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首页> 外文期刊>Biomedical Engineering, IEEE Transactions on >Application of Tsallis Entropy to EEG: Quantifying the Presence of Burst Suppression After Asphyxial Cardiac Arrest in Rats
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Application of Tsallis Entropy to EEG: Quantifying the Presence of Burst Suppression After Asphyxial Cardiac Arrest in Rats

机译:Tsallis熵在脑电图中的应用:量化大鼠窒息性心脏骤停后爆发抑制的存在。

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摘要

Burst suppression (BS) activity in EEG is clinically accepted as a marker of brain dysfunction or injury. Experimental studies in a rodent model of brain injury following asphyxial cardiac arrest (CA) show evidence of BS soon after resuscitation, appearing as a transitional recovery pattern between isoelectricity and continuous EEG. The EEG trends in such experiments suggest varying levels of uncertainty or randomness in the signals. To quantify the EEG data, Shannon entropy and Tsallis entropy (TsEn) are examined. More specifically, an entropy-based measure named TsEn area (TsEnA) is proposed to reveal the presence and the extent of development of BS following brain injury. The methodology of TsEnA and the selection of its parameter are elucidated in detail. To test the validity of this measure, 15 rats were subjected to 7 or 9 min of asphyxial CA. EEG recordings immediately after resuscitation from CA were investigated and characterized by TsEnA. The results show that TsEnA correlates well with the outcome assessed by evaluating the rodents after the experiments using a well-established neurological deficit score (Pearson correlation = 0.86, p¿ 0.01 ). This research shows that TsEnA reliably quantifies the complex dynamics in BS EEG, and may be useful as an experimental or clinical tool for objective estimation of the gravity of brain damage after CA.
机译:脑电中的爆发抑制(BS)活性在临床上被认为是脑功能障碍或损伤的标志。在窒息性心脏骤停(CA)后脑损伤的啮齿动物模型中进行的实验研究表明,复苏后不久会出现BS的迹象,表现为等电和连续EEG之间的过渡恢复方式。这种实验中的脑电图趋势表明信号的不确定性或随机性水平有所不同。为了量化EEG数据,检查了Shannon熵和Tsallis熵(TsEn)。更具体地说,提出了一种基于熵的测度,称为TsEn面积(TsEnA),以揭示脑损伤后BS的存在和发展程度。详细阐述了TsEnA的方法论及其参数的选择。为了测试该措施的有效性,对15只大鼠进行了7或9分钟的窒息性CA治疗。从CA复苏后立即进行脑电图记录,并用TsEnA进行特征分析。结果表明,TsEnA与通过使用成熟的神经功能缺损评分(皮尔森相关= 0.86,pðβ0.01)实验后评估啮齿类动物评估的结果良好相关。这项研究表明,TsEnA能够可靠地量化BS EEG中的复杂动力学,并且可能用作客观评估CA后脑损伤严重程度的实验或临床工具。

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