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Identification of gene co-expression clusters in liver tissues from multiple porcine populations with high and low backfat androstenone phenotype

BACKGROUND: Boar taint is principally caused by accumulation of androstenone and skatole in adipose tissues. Studies have shown high heritability estimates for androstenone whereas skatole production is mainly dependent on nutritional factors. Androstenone is a lipophilic steroid mainly metabolized...

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Autores principales: Sahadevan, Sudeep, Tholen, Ernst, Große-Brinkhaus, Christine, Schellander, Karl, Tesfaye, Dawit, Hofmann-Apitius, Martin, Cinar, Mehmet Ulas, Gunawan, Asep, Hölker, Michael, Neuhoff, Christiane
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2015
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4365963/
https://www.ncbi.nlm.nih.gov/pubmed/25884519
http://dx.doi.org/10.1186/s12863-014-0158-8
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author Sahadevan, Sudeep
Tholen, Ernst
Große-Brinkhaus, Christine
Schellander, Karl
Tesfaye, Dawit
Hofmann-Apitius, Martin
Cinar, Mehmet Ulas
Gunawan, Asep
Hölker, Michael
Neuhoff, Christiane
author_facet Sahadevan, Sudeep
Tholen, Ernst
Große-Brinkhaus, Christine
Schellander, Karl
Tesfaye, Dawit
Hofmann-Apitius, Martin
Cinar, Mehmet Ulas
Gunawan, Asep
Hölker, Michael
Neuhoff, Christiane
author_sort Sahadevan, Sudeep
collection PubMed
description BACKGROUND: Boar taint is principally caused by accumulation of androstenone and skatole in adipose tissues. Studies have shown high heritability estimates for androstenone whereas skatole production is mainly dependent on nutritional factors. Androstenone is a lipophilic steroid mainly metabolized in liver. Majority of the studies on hepatic androstenone metabolism focus only on a single breed and very few studies account for population similarities/differences in gene expression patterns. In this work, we concentrated on population similarities in gene expression to identify the common genes involved in hepatic androstenone metabolism of multiple pig populations. Based on androstenone measurements, publicly available gene expression datasets from three porcine populations were compiled into either low or high androstenone dataset. Gene expression correlation coefficients from these datasets were converted to rank ratios and joint probabilities of these rank ratios were used to generate dataset specific co-expression clusters. Finally, these networks were clustered using a graph clustering technique. RESULTS: Cluster analysis identified a number of statistically significant co-expression clusters in the dataset. Further enrichment analysis of these clusters showed that one of the clusters from low androstenone dataset was highly enriched for xenobiotic, drug, cholesterol and lipid metabolism and cytochrome P450 associated metabolism of drugs and xenobiotics. Literature references revealed that a number of genes in this cluster were involved in phase I and phase II metabolism. Physical and functional similarity assessment showed that the members of this cluster were dispersed across multiple clusters in high androstenone dataset, possibly indicating a weak co-expression of these genes in high androstenone dataset. CONCLUSIONS: Based on these results we hypothesize that majority of the genes in this cluster forms a signature co-expression cluster in low androstenone dataset in our experiment and that majority of the members of this cluster might be responsible for hepatic androstenone metabolism across all the three populations used in our study. We propose these results as a background work towards understanding breed similarities in hepatic androstenone metabolism. Additional large scale experiments using data from multiple porcine breeds are necessary to validate these findings. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12863-014-0158-8) contains supplementary material, which is available to authorized users.
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spelling pubmed-43659632015-03-20 Identification of gene co-expression clusters in liver tissues from multiple porcine populations with high and low backfat androstenone phenotype Sahadevan, Sudeep Tholen, Ernst Große-Brinkhaus, Christine Schellander, Karl Tesfaye, Dawit Hofmann-Apitius, Martin Cinar, Mehmet Ulas Gunawan, Asep Hölker, Michael Neuhoff, Christiane BMC Genet Research Article BACKGROUND: Boar taint is principally caused by accumulation of androstenone and skatole in adipose tissues. Studies have shown high heritability estimates for androstenone whereas skatole production is mainly dependent on nutritional factors. Androstenone is a lipophilic steroid mainly metabolized in liver. Majority of the studies on hepatic androstenone metabolism focus only on a single breed and very few studies account for population similarities/differences in gene expression patterns. In this work, we concentrated on population similarities in gene expression to identify the common genes involved in hepatic androstenone metabolism of multiple pig populations. Based on androstenone measurements, publicly available gene expression datasets from three porcine populations were compiled into either low or high androstenone dataset. Gene expression correlation coefficients from these datasets were converted to rank ratios and joint probabilities of these rank ratios were used to generate dataset specific co-expression clusters. Finally, these networks were clustered using a graph clustering technique. RESULTS: Cluster analysis identified a number of statistically significant co-expression clusters in the dataset. Further enrichment analysis of these clusters showed that one of the clusters from low androstenone dataset was highly enriched for xenobiotic, drug, cholesterol and lipid metabolism and cytochrome P450 associated metabolism of drugs and xenobiotics. Literature references revealed that a number of genes in this cluster were involved in phase I and phase II metabolism. Physical and functional similarity assessment showed that the members of this cluster were dispersed across multiple clusters in high androstenone dataset, possibly indicating a weak co-expression of these genes in high androstenone dataset. CONCLUSIONS: Based on these results we hypothesize that majority of the genes in this cluster forms a signature co-expression cluster in low androstenone dataset in our experiment and that majority of the members of this cluster might be responsible for hepatic androstenone metabolism across all the three populations used in our study. We propose these results as a background work towards understanding breed similarities in hepatic androstenone metabolism. Additional large scale experiments using data from multiple porcine breeds are necessary to validate these findings. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (doi:10.1186/s12863-014-0158-8) contains supplementary material, which is available to authorized users. BioMed Central 2015-02-28 /pmc/articles/PMC4365963/ /pubmed/25884519 http://dx.doi.org/10.1186/s12863-014-0158-8 Text en © Sahadevan et al.; licensee BioMed Central. 2015 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 work is properly credited. The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research Article
Sahadevan, Sudeep
Tholen, Ernst
Große-Brinkhaus, Christine
Schellander, Karl
Tesfaye, Dawit
Hofmann-Apitius, Martin
Cinar, Mehmet Ulas
Gunawan, Asep
Hölker, Michael
Neuhoff, Christiane
Identification of gene co-expression clusters in liver tissues from multiple porcine populations with high and low backfat androstenone phenotype
title Identification of gene co-expression clusters in liver tissues from multiple porcine populations with high and low backfat androstenone phenotype
title_full Identification of gene co-expression clusters in liver tissues from multiple porcine populations with high and low backfat androstenone phenotype
title_fullStr Identification of gene co-expression clusters in liver tissues from multiple porcine populations with high and low backfat androstenone phenotype
title_full_unstemmed Identification of gene co-expression clusters in liver tissues from multiple porcine populations with high and low backfat androstenone phenotype
title_short Identification of gene co-expression clusters in liver tissues from multiple porcine populations with high and low backfat androstenone phenotype
title_sort identification of gene co-expression clusters in liver tissues from multiple porcine populations with high and low backfat androstenone phenotype
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4365963/
https://www.ncbi.nlm.nih.gov/pubmed/25884519
http://dx.doi.org/10.1186/s12863-014-0158-8
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