Association between circadian Holter ECG changes and sudden cardiac death in patients with Chagas heart disease
Alex Chaves Alberto1,2, Roberto Coury Pedrosa3, Vicente Zarzoso4
1Programa de Engenharia Biomédica, COPPE, Universidade Federal do Rio de Janeiro, Rio de Janeiro, Brazil.
Insights
Heart rate variability (HRV) and heart rate turbulence (HRT) can predict sudden cardiac death (SCD) in Chagas heart disease (ChHD). Circadian changes in HRV are significantly associated with SCD risk in these patients.
Area of Science:
- Cardiology
- Parasitology
- Biomedical Engineering
Background:
- Chagas disease (ChD) is a South American parasitic illness causing progressive heart damage.
- Sudden cardiac death (SCD) is a frequent complication of Chagas heart disease (ChHD), often linked to ectopic cardiac beats.
Purpose of the Study:
- To investigate the association between heart rate variability (HRV) and heart rate turbulence (HRT) with SCD in ChHD patients.
- To analyze Holter electrocardiogram (ECG) records using advanced HRV and HRT techniques.
Main Methods:
- Retrospective analysis of Holter ECG records from 78 ChHD outpatients (20 SCD deaths, 56 alive).
- Analysis of HRV and HRT parameters across entire 24-hour, 12-hour daylight, and 12-hour night periods.
- Machine learning classification (k-nearest neighbors) with cross-validation to predict SCD using extracted HRV/HRT variables and LVEF.
Main Results:
- A 24-hour HRV model predicted SCD with 89.9% accuracy using three HRV variables.
- 12-hour HRV analysis, specifically SDNNday and SDNNnight, improved SCD prediction accuracy to 91.0%.
- Left ventricular ejection fraction (LVEF) did not show a significant association with SCD in this cohort.
Conclusions:
- The degree of heart rate variability and its circadian variations are significantly associated with sudden cardiac death in Chagas heart disease.
- HRV and HRT analysis of Holter ECGs offer a promising non-invasive tool for risk stratification in ChHD patients.
Objective:
Chagas disease (ChD) is a parasitic illness, largely spread over South America. ChD usually causes progressive myocardium damage, either by direct parasite action or through autoimmune response. Sudden cardiac death (SCD) is prevalent in the early disease stages, being associated with a high variety of ectopic cardiac beats. This study aims at applying heart rate variability (HRV) and heart rate turbulence (HRT) techniques over Holter electrocardiogram (ECG) records to investigate the association with SCD in Chagas heart disease (ChHD).
Approach:
From a retrospective evaluation of a local database, the Holter records from 78 outpatients (34 female) were divided into groups: SCD deaths (20) and alive patients (56). To consider circadian autonomic changes, the analysis was performed in three periods: (a) entire 24 h record, (b) 12 h daylight period, and (c) the remaining 12 h including night rest. Eight variables were extracted using HRV and HRT approaches from each record and analysed together with the left ventricular ejection fraction (LVEF) estimated by echocardiography.
Main Results:
The set of parameters was reduced by both the forward- and backward-stepwise approach and classification was performed using the k-nearest neighbours method and a leave-one-out cross-validation in a set of ten bootstrap trials, where SCD data were randomly taken and repositioned to balance the groups. The best 24 h model predicted SCD with 89.9% ± 0.9% accuracy using three HRV variables. The use of 12 h segments increased the accuracy up to 91.0% ± 1.2% in a model with the standard deviation parameter measured during the day (SDNNday) and night (SDNNnight). Although considered as playing a major role in SCD, LVEF did not show an association with SCD in this sample.
Significance:
The degree of HRV and its circadian changes are associated with SCD in ChHD patients.
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