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Reproducibility of Functional Connectivity and Graph Measures Based on the Phase Lag Index (PLI) and Weighted Phase Lag Index (wPLI) Derived from High Resolution EEG

机译:基于高分辨率脑电图的相位滞后指数(PLI)和加权相位滞后指数(wPLI)的功能连通性和图形度量的可重复性

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摘要

Functional connectivity (FC) and graph measures provide powerful means to analyze complex networks. The current study determines the inter-subject-variability using the coefficient of variation (CoV) and long-term test-retest-reliability (TRT) using the intra-class correlation coefficient (ICC) in 44 healthy subjects with 35 having a follow-up at years 1 and 2. FC was estimated from 256-channel-EEG by the phase-lag-index (PLI) and weighted PLI (wPLI) during an eyes-closed resting state condition. PLI quantifies the asymmetry of the distribution of instantaneous phase differences of two time-series and signifies, whether a consistent non-zero phase lag exists. WPLI extends the PLI by additionally accounting for the magnitude of the phase difference. Signal-space global and regional PLI/wPLI and weighted first-order graph measures, i.e. normalized clustering coefficient (gamma), normalized average path length (lambda), and the small-world-index (SWI) were calculated for theta-, alpha1-, alpha2- and beta-frequency bands. Inter-subject variability of global PLI was low to moderate over frequency bands (0.12<CoV<0.28), higher for wPLI (0.25<CoV<0.55) and very low for gamma, lambda and SWI (CoV<0.048). TRT was good to excellent for global PLI/wPLI (0.68<ICC<0.80), regional PLI/wPLI (0.58<ICC<0.77), and fair to good for graph measures (0.32<ICC<0.73) except wPLI-based lambda in alpha1 (ICC = 0.12). Inter-electrode distance correlated very weakly with inter-electrode PLI (−0.06<rho<0) and weakly with inter-electrode wPLI (−0.22<rho<−0.18). Global PLI/wPLI and topographic connectivity patterns differed between frequency bands, and all individual networks showed a small-world-configuration. PLI/wPLI based network characterization derived from high-resolution EEG has apparently good reliability, which is one important requirement for longitudinal studies exploring the effects of chronic brain diseases over several years.
机译:功能连接(FC)和图形度量提供了分析复杂网络的强大手段。当前的研究使用变异系数(CoV)确定受试者之间的变异性,并使用组内相关系数(ICC)使用组内相关系数(ICC)确定长期测试重测信度(TRT),其中35名受试者在第1年和第2年开始上升。在闭眼休息状态下,通过相位滞后指数(PLI)和加权PLI(wPLI)从256通道EEG中估算出FC。 PLI量化了两个时间序列的瞬时相位差分布的不对称性,并表示是否存在一致的非零相位滞后。 WPLI通过额外考虑相位差的大小来扩展PLI。计算theta-,alpha1的信号空间全局和区域PLI / wPLI以及加权的一阶图量度,即归一化聚类系数(gamma),归一化平均路径长度(lambda)和小世界指数(SWI) -,α2和β频段。整体PLI的受试者间变异性在频段上较低至中等(0.12

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