive model of CRT response, we used clinical data recorded before CRT device implantation together with model-derived biomarkers of ventricular excitation in the left bundle branch block mode of activation and under BiV stimulation. Several Machine Learning (ML) classifiers and feature selection algorithms were tested on the hybrid dataset, and the quality of predictors was assessed using the area under receiver operating curve (ROC AUC). The classifiers on the hybrid data were compared with ML models built on clinical data only. Results: The best ML classifier utilizing a hybrid set of clinical and model-driven data demonstrated ROC AUC of 0.82, an accuracy of 0.82, sensitivity of 0.85, and specificity of 0.78, improving quality over that of ML predictors built on clinical data from much larger datasets by more than 0.1. Distance from the LV pacing site to the post-infarction zone and ventricular activation characteristics under BiV pacing were shown as the most relevant model-driven features for CRT response classification. Conclusion: Our results suggest that combination of clinical and model-driven data increases the accuracy of classification models for CRT outcomes. Copyright © 2021 Khamzin, Dokuchaev, Bazhutina, Chumarnaya, Zubarev, Lyubimtseva, Lebedeva, Lebedev, Gurev and Solovyova.This work was supported by Russian Science Foundation grant no. 19-14-00134

    Evaluation of interventricular delay during cardiac resynchronization therapy in patients with quadripolar systems in long-term postoperative follow-up

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    Aim. To assess the association between changes in interventricular delay (IVD) and response to cardiac resynchronization therapy (CRT) during 24-month postoperative period in patients with quadripolar left ventricular leads. Material and methods. This retrospective non-randomized study included data from 48 patients with implanted CRT devices with quadripolar left ventricular (LV) leads, examined 3, 6, 12, 24 months after operation. CRT responders were considered patients with a decrease in end-systolic volume (ESV) by more than 10% compared with preoperative. To test the hypothesis about the rationale for choosing the maximum IVD when installing the LV lead, the group of patients was divided into two subgroups as follows: one with the maximum IVD (IVDmax, n=24), the other — without this condition (n=24). Results. A correlation was found between changes in IVD and ESV, as well as ejection fraction (EF) in the period of 6, 12 and 24 months after implantation compared to baseline. In the subgroup with IVDmax, the shortening of IVD in the postoperative period is higher at each considered period compared to the second subgroup, and in general, there is a more pronounced decrease in IVD over 24 months. At the same time, 3, 6, 12 months after surgery, patients with IVDmax show a significantly greater decrease in ESV and, accordingly, a greater increase in EF. Prognostic models of CRT response in the long term after implantation were created. Significant predictors were the initial IVD, changes in IVD in the early postoperative period and IVDmax selection. At the same time, not a single factor, taken separately, made it possible to separate responders and non-responders. Conclusion. A greater shortening of the IVD corresponds to a greater decrease in LV ESV and EDV, as well as a greater increase in EF in the long-term postoperative period. The choice of quadripolar LV lead in accordance with the maximum IVD is accompanied by a decrease in the proportion of non-responders, a more pronounced decrease in electrical ventricular dyssynchrony and an improvement in systolic function. © 2022, Silicea-Poligraf. All rights reserved.Russian Science Foundation, RSF: 19-14-00134Relationships and Activities. The study was supported by the RSF grant № 19-14-00134

    Analysis of electrocardiographic signs in hypertrophic cardiomyopathy before and after septal myectomy. New criterion for proximal left bundle branch block

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    Aim. To analyze 20 electrocardiographic (ECG) signs of left bundle branch block (LBBB) before and after septal myectomy in patients with hypertrophic cardio myopathy (HCM) and develop a criterion for proximal LBBB based on the selected signs.Material and methods. This retrospective non-randomized study included 50 patients with obstructive HCM who underwent septal myectomy. There were following inclusion criteria: QRS width <120 ms before surgery, transaortic access during septal myectomy, and QRS width ≥120 ms in the early postoperative period. For each patient, ECGs were analyzed before septal myectomy and in the first week after surgery. At the same time, 20 ECG signs proposed earlier in the LBBB criteria were independently assessed.Results. Exsection of a small myocardial area of the basal interventricular septal parts, weighing an average of 4,9±2 grams, led to a significant increase in the QRS width (by 61±14,6 ms) and the prevalence of almost all ECG signs of LBBB. In 100% of cases (n=50), the following signs demonstrated significant dynamics after surgery: (1) midQRS notching or slurring in ≥2 contiguous leads (I, aVL, V1-V2, V5-V6); (2) absence of q wave in V5-V6 and (3) discordant T wave in at least two leads (I, aVL, V5, V6). Based on the design of the study, (4) QRS width ≥120 ms was additionally included. These ECG characteristics were combined into a new criterion for proximal LBBBConclusion. A new criterion for proximal LBBB was developed using the pathophysiological model of iatrogenic conduction block of left bundle branch. Further estimation of this criterion on a set of candidates for CRT with heterogeneous level of LBBB is necessary

    Analysis of electrotherapy of cardioverter defibrillators implanted for the primary prevention of sudden cardiac death

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    Aim. To assess various types of electrotherapy and the reasons for its use in patients with implanted cardioverter defibrillators (ICD) for primary prevention of sudden cardiac death (SCD).Material and methods. A retrospective single-site study of 308 patients with implanted cardioverter defibrillators was conducted. Patients were divided into 2 groups: 1 — patients with persistent paroxysmal ventricular tachycardia (VT)/ ventricular fibrillation (VF); 2 — patients without persistent paroxysms of VT/VF. The standard ICD programming protocol was carried out intraoperatively, at 3-4 days after the implantation, then 1 time in 12 months, as well as unscheduled on request. Primary data was collected about paroxysms of ventricular and supraventricular rhythm disturbances, episodes of unmotivated detection of tachyarrhythmias, adequacy of use and types of ICD electrotherapy. The period of dynamic observation was 7 years.Results. The group with an increased risk of persistent paroxysmal VT/VF is patients with ischemic genesis of chronic heart failure (CHF), repeated myocardial infarction, persistent atrial fibrillation (AF), as well as with recorde episodes of unstable VT and ventricular extrasystoles at programming visits. In 54,1% of cases with persistent paroxysms of VT/VF, unjustified detection of ventricular arrhythmias was established. Its causes were: 1) AF with a high heart rate; 2) T-wave detection; 3) sinus tachycardia in the area of detection of VT; 4) atrial flutter with a high heart rate.Conclusion. In patients with primary prophylaxis of SCD, the use of ICD electrotherapy takes place not only due to paroxysms of VT/VF, but also because of both paroxysms of supraventricular rhythm disturbances and other features of rhythm perception by the device. To reduce the number of unjustified triggers during the installation of ICD electrotherapy program in patients with AF/atrial flutter, it is advisable to use a dedicated area of monitor VT and programmed long-term tachycardia detection for adequate rhythm discrimination
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