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基于Granger因果分析的癫痫发作间歇期EEG在δ频段的功能连接模式

Functional connectivity of EEG's delta-band in epilepsy interictal seizures based on Granger causality analysis
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摘要 目的应用频域Granger因果分析方法,研究颞叶癫痫发作间歇期16导脑电图(EEG)在与癫痫发作相关的δ频段的过度放电功能连接特性。方法实验数据来自颞叶癫痫9例患者(6例左颢叶癫痫,3例右颞叶癫痫),9例正常对照受试者。记录每例颞叶癫痫受试者在发作间歇期的痫样放电、非痫样放电以及正常对照组的共3个状态的16导EEG;每个状态下各记录10个EEG数据段,每个数据段长度为20s,采样频率为200Hz;应用带通滤波提取EEG的8分量(1—4Hz)。应用频域Granger因果分析方法,分别计算痫样放电组、非痫样放电组和正常组10次记录的16通道EEG8频段分量之间的频域因果度量平均值,5;分析以上3个组颞叶区(左颞叶癫痫:T3、T5,右颞叶癫痫:T4、T6)与额区(Fp1、Fp2、F3、F4)和顶区(C3、C4)之间EEG在8频段的功能连接模式。结果痫样放电组:下颞叶区(左下颞叶区T5,右下颞叶区k)与额区、顶区之间Iδ在0.1323±0.0329±0.1670±0.0289;非痫样放电组:下颞叶区与额区、顶区之间的,Iδ在0.0300±0.0130±0.0420±0.0072;正常对照组:下颞叶区与额区、顶区之间的Ig在0.0153±0.0028±0.0193±0.0057。统计结果表明:痫样放电组下颞叶区与额区、顶区之间的Ig值与非痫样放电组相比差异有统计学意义(P〈0.05),与正常对照组相比差异有统计学意义(P〈0.01);非痫样放电组下颞叶区与额叶、顶叶之间的Iδ值和正常对照组相比差异无统计学意义(P〉0.05)。结论颞叶癫痫发作间歇期在痫样放电状态下,EEG8频段在下颞叶区与额区、顶区之间存在较强连接,过度放电从下颞叶区传递到额区和顶区。非痫样放电组和正常组的EEG8频段,下颞叶区与额叶、顶叶之间连接弱,下颞叶区不是EEG信号传导的起始区。 Objective The purpose of this research was to investigate functional connectivity of 16-channel electroencephalograph(EEG) in δ frequency band based on Granger causality analysis. Methods The experimental data was recorded at a sampling rate of 200 Hz from temporal lobe epilepsy (TLE) patients (6 left and 3 right TLE, and 9 normals as control group. Ten of EEG segments of 20 s length for three different states: epileptiform discharges (ED) state in interictal durations, non-ED state for TLE patients, and control state for the normal. The δ band components (I -4 Hz) were filtered from EEGs. The functional connection values Iδ between two EEG δ components were calculated separately by Granger causality analysis. The two EEG components were from inferoposterior temporal lobe (left: T5, right: T6 ) to frontal lobe (Fp1, F2, F3, F4), and parietal lobe (C3, C4) for three states. Results The 18 values for ED state was 0.132 3±0.032 9±0.167 0±0.028 9, which was significantly higher than that of non-ED state (0.030 0±0.013 0-0.042 0±0.007 2) (P〈0.05). The I8 values for the control group (0.015 3±0.002 8-0.019 3± 0.005 7) was much lower than that of ED state (P〈0.01), and no obvious distinctions were observed compared with non- ED state at P=0.05 level. Conclusion There is a stronger connection of EEG' s δ bands from the inferoposterior temporal lobe to frontal and parietal lobe for the ED State, and the over-dischargel transmission is from inferoposterior temporal lobe to other brain regions. There is a weaker connection from the top temporal lobe to frontal and parietal lobe for non-ED state and control group, and the onset zones is not inferoposterior temporal lobe.
出处 《国际生物医学工程杂志》 CAS 2012年第2期79-85,共7页 International Journal of Biomedical Engineering
基金 国家自然科学基金资助项目(91132722 61074131)
关键词 颞叶癫痫 脑电图 Δ频段 GRANGER因果分析 功能连接 Temporal lobe epilepsy Electroencephalograph δ-bands Granger causality analysis Functional connectivity
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参考文献14

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