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心率变异性作为伴有或不伴有伴发消化受累的慢性恰加斯心肌病患者的生物标志物及其与 Rassi 评分的关系。

Heart rate variability as a biomarker in patients with Chronic Chagas Cardiomyopathy with or without concomitant digestive involvement and its relationship with the Rassi score.

机构信息

Division of Cardiology, Department of Internal Medicine, Ribeirão Preto Medical School, University of São Paulo, Av. Bandeirantes, 3900, Ribeirão Preto, São Paulo, 14048-900, Brazil.

Department of Physiology, Ribeirão Preto Medical School, University of São Paulo, Ribeirão Preto, Brazil.

出版信息

Biomed Eng Online. 2022 Jun 28;21(1):44. doi: 10.1186/s12938-022-01014-6.

Abstract

BACKGROUND

Dysautonomia plays an ancillary role in the pathogenesis of Chronic Chagas Cardiomyopathy (CCC), but is the key factor causing digestive organic involvement. We investigated the ability of heart rate variability (HRV) for death risk stratification in CCC and compared alterations of HRV in patients with isolated CCC and in those with the mixed form (CCC + digestive involvement). Thirty-one patients with CCC were classified into three risk groups (low, intermediate and high) according to their Rassi score. A single-lead ECG was recorded for a period of 10-20 min, RR series were generated and 31 HRV indices were calculated. The HRV was compared among the three risk groups and regarding the associated digestive involvement. Four machine learning models were created to predict the risk class of patients.

RESULTS

Phase entropy is decreased and the percentage of inflection points is increased in patients from the high-, compared to the low-risk group. Fourteen patients had the mixed form, showing decreased triangular interpolation of the RR histogram and absolute power at the low-frequency band. The best predictive risk model was obtained by the support vector machine algorithm (overall F1-score of 0.61).

CONCLUSIONS

The mixed form of Chagas' disease showed a decrease in the slow HRV components. The worst prognosis in CCC is associated with increased heart rate fragmentation. The combination of HRV indices enhanced the accuracy of risk stratification. In patients with the mixed form of Chagas disease, a higher degree of sympathetic autonomic denervation may be associated with parasympathetic impairment.

摘要

背景

自主神经功能障碍在慢性恰加斯心肌病(CCC)的发病机制中起辅助作用,但却是导致消化系统器质性受累的关键因素。我们研究了心率变异性(HRV)在 CCC 患者死亡风险分层中的能力,并比较了单纯 CCC 患者和混合形式(CCC + 消化系统受累)患者的 HRV 变化。根据 Rassi 评分,将 31 例 CCC 患者分为低危、中危和高危三个风险组。记录单导联心电图 10-20 分钟,生成 RR 序列并计算 31 个 HRV 指数。比较了三个风险组之间以及与相关消化系统受累之间的 HRV。创建了四个机器学习模型来预测患者的风险类别。

结果

与低危组相比,高危组患者的相位熵降低,拐点百分比增加。14 例患者为混合形式,RR 直方图的三角插值和低频带绝对功率降低。支持向量机算法获得了最佳预测风险模型(整体 F1 评分为 0.61)。

结论

恰加斯病的混合形式表现为慢 HRV 成分减少。CCC 预后最差与心率碎化增加有关。HRV 指数的组合提高了风险分层的准确性。在恰加斯病混合形式的患者中,更高程度的交感神经自主神经去神经支配可能与副交感神经损伤有关。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/38cb/9241264/7027faa899bf/12938_2022_1014_Fig1_HTML.jpg

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