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Genome-wide patterns of promoter sharing and co-expression in bovine skeletal muscle

BACKGROUND: Gene regulation by transcription factors (TF) is species, tissue and time specific. To better understand how the genetic code controls gene expression in bovine muscle we associated gene expression data from developing Longissimus thoracis et lumborum skeletal muscle with bovine promoter...

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Autores principales: Gu, Quan, Nagaraj, Shivashankar H, Hudson, Nicholas J, Dalrymple, Brian P, Reverter, Antonio
Formato: Texto
Lenguaje:English
Publicado: BioMed Central 2011
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3025955/
https://www.ncbi.nlm.nih.gov/pubmed/21226902
http://dx.doi.org/10.1186/1471-2164-12-23
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author Gu, Quan
Nagaraj, Shivashankar H
Hudson, Nicholas J
Dalrymple, Brian P
Reverter, Antonio
author_facet Gu, Quan
Nagaraj, Shivashankar H
Hudson, Nicholas J
Dalrymple, Brian P
Reverter, Antonio
author_sort Gu, Quan
collection PubMed
description BACKGROUND: Gene regulation by transcription factors (TF) is species, tissue and time specific. To better understand how the genetic code controls gene expression in bovine muscle we associated gene expression data from developing Longissimus thoracis et lumborum skeletal muscle with bovine promoter sequence information. RESULTS: We created a highly conserved genome-wide promoter landscape comprising 87,408 interactions relating 333 TFs with their 9,242 predicted target genes (TGs). We discovered that the complete set of predicted TGs share an average of 2.75 predicted TF binding sites (TFBSs) and that the average co-expression between a TF and its predicted TGs is higher than the average co-expression between the same TF and all genes. Conversely, pairs of TFs sharing predicted TGs showed a co-expression correlation higher that pairs of TFs not sharing TGs. Finally, we exploited the co-occurrence of predicted TFBS in the context of muscle-derived functionally-coherent modules including cell cycle, mitochondria, immune system, fat metabolism, muscle/glycolysis, and ribosome. Our findings enabled us to reverse engineer a regulatory network of core processes, and correctly identified the involvement of E2F1, GATA2 and NFKB1 in the regulation of cell cycle, fat, and muscle/glycolysis, respectively. CONCLUSION: The pivotal implication of our research is two-fold: (1) there exists a robust genome-wide expression signal between TFs and their predicted TGs in cattle muscle consistent with the extent of promoter sharing; and (2) this signal can be exploited to recover the cellular mechanisms underpinning transcription regulation of muscle structure and development in bovine. Our study represents the first genome-wide report linking tissue specific co-expression to co-regulation in a non-model vertebrate.
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spelling pubmed-30259552011-01-28 Genome-wide patterns of promoter sharing and co-expression in bovine skeletal muscle Gu, Quan Nagaraj, Shivashankar H Hudson, Nicholas J Dalrymple, Brian P Reverter, Antonio BMC Genomics Research Article BACKGROUND: Gene regulation by transcription factors (TF) is species, tissue and time specific. To better understand how the genetic code controls gene expression in bovine muscle we associated gene expression data from developing Longissimus thoracis et lumborum skeletal muscle with bovine promoter sequence information. RESULTS: We created a highly conserved genome-wide promoter landscape comprising 87,408 interactions relating 333 TFs with their 9,242 predicted target genes (TGs). We discovered that the complete set of predicted TGs share an average of 2.75 predicted TF binding sites (TFBSs) and that the average co-expression between a TF and its predicted TGs is higher than the average co-expression between the same TF and all genes. Conversely, pairs of TFs sharing predicted TGs showed a co-expression correlation higher that pairs of TFs not sharing TGs. Finally, we exploited the co-occurrence of predicted TFBS in the context of muscle-derived functionally-coherent modules including cell cycle, mitochondria, immune system, fat metabolism, muscle/glycolysis, and ribosome. Our findings enabled us to reverse engineer a regulatory network of core processes, and correctly identified the involvement of E2F1, GATA2 and NFKB1 in the regulation of cell cycle, fat, and muscle/glycolysis, respectively. CONCLUSION: The pivotal implication of our research is two-fold: (1) there exists a robust genome-wide expression signal between TFs and their predicted TGs in cattle muscle consistent with the extent of promoter sharing; and (2) this signal can be exploited to recover the cellular mechanisms underpinning transcription regulation of muscle structure and development in bovine. Our study represents the first genome-wide report linking tissue specific co-expression to co-regulation in a non-model vertebrate. BioMed Central 2011-01-12 /pmc/articles/PMC3025955/ /pubmed/21226902 http://dx.doi.org/10.1186/1471-2164-12-23 Text en Copyright ©2011 Gu et al; licensee BioMed Central Ltd. http://creativecommons.org/licenses/by/2.0 This is an Open Access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/2.0), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Research Article
Gu, Quan
Nagaraj, Shivashankar H
Hudson, Nicholas J
Dalrymple, Brian P
Reverter, Antonio
Genome-wide patterns of promoter sharing and co-expression in bovine skeletal muscle
title Genome-wide patterns of promoter sharing and co-expression in bovine skeletal muscle
title_full Genome-wide patterns of promoter sharing and co-expression in bovine skeletal muscle
title_fullStr Genome-wide patterns of promoter sharing and co-expression in bovine skeletal muscle
title_full_unstemmed Genome-wide patterns of promoter sharing and co-expression in bovine skeletal muscle
title_short Genome-wide patterns of promoter sharing and co-expression in bovine skeletal muscle
title_sort genome-wide patterns of promoter sharing and co-expression in bovine skeletal muscle
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3025955/
https://www.ncbi.nlm.nih.gov/pubmed/21226902
http://dx.doi.org/10.1186/1471-2164-12-23
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