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A Consensus Network of Gene Regulatory Factors in the Human Frontal Lobe

Cognitive abilities, such as memory, learning, language, problem solving, and planning, involve the frontal lobe and other brain areas. Not much is known yet about the molecular basis of cognitive abilities, but it seems clear that cognitive abilities are determined by the interplay of many genes. O...

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Autores principales: Berto, Stefano, Perdomo-Sabogal, Alvaro, Gerighausen, Daniel, Qin, Jing, Nowick, Katja
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2016
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4782181/
https://www.ncbi.nlm.nih.gov/pubmed/27014338
http://dx.doi.org/10.3389/fgene.2016.00031
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author Berto, Stefano
Perdomo-Sabogal, Alvaro
Gerighausen, Daniel
Qin, Jing
Nowick, Katja
author_facet Berto, Stefano
Perdomo-Sabogal, Alvaro
Gerighausen, Daniel
Qin, Jing
Nowick, Katja
author_sort Berto, Stefano
collection PubMed
description Cognitive abilities, such as memory, learning, language, problem solving, and planning, involve the frontal lobe and other brain areas. Not much is known yet about the molecular basis of cognitive abilities, but it seems clear that cognitive abilities are determined by the interplay of many genes. One approach for analyzing the genetic networks involved in cognitive functions is to study the coexpression networks of genes with known importance for proper cognitive functions, such as genes that have been associated with cognitive disorders like intellectual disability (ID) or autism spectrum disorders (ASD). Because many of these genes are gene regulatory factors (GRFs) we aimed to provide insights into the gene regulatory networks active in the human frontal lobe. Using genome wide human frontal lobe expression data from 10 independent data sets, we first derived 10 individual coexpression networks for all GRFs including their potential target genes. We observed a high level of variability among these 10 independently derived networks, pointing out that relying on results from a single study can only provide limited biological insights. To instead focus on the most confident information from these 10 networks we developed a method for integrating such independently derived networks into a consensus network. This consensus network revealed robust GRF interactions that are conserved across the frontal lobes of different healthy human individuals. Within this network, we detected a strong central module that is enriched for 166 GRFs known to be involved in brain development and/or cognitive disorders. Interestingly, several hubs of the consensus network encode for GRFs that have not yet been associated with brain functions. Their central role in the network suggests them as excellent new candidates for playing an essential role in the regulatory network of the human frontal lobe, which should be investigated in future studies.
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spelling pubmed-47821812016-03-24 A Consensus Network of Gene Regulatory Factors in the Human Frontal Lobe Berto, Stefano Perdomo-Sabogal, Alvaro Gerighausen, Daniel Qin, Jing Nowick, Katja Front Genet Genetics Cognitive abilities, such as memory, learning, language, problem solving, and planning, involve the frontal lobe and other brain areas. Not much is known yet about the molecular basis of cognitive abilities, but it seems clear that cognitive abilities are determined by the interplay of many genes. One approach for analyzing the genetic networks involved in cognitive functions is to study the coexpression networks of genes with known importance for proper cognitive functions, such as genes that have been associated with cognitive disorders like intellectual disability (ID) or autism spectrum disorders (ASD). Because many of these genes are gene regulatory factors (GRFs) we aimed to provide insights into the gene regulatory networks active in the human frontal lobe. Using genome wide human frontal lobe expression data from 10 independent data sets, we first derived 10 individual coexpression networks for all GRFs including their potential target genes. We observed a high level of variability among these 10 independently derived networks, pointing out that relying on results from a single study can only provide limited biological insights. To instead focus on the most confident information from these 10 networks we developed a method for integrating such independently derived networks into a consensus network. This consensus network revealed robust GRF interactions that are conserved across the frontal lobes of different healthy human individuals. Within this network, we detected a strong central module that is enriched for 166 GRFs known to be involved in brain development and/or cognitive disorders. Interestingly, several hubs of the consensus network encode for GRFs that have not yet been associated with brain functions. Their central role in the network suggests them as excellent new candidates for playing an essential role in the regulatory network of the human frontal lobe, which should be investigated in future studies. Frontiers Media S.A. 2016-03-08 /pmc/articles/PMC4782181/ /pubmed/27014338 http://dx.doi.org/10.3389/fgene.2016.00031 Text en Copyright © 2016 Berto, Perdomo-Sabogal, Gerighausen, Qin and Nowick. http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
spellingShingle Genetics
Berto, Stefano
Perdomo-Sabogal, Alvaro
Gerighausen, Daniel
Qin, Jing
Nowick, Katja
A Consensus Network of Gene Regulatory Factors in the Human Frontal Lobe
title A Consensus Network of Gene Regulatory Factors in the Human Frontal Lobe
title_full A Consensus Network of Gene Regulatory Factors in the Human Frontal Lobe
title_fullStr A Consensus Network of Gene Regulatory Factors in the Human Frontal Lobe
title_full_unstemmed A Consensus Network of Gene Regulatory Factors in the Human Frontal Lobe
title_short A Consensus Network of Gene Regulatory Factors in the Human Frontal Lobe
title_sort consensus network of gene regulatory factors in the human frontal lobe
topic Genetics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4782181/
https://www.ncbi.nlm.nih.gov/pubmed/27014338
http://dx.doi.org/10.3389/fgene.2016.00031
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