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使用可穿戴式高分辨率漫射光学断层成像在家中环境下成像的静息态功能连接网络的可靠性和相似性。

Reliability and similarity of resting state functional connectivity networks imaged using wearable, high-density diffuse optical tomography in the home setting.

机构信息

DOT-HUB, Department of Medical Physics and Biomedical Engineering, UCL, London, United Kingdom.

DOT-HUB, Department of Medical Physics and Biomedical Engineering, UCL, London, United Kingdom; Department of Psychology, University of Cambridge, Cambridge, United Kingdom.

出版信息

Neuroimage. 2022 Nov;263:119663. doi: 10.1016/j.neuroimage.2022.119663. Epub 2022 Oct 4.

Abstract

BACKGROUND

When characterizing the brain's resting state functional connectivity (RSFC) networks, demonstrating networks' similarity across sessions and reliability across different scan durations is essential for validating results and possibly minimizing the scanning time needed to obtain stable measures of RSFC. Recent advances in optical functional neuroimaging technologies have resulted in fully wearable devices that may serve as a complimentary tool to functional magnetic resonance imaging (fMRI) and allow for investigations of RSFC networks repeatedly and easily in non-traditional scanning environments.

METHODS

Resting-state cortical hemodynamic activity was repeatedly measured in a single individual in the home environment during COVID-19 lockdown conditions using the first ever application of a 24-module (72 sources, 96 detectors) wearable high-density diffuse optical tomography (HD-DOT) system. Twelve-minute recordings of resting-state data were acquired over the pre-frontal and occipital regions in fourteen experimental sessions over three weeks. As an initial validation of the data, spatial independent component analysis was used to identify RSFC networks. Reliability and similarity scores were computed using metrics adapted from the fMRI literature.

RESULTS

We observed RSFC networks over visual regions (visual peripheral, visual central networks) and higher-order association regions (control, salience and default mode network), consistent with previous fMRI literature. High similarity was observed across testing sessions and across chromophores (oxygenated and deoxygenated haemoglobin, HbO and HbR) for all functional networks, and for each network considered separately. Stable reliability values (described here as a <10% change between time windows) were obtained for HbO and HbR with differences in required scanning time observed on a network-by-network basis.

DISCUSSION

Using RSFC data from a highly sampled individual, the present work demonstrates that wearable HD-DOT can be used to obtain RSFC measurements with high similarity across imaging sessions and reliability across recording durations in the home environment. Wearable HD-DOT may serve as a complimentary tool to fMRI for studying RSFC networks outside of the traditional scanning environment and in vulnerable populations for whom fMRI is not feasible.

摘要

背景

在描述大脑静息态功能连接 (RSFC) 网络时,展示网络在不同扫描时间的session 之间的相似性和可靠性对于验证结果和可能最小化获得 RSFC 稳定测量所需的扫描时间至关重要。最近光学功能神经影像学技术的进步带来了全可穿戴设备,它可能成为功能磁共振成像 (fMRI) 的补充工具,并允许在非传统扫描环境中重复且轻松地研究 RSFC 网络。

方法

在 COVID-19 封锁期间,在家庭环境中,使用首个 24 模块(72 个源,96 个探测器)可穿戴高密度漫射光学断层扫描 (HD-DOT) 系统,对单个个体的静息状态皮质血液动力学活动进行了重复测量。在三个星期内的十四次实验 session 中,采集了前额叶和枕叶区域的 12 分钟静息状态数据。作为对数据的初步验证,使用空间独立成分分析来识别 RSFC 网络。使用来自 fMRI 文献的指标计算可靠性和相似性得分。

结果

我们观察到了视觉区域(视觉外围、视觉中央网络)和高级关联区域(控制、突显和默认模式网络)的 RSFC 网络,这与之前的 fMRI 文献一致。在所有功能网络以及每个单独考虑的网络中,在测试 session 之间和色团(氧合和去氧血红蛋白,HbO 和 HbR)之间观察到了高度相似性。在家庭环境中,对于 HbO 和 HbR,获得了稳定的可靠性值(这里描述为时间窗口之间变化小于 10%),并且基于网络的基础观察到了所需扫描时间的差异。

讨论

使用来自高度采样个体的 RSFC 数据,本工作表明可穿戴式 HD-DOT 可用于在家中环境中获得具有高相似性的 RSFC 测量,以及在不同记录时间具有可靠性。可穿戴式 HD-DOT 可作为 fMRI 的补充工具,用于在传统扫描环境之外和对 fMRI 不可行的弱势群体中研究 RSFC 网络。

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