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基于偏相关的视皮层区域内及区域间视网膜拓扑组织的静息态功能连接所反映的不仅仅是皮层距离。

Partial Correlation-Based Retinotopically Organized Resting-State Functional Connectivity Within and Between Areas of the Visual Cortex Reflects More Than Cortical Distance.

作者信息

Dawson Debra Ann, Lam Jack, Lewis Lindsay B, Carbonell Felix, Mendola Janine D, Shmuel Amir

机构信息

1 McConnell Brain Imaging Centre, Montreal Neurological Institute, McGill University , Montréal, Canada .

2 Department of Neurology and Neurosurgery, McGill University , Montréal, Canada .

出版信息

Brain Connect. 2016 Feb;6(1):57-75. doi: 10.1089/brain.2014.0331.

Abstract

Numerous studies have demonstrated functional magnetic resonance imaging (fMRI)-based resting-state functional connectivity (RSFC) between cortical areas. Recent evidence suggests that synchronous fluctuations in blood oxygenation level-dependent fMRI reflect functional organization at a scale finer than that of visual areas. In this study, we investigated whether RSFCs within and between lower visual areas are retinotopically organized and whether retinotopically organized RSFC merely reflects cortical distance. Subjects underwent retinotopic mapping and separately resting-state fMRI. Visual areas V1, V2, and V3, were subdivided into regions of interest (ROIs) according to quadrants and visual field eccentricity. Functional connectivity (FC) was computed based on Pearson's linear correlation (correlation), and Pearson's linear partial correlation (correlation between two time courses after the time courses from all other regions in the network are regressed out). Within a quadrant, within visual areas, all correlation and nearly all partial correlation FC measures showed statistical significance. Consistently in V1, V2, and to a lesser extent in V3, correlation decreased with increasing eccentricity separation. Consistent with previously reported monkey anatomical connectivity, correlation/partial correlation values between regions from adjacent areas (V1-V2 and V2-V3) were higher than those between nonadjacent areas (V1-V3). Within a quadrant, partial correlation showed consistent significance between regions from two different areas with the same or adjacent eccentricities. Pairs of ROIs with similar eccentricity showed higher correlation/partial correlation than pairs distant in eccentricity. Between dorsal and ventral quadrants, partial correlation between common and adjacent eccentricity regions within a visual area showed statistical significance; this extended to more distant eccentricity regions in V1. Within and between quadrants, correlation decreased approximately linearly with increasing distances separating the tested ROIs. Partial correlation showed a more complex dependence on cortical distance: it decreased exponentially with increasing distance within a quadrant, but was best fit by a quadratic function between quadrants. We conclude that RSFCs within and between lower visual areas are retinotopically organized. Correlation-based FC is nonselectively high across lower visual areas, even between regions that do not share direct anatomical connections. The mechanisms likely involve network effects caused by the dense anatomical connectivity within this network and projections from higher visual areas. FC based on partial correlation, which minimizes network effects, follows expectations based on direct anatomical connections in the monkey visual cortex better than correlation. Last, partial correlation-based retinotopically organized RSFC reflects more than cortical distance effects.

摘要

众多研究已经证实了基于功能磁共振成像(fMRI)的皮质区域间静息态功能连接(RSFC)。最近的证据表明,血氧水平依赖性功能磁共振成像中的同步波动反映了比视觉区域更精细尺度上的功能组织。在本研究中,我们调查了低阶视觉区域内和区域间的RSFC是否按视网膜拓扑结构组织,以及按视网膜拓扑结构组织的RSFC是否仅仅反映皮质距离。受试者接受了视网膜拓扑映射并分别进行了静息态fMRI。根据象限和视野偏心率,将视觉区域V1、V2和V3细分为感兴趣区域(ROI)。基于皮尔逊线性相关(相关性)以及皮尔逊线性偏相关(在将网络中所有其他区域的时间序列回归出去之后两个时间序列之间的相关性)计算功能连接(FC)。在一个象限内,在视觉区域内,所有相关性和几乎所有偏相关性FC测量均显示出统计学意义。在V1中始终如此,在V2中也是如此,而在V3中程度较小,相关性随着偏心率分离的增加而降低。与先前报道的猴子解剖连接性一致,相邻区域(V1 - V2和V2 - V3)之间的区域相关性/偏相关性值高于非相邻区域(V1 - V3)之间的值。在一个象限内,具有相同或相邻偏心率的两个不同区域之间的偏相关性显示出一致的显著性。具有相似偏心率的ROI对显示出比偏心率差异较大的ROI对更高的相关性/偏相关性。在背侧和腹侧象限之间,视觉区域内共同和相邻偏心率区域之间的偏相关性显示出统计学意义;这在V1中扩展到更远的偏心率区域。在象限内和象限间,相关性随着所测试ROI之间距离的增加而大致呈线性下降。偏相关性对皮质距离的依赖性更为复杂:在一个象限内,它随着距离的增加呈指数下降,但在象限间则最适合用二次函数拟合。我们得出结论,低阶视觉区域内和区域间的RSFC是按视网膜拓扑结构组织的。基于相关性的FC在低阶视觉区域中无选择性地较高,即使是在不共享直接解剖连接的区域之间。其机制可能涉及该网络内密集解剖连接以及来自高阶视觉区域的投射所引起 的网络效应。基于偏相关性的FC最小化了网络效应,比相关性更符合基于猴子视觉皮层直接解剖连接的预期。最后,基于偏相关性的按视网膜拓扑结构组织的RSFC反映的不仅仅是皮质距离效应。

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