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半球功能连接对脑卒中预后的预测作用:一项基于脑电图节律相干性和图论的研究。

Prognostic Role of Hemispherical Functional Connectivity in Stroke: A Study via Graph Theory Versus Coherence of Electroencephalography Rhythms.

机构信息

Department of Neuroscience and Neurorehabilitation, IRCCS San Raffaele Roma, Rome, Italy (F.V., C.P., F.M., P.M.R.).

Department of Theoretical and Applied Sciences, eCampus, University, Novedrate, Como, Italy (F.V., C.P., F.M.).

出版信息

Stroke. 2023 Feb;54(2):499-508. doi: 10.1161/STROKEAHA.122.040747. Epub 2022 Nov 23.

Abstract

BACKGROUND

The objective of the present study is to explore whether acute stroke may result in changes in brain network architecture by electroencephalography functional coupling analysis and graph theory.

METHODS

Ninety acute stroke patients and 110 healthy subjects were enrolled in different clinical centers in Rome, Italy, starting from 2013, and for each one electroencephalographies were recorded within <15 days from stroke onset. All patients were clinically evaluated through National Institutes of Health Stroke Scale, Barthel Index, and Action Research Arm Test in the acute stage and during the follow-up. Functional connectivity was assessed using Total Coherence and Small World (SW) by comparing the affected and the unaffected hemisphere between groups (Stroke versus Healthy). Correlations between connectivity and poststroke recovery scores have been carried out.

RESULTS

In stroke patients, network hemispheric asymmetry, in terms of Total Coherence, was mainly detected in the affected hemisphere with lower values in Delta, Theta, Alpha1, and Alpha2 (=0.000001), whereas the unaffected hemisphere showed lower Total Coherence only in Delta and Theta (=0.000001). SW revealed a significant difference only in the affected hemisphere in all electroencephalography bands (lower SW in Delta (=0.000003), Theta (=0.000003), Alpha1 (=0.000203), and Alpha2 (=0.028) and higher SW in Beta2 (=0.000002) and Gamma (=0.000002)). We also found significant correlations between SW and improvement in National Institutes of Health Stroke Scale (Theta SW: r=-0.2808), Barthel Index (Delta SW: r=0.3692; Theta SW: r=0.3844, Beta2 SW: r=-0.3589; Gamma SW: r=-04948), and Action Research Arm Test (Beta2 SW: r=-0.4274; Gamma SW: r=-0.4370).

CONCLUSIONS

These findings demonstrated changes in global functional connectivity and in the balance of network segregation and integration induced by acute stroke. The findings on the correlations between clinical outcome(s) and poststroke network architecture indicate the possibility to identify a predictive index of recovery useful to address and personalize the rehabilitation program.

摘要

背景

本研究旨在通过脑电功能耦合分析和图论探索急性脑卒中是否会导致脑网络结构发生变化。

方法

2013 年起,在意大利罗马的不同临床中心纳入 90 例急性脑卒中患者和 110 例健康对照者,每位患者在脑卒中发病后 15 天内记录脑电。所有患者在急性期和随访期间均通过国立卫生研究院脑卒中量表、巴氏指数和行动研究上肢测试进行临床评估。通过比较组间(脑卒中与健康对照)患侧和非患侧半球的总相干性和小世界(SW)来评估功能连接。还进行了连接与脑卒中后恢复评分之间的相关性分析。

结果

在脑卒中患者中,以总相干性衡量的半球网络不对称主要发生在患侧,Delta、Theta、Alpha1 和 Alpha2 频段的总相干性降低(=0.000001),而非患侧半球仅在 Delta 和 Theta 频段的总相干性降低(=0.000001)。SW 仅在患侧半球在所有脑电频段均有显著差异(Delta(=0.000003)、Theta(=0.000003)、Alpha1(=0.028)和 Alpha2(=0.028)频段的 SW 降低,Beta2(=0.000002)和 Gamma(=0.000002)频段的 SW 升高)。我们还发现 SW 与国立卫生研究院脑卒中量表评分改善(Theta SW:r=-0.2808)、巴氏指数(Delta SW:r=0.3692;Theta SW:r=0.3844,Beta2 SW:r=-0.3589;Gamma SW:r=-04948)和行动研究上肢测试(Beta2 SW:r=-0.4274;Gamma SW:r=-0.4370)之间存在显著相关性。

结论

这些发现表明急性脑卒中导致了全局功能连接和网络分离与整合平衡的改变。脑卒中后网络结构与临床结局之间相关性的研究结果表明,有可能确定一种有助于确定和个性化康复方案的恢复预测指标。

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