2011
DOI: 10.1016/j.neuroimage.2010.09.054
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Clustering probabilistic tractograms using independent component analysis applied to the thalamus

Abstract: The connectivity information contained in diffusion tensor imaging (DTI) has previously been used to parcellate cortical and subcortical regions based on their connectivity profiles. The aim of the current study is to investigate the utility of a novel approach to connectivity based parcellation of the thalamus using probabilistic tractography and independent component analysis (ICA). We use ICA to identify spatially coherent tractograms as well as their underlying seed regions, in a single step. We compare th… Show more

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Cited by 60 publications
(62 citation statements)
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“…These areas connect to cingulate, caudate, putamen, frontal cortex, supplementary motor area, postcentral cortex, and occipital cortex,41 all cortical areas that are associated with GGE 36, 42, 43…”
Section: Discussionmentioning
confidence: 99%
“…These areas connect to cingulate, caudate, putamen, frontal cortex, supplementary motor area, postcentral cortex, and occipital cortex,41 all cortical areas that are associated with GGE 36, 42, 43…”
Section: Discussionmentioning
confidence: 99%
“…It is possible that leftward asymmetry of mesial frontal cortex is anatomically related to the thalamic and caudate myelin asymmetry as it overlaps spatially with thalamofrontal projections (Fair et al, 2010;O'Muircheartaigh et al, 2011). However, this is unlikely given their differing relationship and direction with language abilities (Fig.…”
Section: Discussionmentioning
confidence: 99%
“…Until now, a number of human brain studies explored thalamic segmentation with diffusion tractography or based on orientation in dMRI data (e.g., O’Muircheartaigh et al 2011; Kumar et al 2015). Within the context of this article, studies specifically focussed on either thalamo-cortical connectivity (Behrens et al 2003; Johansen-Berg et al 2005; Klein et al 2010; O’Muircheartaigh et al 2015; Seifert et al 2011), cerebello-thalamic connectivity (Magnotta et al 2008; Argyelan et al 2009; Pelzer et al 2013) or on connectivity patterns in the human basal ganglia per se (including the thalamus, e.g., Draganski et al 2008; Rozanski et al 2013; Sharman et al 2013).…”
Section: Introductionmentioning
confidence: 99%