Cargando…
From SNP co-association to RNA co-expression: Novel insights into gene networks for intramuscular fatty acid composition in porcine
BACKGROUND: Fatty acids (FA) play a critical role in energy homeostasis and metabolic diseases; in the context of livestock species, their profile also impacts on meat quality for healthy human consumption. Molecular pathways controlling lipid metabolism are highly interconnected and are not fully u...
Autores principales: | , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2014
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3987146/ https://www.ncbi.nlm.nih.gov/pubmed/24666776 http://dx.doi.org/10.1186/1471-2164-15-232 |
_version_ | 1782311840900972544 |
---|---|
author | Ramayo-Caldas, Yuliaxis Ballester, Maria Fortes, Marina RS Esteve-Codina, Anna Castelló, Anna Noguera, Jose L Fernández, Ana I Pérez-Enciso, Miguel Reverter, Antonio Folch, Josep M |
author_facet | Ramayo-Caldas, Yuliaxis Ballester, Maria Fortes, Marina RS Esteve-Codina, Anna Castelló, Anna Noguera, Jose L Fernández, Ana I Pérez-Enciso, Miguel Reverter, Antonio Folch, Josep M |
author_sort | Ramayo-Caldas, Yuliaxis |
collection | PubMed |
description | BACKGROUND: Fatty acids (FA) play a critical role in energy homeostasis and metabolic diseases; in the context of livestock species, their profile also impacts on meat quality for healthy human consumption. Molecular pathways controlling lipid metabolism are highly interconnected and are not fully understood. Elucidating these molecular processes will aid technological development towards improvement of pork meat quality and increased knowledge of FA metabolism, underpinning metabolic diseases in humans. RESULTS: The results from genome-wide association studies (GWAS) across 15 phenotypes were subjected to an Association Weight Matrix (AWM) approach to predict a network of 1,096 genes related to intramuscular FA composition in pigs. To identify the key regulators of FA metabolism, we focused on the minimal set of transcription factors (TF) that the explored the majority of the network topology. Pathway and network analyses pointed towards a trio of TF as key regulators of FA metabolism: NCOA2, FHL2 and EP300. Promoter sequence analyses confirmed that these TF have binding sites for some well-know regulators of lipid and carbohydrate metabolism. For the first time in a non-model species, some of the co-associations observed at the genetic level were validated through co-expression at the transcriptomic level based on real-time PCR of 40 genes in adipose tissue, and a further 55 genes in liver. In particular, liver expression of NCOA2 and EP300 differed between pig breeds (Iberian and Landrace) extreme in terms of fat deposition. Highly clustered co-expression networks in both liver and adipose tissues were observed. EP300 and NCOA2 showed centrality parameters above average in the both networks. Over all genes, co-expression analyses confirmed 28.9% of the AWM predicted gene-gene interactions in liver and 33.0% in adipose tissue. The magnitude of this validation varied across genes, with up to 60.8% of the connections of NCOA2 in adipose tissue being validated via co-expression. CONCLUSIONS: Our results recapitulate the known transcriptional regulation of FA metabolism, predict gene interactions that can be experimentally validated, and suggest that genetic variants mapped to EP300, FHL2, and NCOA2 modulate lipid metabolism and control energy homeostasis in pigs. |
format | Online Article Text |
id | pubmed-3987146 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2014 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-39871462014-04-30 From SNP co-association to RNA co-expression: Novel insights into gene networks for intramuscular fatty acid composition in porcine Ramayo-Caldas, Yuliaxis Ballester, Maria Fortes, Marina RS Esteve-Codina, Anna Castelló, Anna Noguera, Jose L Fernández, Ana I Pérez-Enciso, Miguel Reverter, Antonio Folch, Josep M BMC Genomics Research Article BACKGROUND: Fatty acids (FA) play a critical role in energy homeostasis and metabolic diseases; in the context of livestock species, their profile also impacts on meat quality for healthy human consumption. Molecular pathways controlling lipid metabolism are highly interconnected and are not fully understood. Elucidating these molecular processes will aid technological development towards improvement of pork meat quality and increased knowledge of FA metabolism, underpinning metabolic diseases in humans. RESULTS: The results from genome-wide association studies (GWAS) across 15 phenotypes were subjected to an Association Weight Matrix (AWM) approach to predict a network of 1,096 genes related to intramuscular FA composition in pigs. To identify the key regulators of FA metabolism, we focused on the minimal set of transcription factors (TF) that the explored the majority of the network topology. Pathway and network analyses pointed towards a trio of TF as key regulators of FA metabolism: NCOA2, FHL2 and EP300. Promoter sequence analyses confirmed that these TF have binding sites for some well-know regulators of lipid and carbohydrate metabolism. For the first time in a non-model species, some of the co-associations observed at the genetic level were validated through co-expression at the transcriptomic level based on real-time PCR of 40 genes in adipose tissue, and a further 55 genes in liver. In particular, liver expression of NCOA2 and EP300 differed between pig breeds (Iberian and Landrace) extreme in terms of fat deposition. Highly clustered co-expression networks in both liver and adipose tissues were observed. EP300 and NCOA2 showed centrality parameters above average in the both networks. Over all genes, co-expression analyses confirmed 28.9% of the AWM predicted gene-gene interactions in liver and 33.0% in adipose tissue. The magnitude of this validation varied across genes, with up to 60.8% of the connections of NCOA2 in adipose tissue being validated via co-expression. CONCLUSIONS: Our results recapitulate the known transcriptional regulation of FA metabolism, predict gene interactions that can be experimentally validated, and suggest that genetic variants mapped to EP300, FHL2, and NCOA2 modulate lipid metabolism and control energy homeostasis in pigs. BioMed Central 2014-03-26 /pmc/articles/PMC3987146/ /pubmed/24666776 http://dx.doi.org/10.1186/1471-2164-15-232 Text en Copyright © 2014 Ramayo-Caldas 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 credited. |
spellingShingle | Research Article Ramayo-Caldas, Yuliaxis Ballester, Maria Fortes, Marina RS Esteve-Codina, Anna Castelló, Anna Noguera, Jose L Fernández, Ana I Pérez-Enciso, Miguel Reverter, Antonio Folch, Josep M From SNP co-association to RNA co-expression: Novel insights into gene networks for intramuscular fatty acid composition in porcine |
title | From SNP co-association to RNA co-expression: Novel insights into gene networks for intramuscular fatty acid composition in porcine |
title_full | From SNP co-association to RNA co-expression: Novel insights into gene networks for intramuscular fatty acid composition in porcine |
title_fullStr | From SNP co-association to RNA co-expression: Novel insights into gene networks for intramuscular fatty acid composition in porcine |
title_full_unstemmed | From SNP co-association to RNA co-expression: Novel insights into gene networks for intramuscular fatty acid composition in porcine |
title_short | From SNP co-association to RNA co-expression: Novel insights into gene networks for intramuscular fatty acid composition in porcine |
title_sort | from snp co-association to rna co-expression: novel insights into gene networks for intramuscular fatty acid composition in porcine |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3987146/ https://www.ncbi.nlm.nih.gov/pubmed/24666776 http://dx.doi.org/10.1186/1471-2164-15-232 |
work_keys_str_mv | AT ramayocaldasyuliaxis fromsnpcoassociationtornacoexpressionnovelinsightsintogenenetworksforintramuscularfattyacidcompositioninporcine AT ballestermaria fromsnpcoassociationtornacoexpressionnovelinsightsintogenenetworksforintramuscularfattyacidcompositioninporcine AT fortesmarinars fromsnpcoassociationtornacoexpressionnovelinsightsintogenenetworksforintramuscularfattyacidcompositioninporcine AT estevecodinaanna fromsnpcoassociationtornacoexpressionnovelinsightsintogenenetworksforintramuscularfattyacidcompositioninporcine AT castelloanna fromsnpcoassociationtornacoexpressionnovelinsightsintogenenetworksforintramuscularfattyacidcompositioninporcine AT noguerajosel fromsnpcoassociationtornacoexpressionnovelinsightsintogenenetworksforintramuscularfattyacidcompositioninporcine AT fernandezanai fromsnpcoassociationtornacoexpressionnovelinsightsintogenenetworksforintramuscularfattyacidcompositioninporcine AT perezencisomiguel fromsnpcoassociationtornacoexpressionnovelinsightsintogenenetworksforintramuscularfattyacidcompositioninporcine AT reverterantonio fromsnpcoassociationtornacoexpressionnovelinsightsintogenenetworksforintramuscularfattyacidcompositioninporcine AT folchjosepm fromsnpcoassociationtornacoexpressionnovelinsightsintogenenetworksforintramuscularfattyacidcompositioninporcine |