Coherence Analysis of Cardiovascular Signals for Detecting Early Diabetic Cardiac Autonomic Neuropathy: Insights into Glycemic Control.

IF 3 3区 医学 Q1 MEDICINE, GENERAL & INTERNAL
Yu-Chen Chen, Wei-Min Liu, Hsin-Ru Liu, Huai-Ren Chang, Po-Wei Chen, An-Bang Liu
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Abstract

Background: Cardiac autonomic neuropathy (CAN) is a common yet frequently underdiagnosed complication of diabetes. While our previous study demonstrated the utility of multiscale cross-approximate entropy (MS-CXApEn) in detecting early CAN, the present study further investigates the use of frequency-domain coherence analysis between systolic blood pressure (SBP) and R-R intervals (RRI) and evaluates the effects of insulin treatment on autonomic function in diabetic rats. Methods: At the onset of diabetes induced by streptozotocin (STZ), rats were assessed for cardiovascular autonomic function both before and after insulin treatment. Spectral and coherence analyses were performed to evaluate baroreflex function and autonomic regulation. Parameters assessed included low-frequency power (LFP) and high-frequency power (HFP) of heart rate variability, coherence between SBP and RRI at low and high-frequency bands (LFCoh and HFCoh), spontaneous and phenylephrine-induced baroreflex sensitivity (BRSspn and BRSphe), HRV components derived from fast Fourier transform, and MS-CXApEn at multiple scales. Results: Compared to normal controls (LFCoh: 0.14 ± 0.07, HFCoh: 0.19 ± 0.06), early diabetic rats exhibited a significant reduction in both LFCoh (0.08 ± 0.04, p < 0.05) and HFCoh (0.16 ± 0.10, p > 0.05), indicating impaired autonomic modulation. Insulin treatment led to a recovery of LFCoh (0.11 ± 0.04) and HFCoh (0.24 ± 0.12), though differences remained statistically insignificant (p > 0.05 vs. normal). Additionally, low-frequency LFP increased at the onset of diabetes and decreased after insulin therapy in most rats significantly, while MS-CXApEn at all scale levels increased in the early diabetic rats, and MS-CXApEnlarge declined following hyperglycemia correction. The BRSspn and BRSphe showed no consistent trend. Conclusions: Coherence analysis provides valuable insights into autonomic dysfunction in early diabetes. The significant reduction in LFCoh in early diabetes supports its role as a potential marker for CAN. Although insulin treatment partially improved coherence, the lack of full recovery suggests persistent autonomic impairment despite glycemic correction. These findings underscore the importance of early detection and long-term management strategies for diabetic CAN.

检测早期糖尿病心脏自主神经病变心血管信号的一致性分析:对血糖控制的见解。
背景:心脏自主神经病变(CAN)是糖尿病的一种常见但常被误诊的并发症。虽然我们之前的研究证明了多尺度交叉近似熵(MS-CXApEn)在检测早期CAN中的应用,但本研究进一步研究了收缩压(SBP)和R-R间隔(RRI)之间的频域相干性分析,并评估了胰岛素治疗对糖尿病大鼠自主神经功能的影响。方法:在链脲佐菌素(STZ)诱导的糖尿病发病时,观察胰岛素治疗前后大鼠的心血管自主神经功能。光谱和相干性分析用于评估气压反射功能和自主调节。评估的参数包括心率变异性的低频功率(LFP)和高频功率(HFP)、低频和高频波段收缩压和RRI之间的一致性(LFCoh和HFCoh)、自发和苯肾上腺素诱导的压力反射灵敏度(BRSspn和BRSphe)、快速傅里叶变换得出的HRV分量,以及多尺度的MS-CXApEn。结果:与正常对照组(LFCoh: 0.14±0.07,HFCoh: 0.19±0.06)相比,早期糖尿病大鼠LFCoh(0.08±0.04,p < 0.05)和HFCoh(0.16±0.10,p < 0.05)均显著降低,提示自主神经调节功能受损。胰岛素治疗导致LFCoh(0.11±0.04)和HFCoh(0.24±0.12)恢复,但差异无统计学意义(p < 0.05)。此外,在大多数大鼠中,低频LFP在糖尿病发病时显著升高,胰岛素治疗后显著降低,而MS-CXApEn在所有尺度水平上在早期糖尿病大鼠中升高,MS-CXApEnlarge在高血糖纠正后下降。BRSspn和BRSphe的变化趋势不一致。结论:相干分析为早期糖尿病的自主神经功能障碍提供了有价值的见解。早期糖尿病中LFCoh的显著降低支持了其作为CAN潜在标志物的作用。尽管胰岛素治疗部分改善了连贯性,但缺乏完全恢复表明,尽管血糖矫正,自主神经功能仍持续受损。这些发现强调了糖尿病CAN的早期发现和长期管理策略的重要性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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来源期刊
Diagnostics
Diagnostics Biochemistry, Genetics and Molecular Biology-Clinical Biochemistry
CiteScore
4.70
自引率
8.30%
发文量
2699
审稿时长
19.64 days
期刊介绍: Diagnostics (ISSN 2075-4418) is an international scholarly open access journal on medical diagnostics. It publishes original research articles, reviews, communications and short notes on the research and development of medical diagnostics. There is no restriction on the length of the papers. Our aim is to encourage scientists to publish their experimental and theoretical research in as much detail as possible. Full experimental and/or methodological details must be provided for research articles.
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