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使用分数阶决策量化器的双侧光电容积脉搏波描记术用于动静脉内瘘动脉窃血检测

Bilateral photoplethysmography for arterial steal detection in arteriovenous fistula using a fractional-order decision-making quantizer.

作者信息

Wu Jian-Xing, Chen Guan-Chun, Wu Ming-Jui, Lin Chia-Hung, Chen Tainsong

机构信息

National Synchrotron Radiation Research Center, Hsinchu Science Park, Hsinchu, Taiwan.

Department of Internal Medicine, Kaohsiung Veterans General Hospital, Tainan Branch, Tainan City, 71051, Taiwan.

出版信息

Med Biol Eng Comput. 2017 Feb;55(2):257-270. doi: 10.1007/s11517-016-1503-z. Epub 2016 May 6.

Abstract

As inflow and outflow stenoses worsen, both flow resistance and pressure increase in the stenotic vascular access. During dialysis, when blood flow decreases, it may retrograde from the peripheral artery through the palmar arch to the arterial anastomosis site. Arterial steal syndrome (ASS) causes distal hypoperfusion, resulting in hand ischemia or extremity pain and edema. Hence, this study proposes the bilateral photoplethysmography (PPG) for ASS detection in arteriovenous fistulas. The decision-making quantizer utilizes the fractional-order feature extraction method and a non-cooperative game (NCG) framework to evaluate the ASS risk level. Bilateral asynchronous PPG signals have significant differences in the rise time and amplitude in relation to the degree of stenosis. The fractional-order self-synchronization error formulation is a feature extraction method used to quantify bilateral differences in blood flow changes between the dexter and sinister PPG signals. The NCG model as a method of decision-making is then employed to evaluate the ASS risk level. Using an acoustic Doppler measurement, the resistive (Res) index is also used to evaluate the vascular access stenosis at the arterial anastomosis site. In contrast with alternative methods including the high-sensitivity C-reactive protein level or Res index, our experimental results indicate that the proposed decision-making quantizer is more efficient in preventing ASS during hemodialysis treatment.

摘要

随着流入和流出狭窄的加重,狭窄的血管通路中的血流阻力和压力都会增加。在透析过程中,当血流量减少时,血液可能会从外周动脉通过掌弓逆行至动脉吻合部位。动脉窃血综合征(ASS)会导致远端灌注不足,从而引起手部缺血或肢体疼痛及水肿。因此,本研究提出采用双侧光电容积脉搏波描记法(PPG)来检测动静脉内瘘中的ASS。决策量化器利用分数阶特征提取方法和非合作博弈(NCG)框架来评估ASS风险水平。双侧异步PPG信号在上升时间和幅度方面与狭窄程度存在显著差异。分数阶自同步误差公式是一种用于量化右手和左手PPG信号之间血流变化双侧差异的特征提取方法。然后采用NCG模型作为一种决策方法来评估ASS风险水平。使用声学多普勒测量,阻力(Res)指数也用于评估动脉吻合部位的血管通路狭窄情况。与包括高敏C反应蛋白水平或Res指数在内的其他方法相比,我们的实验结果表明,所提出的决策量化器在预防血液透析治疗期间的ASS方面更有效。

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