A computational model of shared fine-scale structure in the human connectome.

Variation in cortical connectivity profiles is typically modeled as having a coarse spatial scale parcellated into interconnected brain areas. We created a high-dimensional common model of the human connectome to search for fine-scale structure that is shared across brains. Projecting individual con...

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Main Authors: J Swaroop Guntupalli, Ma Feilong, James V Haxby
Format: Article
Language:English
Published: Public Library of Science (PLoS) 2018-04-01
Series:PLoS Computational Biology
Online Access:http://europepmc.org/articles/PMC5922579?pdf=render
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spelling doaj-877fff5a7328400f8a1cce18fbf5b9502020-11-25T01:11:55ZengPublic Library of Science (PLoS)PLoS Computational Biology1553-734X1553-73582018-04-01144e100612010.1371/journal.pcbi.1006120A computational model of shared fine-scale structure in the human connectome.J Swaroop GuntupalliMa FeilongJames V HaxbyVariation in cortical connectivity profiles is typically modeled as having a coarse spatial scale parcellated into interconnected brain areas. We created a high-dimensional common model of the human connectome to search for fine-scale structure that is shared across brains. Projecting individual connectivity data into this new common model connectome accounts for substantially more variance in the human connectome than do previous models. This newly discovered shared structure is closely related to fine-scale distinctions in representations of information. These results reveal a shared fine-scale structure that is a major component of the human connectome that coexists with coarse-scale, areal structure. This shared fine-scale structure was not captured in previous models and was, therefore, inaccessible to analysis and study.http://europepmc.org/articles/PMC5922579?pdf=render
collection DOAJ
language English
format Article
sources DOAJ
author J Swaroop Guntupalli
Ma Feilong
James V Haxby
spellingShingle J Swaroop Guntupalli
Ma Feilong
James V Haxby
A computational model of shared fine-scale structure in the human connectome.
PLoS Computational Biology
author_facet J Swaroop Guntupalli
Ma Feilong
James V Haxby
author_sort J Swaroop Guntupalli
title A computational model of shared fine-scale structure in the human connectome.
title_short A computational model of shared fine-scale structure in the human connectome.
title_full A computational model of shared fine-scale structure in the human connectome.
title_fullStr A computational model of shared fine-scale structure in the human connectome.
title_full_unstemmed A computational model of shared fine-scale structure in the human connectome.
title_sort computational model of shared fine-scale structure in the human connectome.
publisher Public Library of Science (PLoS)
series PLoS Computational Biology
issn 1553-734X
1553-7358
publishDate 2018-04-01
description Variation in cortical connectivity profiles is typically modeled as having a coarse spatial scale parcellated into interconnected brain areas. We created a high-dimensional common model of the human connectome to search for fine-scale structure that is shared across brains. Projecting individual connectivity data into this new common model connectome accounts for substantially more variance in the human connectome than do previous models. This newly discovered shared structure is closely related to fine-scale distinctions in representations of information. These results reveal a shared fine-scale structure that is a major component of the human connectome that coexists with coarse-scale, areal structure. This shared fine-scale structure was not captured in previous models and was, therefore, inaccessible to analysis and study.
url http://europepmc.org/articles/PMC5922579?pdf=render
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