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Gene transcription profiles associated with inter-modular hubs and connection distance in human functional magnetic resonance imaging networks

Human functional magnetic resonance imaging (fMRI) brain networks have a complex topology comprising integrative components, e.g. long-distance inter-modular edges, that are theoretically associated with higher biological cost. Here, we estimated intra-modular degree, inter-modular degree and connec...

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Autores principales: Vértes, Petra E., Rittman, Timothy, Whitaker, Kirstie J., Romero-Garcia, Rafael, Váša, František, Kitzbichler, Manfred G., Wagstyl, Konrad, Fonagy, Peter, Dolan, Raymond J., Jones, Peter B., Goodyer, Ian M., Bullmore, Edward T.
Formato: Online Artículo Texto
Lenguaje:English
Publicado: The Royal Society 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5003862/
https://www.ncbi.nlm.nih.gov/pubmed/27574314
http://dx.doi.org/10.1098/rstb.2015.0362
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author Vértes, Petra E.
Rittman, Timothy
Whitaker, Kirstie J.
Romero-Garcia, Rafael
Váša, František
Kitzbichler, Manfred G.
Wagstyl, Konrad
Fonagy, Peter
Dolan, Raymond J.
Jones, Peter B.
Goodyer, Ian M.
Bullmore, Edward T.
author_facet Vértes, Petra E.
Rittman, Timothy
Whitaker, Kirstie J.
Romero-Garcia, Rafael
Váša, František
Kitzbichler, Manfred G.
Wagstyl, Konrad
Fonagy, Peter
Dolan, Raymond J.
Jones, Peter B.
Goodyer, Ian M.
Bullmore, Edward T.
author_sort Vértes, Petra E.
collection PubMed
description Human functional magnetic resonance imaging (fMRI) brain networks have a complex topology comprising integrative components, e.g. long-distance inter-modular edges, that are theoretically associated with higher biological cost. Here, we estimated intra-modular degree, inter-modular degree and connection distance for each of 285 cortical nodes in multi-echo fMRI data from 38 healthy adults. We used the multivariate technique of partial least squares (PLS) to reduce the dimensionality of the relationships between these three nodal network parameters and prior microarray data on regional expression of 20 737 genes. The first PLS component defined a transcriptional profile associated with high intra-modular degree and short connection distance, whereas the second PLS component was associated with high inter-modular degree and long connection distance. Nodes in superior and lateral cortex with high inter-modular degree and long connection distance had local transcriptional profiles enriched for oxidative metabolism and mitochondria, and for genes specific to supragranular layers of human cortex. In contrast, primary and secondary sensory cortical nodes in posterior cortex with high intra-modular degree and short connection distance had transcriptional profiles enriched for RNA translation and nuclear components. We conclude that, as predicted, topologically integrative hubs, mediating long-distance connections between modules, are more costly in terms of mitochondrial glucose metabolism. This article is part of the themed issue ‘Interpreting BOLD: a dialogue between cognitive and cellular neuroscience’.
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spelling pubmed-50038622016-10-05 Gene transcription profiles associated with inter-modular hubs and connection distance in human functional magnetic resonance imaging networks Vértes, Petra E. Rittman, Timothy Whitaker, Kirstie J. Romero-Garcia, Rafael Váša, František Kitzbichler, Manfred G. Wagstyl, Konrad Fonagy, Peter Dolan, Raymond J. Jones, Peter B. Goodyer, Ian M. Bullmore, Edward T. Philos Trans R Soc Lond B Biol Sci Articles Human functional magnetic resonance imaging (fMRI) brain networks have a complex topology comprising integrative components, e.g. long-distance inter-modular edges, that are theoretically associated with higher biological cost. Here, we estimated intra-modular degree, inter-modular degree and connection distance for each of 285 cortical nodes in multi-echo fMRI data from 38 healthy adults. We used the multivariate technique of partial least squares (PLS) to reduce the dimensionality of the relationships between these three nodal network parameters and prior microarray data on regional expression of 20 737 genes. The first PLS component defined a transcriptional profile associated with high intra-modular degree and short connection distance, whereas the second PLS component was associated with high inter-modular degree and long connection distance. Nodes in superior and lateral cortex with high inter-modular degree and long connection distance had local transcriptional profiles enriched for oxidative metabolism and mitochondria, and for genes specific to supragranular layers of human cortex. In contrast, primary and secondary sensory cortical nodes in posterior cortex with high intra-modular degree and short connection distance had transcriptional profiles enriched for RNA translation and nuclear components. We conclude that, as predicted, topologically integrative hubs, mediating long-distance connections between modules, are more costly in terms of mitochondrial glucose metabolism. This article is part of the themed issue ‘Interpreting BOLD: a dialogue between cognitive and cellular neuroscience’. The Royal Society 2016-10-05 /pmc/articles/PMC5003862/ /pubmed/27574314 http://dx.doi.org/10.1098/rstb.2015.0362 Text en © 2016 The Authors. http://creativecommons.org/licenses/by/4.0/ Published by the Royal Society under the terms of the Creative Commons Attribution License http://creativecommons.org/licenses/by/4.0/, which permits unrestricted use, provided the original author and source are credited.
spellingShingle Articles
Vértes, Petra E.
Rittman, Timothy
Whitaker, Kirstie J.
Romero-Garcia, Rafael
Váša, František
Kitzbichler, Manfred G.
Wagstyl, Konrad
Fonagy, Peter
Dolan, Raymond J.
Jones, Peter B.
Goodyer, Ian M.
Bullmore, Edward T.
Gene transcription profiles associated with inter-modular hubs and connection distance in human functional magnetic resonance imaging networks
title Gene transcription profiles associated with inter-modular hubs and connection distance in human functional magnetic resonance imaging networks
title_full Gene transcription profiles associated with inter-modular hubs and connection distance in human functional magnetic resonance imaging networks
title_fullStr Gene transcription profiles associated with inter-modular hubs and connection distance in human functional magnetic resonance imaging networks
title_full_unstemmed Gene transcription profiles associated with inter-modular hubs and connection distance in human functional magnetic resonance imaging networks
title_short Gene transcription profiles associated with inter-modular hubs and connection distance in human functional magnetic resonance imaging networks
title_sort gene transcription profiles associated with inter-modular hubs and connection distance in human functional magnetic resonance imaging networks
topic Articles
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5003862/
https://www.ncbi.nlm.nih.gov/pubmed/27574314
http://dx.doi.org/10.1098/rstb.2015.0362
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