Autonomic Cardiovascular Dysregulation After Acute Cervical Spinal Cord Injury: Insights From Linear and Nonlinear Heart Rate Variability.

IF 1.8 4区 医学 Q3 PHARMACOLOGY & PHARMACY
Antonija Krstačić, Goran Krstačić, Vladimir Jakovljevic, Tin Krstačić
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引用次数: 0

Abstract

Background: Acute cervical spinal cord injury (cSCI) disrupts supraspinal autonomic cardiovascular control. Heart rate variability (HRV), assessed using linear and nonlinear methods, provides a sensitive index of cardiovascular autonomic regulation.

Objective: To evaluate linear and nonlinear HRV parameters associated with autonomic cardiovascular dysregulation in acute cSCI.

Methods: This monocentric prospective study included 500 patients with traumatic or non-traumatic acute cSCI and 200 age- and sex-matched healthy controls. All participants underwent 24-hour Holter ECG monitoring. Time- and frequency-domain indices and nonlinear metrics, including Poincaré plot analysis, entropy, detrended fluctuation analysis, and recurrence quantification analysis, were calculated. Predictive modeling used logistic regression, random forest, gradient boosting, and support vector machine algorithms with cross-validation.

Results: Both cSCI groups showed significantly reduced HRV amplitude and altered autonomic cardiovascular regulation. Nonlinear indices demonstrated reduced entropy, altered fractal scaling, and decreased recurrence dynamics. Female patients showed relatively preserved nonlinear HRV parameters. Models combining linear and nonlinear features discriminated autonomic dysfunction better than models using conventional HRV metrics alone.

Conclusion: Combined linear and nonlinear HRV analysis provides complementary characterization of autonomic cardiovascular dysregulation following acute cSCI.

急性颈脊髓损伤后自主心血管失调:从线性和非线性心率变异性的见解。
背景:急性颈脊髓损伤(cSCI)破坏了脊柱上自主心血管控制。心率变异性(HRV),使用线性和非线性方法评估,提供了心血管自主调节的敏感指标。目的:评价与急性cSCI患者自主心血管功能失调相关的线性和非线性HRV参数。方法:这项单中心前瞻性研究包括500例外伤性或非外伤性急性cSCI患者和200例年龄和性别匹配的健康对照。所有参与者均接受24小时动态心电图监测。计算时域和频域指标及非线性指标,包括庞加莱图分析、熵、去趋势波动分析和递归量化分析。预测建模使用逻辑回归、随机森林、梯度增强和交叉验证的支持向量机算法。结果:cSCI组HRV振幅显著降低,心血管自主调节功能改变。非线性指标显示熵降低,分形标度改变,递归动力学降低。女性患者表现出相对保存的非线性HRV参数。结合线性和非线性特征的模型比单独使用常规HRV指标的模型更能识别自主神经功能障碍。结论:线性和非线性HRV联合分析提供了急性cSCI后自主心血管失调的互补特征。
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来源期刊
CiteScore
4.00
自引率
4.80%
发文量
90
审稿时长
3-8 weeks
期刊介绍: Published since 1929, the Canadian Journal of Physiology and Pharmacology is a monthly journal that reports current research in all aspects of physiology, nutrition, pharmacology, and toxicology, contributed by recognized experts and scientists. It publishes symposium reviews and award lectures and occasionally dedicates entire issues or portions of issues to subjects of special interest to its international readership. The journal periodically publishes a “Made In Canada” special section that features invited review articles from internationally recognized scientists who have received some of their training in Canada.
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