Prediction of heart failure patients with distinct left ventricular ejection fraction levels using circadian ECG features and machine learning

Heart failure (HF) encompasses a diverse clinical spectrum, including instances of transient HF or HF with recovered ejection fraction, alongside persistent cases. This dynamic condition exhibits a growing prevalence and entails substantial healthcare expenditures, with anticipated escalation in the future. It is essential to classify HF patients into three groups based on their ejection fraction: reduced (HFrEF), mid-range (HFmEF), and preserved (HFpEF), such as for diagnosis, risk assessment, treatment choice, and the ongoing monitoring of heart failure. Nevertheless, obtaining a definitive prediction poses challenges, requiring the reliance on echocardiography. On the contrary, an electrocardiogram (ECG) provides a straightforward, quick, continuous assessment of the patient's cardiac rhythm, serving as a cost-effective adjunct to echocardiography. In this research, we evaluate several machine learning (ML)-based classification models, such as K-nearest neighbors (KNN), neural networks (NN), support vector machines (SVM), and decision trees (TREE), to classify left ventricular ejection fraction (LVEF) for three categories of HF patients at hourly intervals, using 24-hour ECG recordings. Information from heterogeneous group of 303 heart failure patients, encompassing HFpEF, HFmEF, or HFrEF classes, was acquired from a multicenter dataset involving both American and Greek populations. Features extracted from ECG data were employed to train the aforementioned ML classification models, with the training occurring in one-hour intervals. To optimize the classification of LVEF levels in coronary artery disease (CAD) patients, a nested cross-validation approach was employed for hyperparameter tuning. HF patients were best classified using TREE and KNN models, with an overall accuracy of 91.2% and 90.9%, and average area under the curve of the receiver operating characteristics (AUROC) of 0.98, and 0.99, respectively. Furthermore, according to the experimental findings, the time periods of midnight-1 am, 8-9 am, and 10-11 pm were the ones that contributed to the highest classification accuracy. The results pave the way for creating an automated screening system tailored for patients with CAD, utilizing optimal measurement timings aligned with their circadian cycles.

Investigating automated regression models for estimating left ventricular ejection fraction levels in heart failure patients using circadian ECG features

Heart Failure (HF) significantly impacts approximately 26 million people worldwide, causing disruptions in the normal functioning of their hearts. The estimation of left ventricular ejection fraction (LVEF) plays a crucial role in the diagnosis, risk stratification, treatment selection, and monitoring of heart failure. However, achieving a definitive assessment is challenging, necessitating the use of echocardiography. Electrocardiogram (ECG) is a relatively simple, quick to obtain, provides continuous monitoring of patient's cardiac rhythm, and cost-effective procedure compared to echocardiography. In this study, we compare several regression models (support vector machine (SVM), extreme gradient boosting (XGBOOST), gaussian process regression (GPR) and decision tree) for the estimation of LVEF for three groups of HF patients at hourly intervals using 24-hour ECG recordings. Data from 303 HF patients with preserved, mid-range, or reduced LVEF were obtained from a multicentre cohort (American and Greek). ECG extracted features were used to train the different regression models in one-hour intervals. To enhance the best possible LVEF level estimations, hyperparameters tuning in nested loop approach was implemented (the outer loop divides the data into training and testing sets, while the inner loop further divides the training set into smaller sets for cross-validation). LVEF levels were best estimated using rational quadratic GPR and fine decision tree regression models with an average root mean square error (RMSE) of 3.83% and 3.42%, and correlation coefficients of 0.92 (p<0.01) and 0.91 (p<0.01), respectively. Furthermore, according to the experimental findings, the time periods of midnight-1 am, 8-9 am, and 10-11 pm demonstrated to be the lowest RMSE values between the actual and predicted LVEF levels. The findings could potentially lead to the development of an automated screening system for patients with coronary artery disease (CAD) by using the best measurement timings during their circadian cycles.

Efficacy of trimetazidine - an inhibitor of free fatty acids oxidation in the treatment of patients with stable angina pectoris and heart failure

Aim      To evaluate efficacy of modified-release trimetazidine (TMZ) included into the standard therapy for patients with stable angina and chronic heart failure (CHF) as a part of a subgroup analysis in the PERSPECTIVE study.Material and methods  The study included 806 patients: group 1 (n=691), patients receiving a standard therapy and modified-release TMZ (TMZ group); and group 2 (n=115), patients receiving a standard therapy (control group). Total duration of the study was 12 months.Results In the TMZ group, the weekly number of angina attacks decreased by 41.9% (p&lt;0.0001) in 2 months and by 69.6 % (from baseline, р&lt;0.0001) in 12 months, and the frequency of nitroglycerine dosing decreased by 40.8 % (р&lt;0.0001) and 67.7 % (р&lt;0.0001), respectively. In the control group, the respective values did not change. In the TMZ group compared to the control group, the QT interval was shorter (7.9 %; р&lt;0.05), the left ventricular (LV) end-systolic dimension was reduced (13.4 %; р&lt;0.01), interventricular septal thickness and LV posterior wall thickness were decreased (9.5 %; р&lt;0.01 and 12.2 %; р&lt;0.01, respectively), and the ejection fraction was increased (11.4; р&lt;0.05). Following the TMZ treatment, the leukocyte count in peripheral blood was decreased (5.3 %; р&lt;0.01) and the serum concentration of high-sensitivity C-reactive protein was decreased (30.7 %; р&lt;0.01) vs. increases of these indexes in the control group (17.9 %; р&lt;0.05 and 17.8 %; р&lt;0.05, respectively). The proportion of patients hospitalized for exacerbation of CHF or angina for 12 months was 8.6 % in the TMZ group and 15.7 % in the control group (p=0,001).Conclusion      In patients with stable angina and CHF, inclusion of modified-release TMZ into the standard therapy decreases the number of angina attacks, reduces the activity of inflammatory factors, and improves the course of disease.

Trimetazidine in Heart Failure

Heart failure is a systemic syndrome caused by multiple pathological factors. Current treatments do not have satisfactory outcomes. Several basic studies have revealed the protective effect of trimetazidine on the heart, not only by metabolism modulation but also by relieving myocardial apoptosis, fibrosis, autophagy, and inflammation. Clinical studies have consistently indicated that trimetazidine acts as an adjunct to conventional treatments and improves the symptoms of heart failure. This review summarizes the basic pathological changes in the myocardium, with an emphasis on the alteration of cardiac metabolism in the development of heart failure. The clinical application of trimetazidine in heart failure and the mechanism of its protective effects on the myocardium are carefully discussed, as well as its main adverse effects. The intention of this review is to highlight this treatment as an effective alternative against heart failure and provide additional perspectives for future studies.

Trimetazidine combined with berberine on endothelial function of patients with coronary heart disease combined with primary hypertension

Effects of trimetazidine combined with berberine on endothelial function of patients with coronary heart disease combined with primary hypertension (CCP) were investigated. A total of 68 patients with CCP were selected from July 2014 to August 2016 to serve as observation group. At the same time, 68 healthy people were also selected to serve as control group (physiological saline). Expression of endothelial nitric oxide synthase (eNOS) mRNA in the blood samples of the observation and control groups before and after treatment was determined by RT-PCR. Levels of NO in the plasma of the observation and control groups before and after treatment were measured by nitric acid reductase method. Brachial artery flow-mediated vasodilation (FMD) of observation and control groups was detected by brachial artery ultrasonography before and after treatment. Before treatment, expression level of eNOS mRNA in blood of the observation group was significantly lower than that of the control group (P<0.05). After treatment, expression level of eNOS mRNA was significantly increased (P<0.05). Plasma NO content 41.06±3.63 mol/l in blood of the observation group was significantly lower than that of the control group 53.28±3.09 mol/l (P<0.05). After treatment with trimetazidine and berberine, level of NO 50.75±2.75 mol/l was significantly increased compared with the level before treatment (P<0.05). FMD value (5.03±0.95) was significantly lower in observation group than that in control group (16.04±1.63) (P<0.05). After treatment with trimetazidine and berberine, FMD value (14.02±2.39) was significantly increased compared with the level before treatment (P<0.05). The results suggested that the combination of trimetazidine and berberine can increase the content of NO in blood and promote endothelium-dependent dilation function of brachial arteries, which is helpful in the treatment of CCP.

Pharmacological Interventions Effective in Improving Exercise Capacity in Heart Failure

Heart failure (HF) is characterised by exercise intolerance, which substantially impairs quality of life (QOL) and prognosis. The aim of this review is to summarise the state of the art on pharmacological interventions that are able to improve exercise capacity in HF. Ivabradine, trimetazidine and intravenous iron are the only drugs included in the European Society of Cardiology HF guidelines that have consistently been shown to positively affect functional capacity in HF. The beneficial effects on HF symptoms, physical performance and QOL using these pharmacological approaches are described.

Metabolic Therapy in Heart Failure

Metabolic impairments play an important role in the development and progression of heart failure. The use of metabolic modulators, the number of which is steadily increasing, may be particularly effective in the treatment of heart failure. Recent evidence suggests that modulating cardiac energy metabolism by reducing fatty acid oxidation and/or increasing glucose oxidation represents a promising approach to the treatment of patients with heart failure. This review focuses on the role of metabolic modulators, in particular trimetazidine, as a potential additional medication to conventional medical therapy in heart failure.

Defining the role of trimetazidine in the treatment of cardiovascular disorders: some insights on its role in heart failure and peripheral artery disease

Trimetazidine is a cytoprotective drug whose cardiovascular effectiveness, especially in patients with stable ischemic heart disease, has been the source of much controversy in recent years; some have gone so far as to treat the medication as a ‘placebo drug’ whose new side effects, such as Parkinsonian symptoms, outweigh its benefits. This article is an attempt to present the recent key studies, including meta-analyses, on the use of trimetazidine in chronic heart failure, also in patients with diabetes mellitus and arrhythmia, as well as in peripheral artery disease. This paper also includes the most recent European Society of Cardiology guidelines, including those of 2013, on the use of trimetazidine in cardiovascular disease.

Comparison of ranolazine and trimetazidine on glycemic status in diabetic patients with coronary artery disease - a randomized controlled trial

INTRODUCTION

Cardiovascular diseases have become the leading cause of death around the globe and diabetes mellitus (DM) is considered to be a coronary artery disease (CAD) risk equivalent. Ranolazine, an anti anginal drug has been found to reduce Glycated haemoglobin (HbA1c) in diabetes patients with chronic angina. However the effect of another antianginal drug trimetazidine, on glycemic status is not clear.

AIM

To compare the effect of ranolazine and trimetazidine on glycemic status in diabetic patients with CAD.

SETTINGS AND DESIGN

Patients diagnosed with CAD and diabetes mellitus attending Cardiology Out Patient Department (OPD), Jawaharlal Institute of Postgraduate Medical Education & Research (JIPMER), Puducherry, India were recruited for this randomized open label parallel arm trial.

MATERIALS AND METHODS

The study conducted from January-2012 to April-2013 had 47 eligible patients diagnosed with CAD and diabetes mellitus. They were randomized to receive either ranolazine 500 mg BD or trimetazidine 35 mg BD for 12 weeks. HbA1c levels, fasting blood glucose (FBG), lipid profile, QT and QTc intervals were measured at baseline and after 12 weeks.

STATISTICAL ANALYSIS

Unpaired t-test was used to compare the baseline characteristics of between the groups while comparison within the groups were done using Paired t-test. Wilcoxon and Mann Whitney U-tests were used for non parametric data. Graph pad instat version-3 was used for statistical analysis. Values were expressed as mean ± SD. A p < 0.05 was considered statistically significant.

RESULTS

The study could not find any change in HbA1c levels in both ranolazine and trimetazidine groups. The adverse effects reported from patients on ranolazine include angina, constipation, postural hypotension, headache, dizziness, nausea and weakness while patients on trimetazidine complained of constipation, weakness, palpitations, angina, dizziness, nausea, dyspepsia, headache, gastric discomfort, joint pain, etc.

CONCLUSION

In patients with chronic angina and diabetes mellitus Ranolazine 500mg BD and Trimetazidine 35mg BD did not show any effect on HbA1c and fasting blood glucose lebel.

Additional use of trimetazidine in patients with chronic heart failure: a meta-analysis

OBJECTIVES

The aim of this meta-analysis was to evaluate the effects of additional trimetazidine (TMZ) treatment on patients with chronic heart failure (CHF).

BACKGROUND

Conflicting results currently exist on the clinical use of TMZ in CHF patients.

METHODS

PubMed, MEDLINE, EMBASE, and EBM Reviews databases were searched through November 2010 for randomized controlled trials (RCTs) assessing TMZ treatment in CHF patients. Data concerning the study design, patient characteristics, and outcomes were extracted. Risk ratio (RR) and weighted mean differences (WMD) were calculated using fixed or random effects models.

RESULTS

Sixteen RCTs involving 884 CHF patients were included. Hospitalization for cardiac causes (RR: 0.43, p = 0.03), but not all-cause mortality (RR: 0.47, p = 0.27), was reduced by TMZ treatment. Moreover, TMZ therapy was associated not only with the increase of left ventricular ejection fraction (WMD: 6.46%, p < 0.0001) and total exercise time (WMD: 63.75 seconds, p < 0.0001), but also with the decrease of New York Heart Association functional class (WMD: -0.57, p = 0.0003), left ventricular end-systolic diameter (WMD: -6.67 mm, p < 0.0001), left ventricular end-diastolic diameter (WMD: -6.05 mm, p < 0.0001), and B-type natriuretic peptide (WMD: -203.40 pg/ml, p = 0.0002).

CONCLUSIONS

Additional use of TMZ in CHF patients may decrease hospitalization for cardiac causes, improve clinical symptoms and cardiac function, and simultaneously ameliorate left ventricular remodeling.