Cargando…
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...
Autores principales: | , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Public Library of Science
2018
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5922579/ https://www.ncbi.nlm.nih.gov/pubmed/29664910 http://dx.doi.org/10.1371/journal.pcbi.1006120 |
_version_ | 1783318225019207680 |
---|---|
author | Guntupalli, J. Swaroop Feilong, Ma Haxby, James V. |
author_facet | Guntupalli, J. Swaroop Feilong, Ma Haxby, James V. |
author_sort | Guntupalli, J. Swaroop |
collection | PubMed |
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. |
format | Online Article Text |
id | pubmed-5922579 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Public Library of Science |
record_format | MEDLINE/PubMed |
spelling | pubmed-59225792018-05-11 A computational model of shared fine-scale structure in the human connectome Guntupalli, J. Swaroop Feilong, Ma Haxby, James V. PLoS Comput Biol Research Article 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. Public Library of Science 2018-04-17 /pmc/articles/PMC5922579/ /pubmed/29664910 http://dx.doi.org/10.1371/journal.pcbi.1006120 Text en © 2018 Guntupalli et al http://creativecommons.org/licenses/by/4.0/ This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0/) , which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited. |
spellingShingle | Research Article Guntupalli, J. Swaroop Feilong, Ma Haxby, James V. A computational model of shared fine-scale structure in the human connectome |
title | 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_short | 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 |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5922579/ https://www.ncbi.nlm.nih.gov/pubmed/29664910 http://dx.doi.org/10.1371/journal.pcbi.1006120 |
work_keys_str_mv | AT guntupallijswaroop acomputationalmodelofsharedfinescalestructureinthehumanconnectome AT feilongma acomputationalmodelofsharedfinescalestructureinthehumanconnectome AT haxbyjamesv acomputationalmodelofsharedfinescalestructureinthehumanconnectome AT guntupallijswaroop computationalmodelofsharedfinescalestructureinthehumanconnectome AT feilongma computationalmodelofsharedfinescalestructureinthehumanconnectome AT haxbyjamesv computationalmodelofsharedfinescalestructureinthehumanconnectome |