Effect of biosignal preprocessing and recording length on clinical decision making for cardiac autonomic neuropathy

Herbert J Jelinek, T. Alothman, D. Cornforth, K. Khalaf, A. Khandoker
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引用次数: 7

Abstract

Early identification of cardiac autonomic neuropathy (CAN) leads to better treatment outcomes. Heart rate variability (HRV) analysis allows identification of CAN but is sensitive to the length of recording and the presence of artifacts and ectopics, requiring preprocessing and consideration of length of recording. RR intervals from 10-second and 5-minute ECG recordings from patients with no CAN, early CAN and definite CAN were preprocessed using adaptive filtering with the controlling parameter c set at 0.2, 0.5 and 0.8, and time and frequency domain HRV analysis applied. Early CAN and definite CAN required different setting of c with respect to the length of recording. The 5-minute recording with c=0.2 provided the best results using RMSSD for normal versus eCAN (p=0.0007) and for eCAN versus dCAN (0.019). Clinically, this has potential use in general practice for screening patients at risk, newly diagnosed with diabetes, or for follow-up during the course of diabetes.
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生物信号预处理和记录长度对心脏自主神经病变临床决策的影响
早期识别心脏自主神经病变(CAN)可以获得更好的治疗效果。心率变异性(HRV)分析可以识别CAN,但对记录的长度和人工制品和异位的存在很敏感,需要预处理并考虑记录的长度。无CAN、早期CAN和明确CAN患者10秒和5分钟心电图记录的RR区间采用自适应滤波预处理,控制参数c设置为0.2、0.5和0.8,并进行时频域HRV分析。早期CAN和确定CAN在记录长度方面需要不同的c设置。使用RMSSD对正常与eCAN (p=0.0007)和eCAN与dCAN(0.019)进行5分钟记录时,c=0.2提供了最佳结果。在临床上,这在筛查高危患者、新诊断糖尿病患者或糖尿病病程随访中具有潜在的应用价值。
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