Integrative Analysis of Metabolomic, Proteomic and Genomic Data to Reveal Functional Pathways and Candidate Genes for Drip Loss in Pigs

The aim of this study was to integrate multi omics data to characterize underlying functional pathways and candidate genes for drip loss in pigs. The consideration of different omics levels allows elucidating the black box of phenotype expression. Metabolite and protein profiling was applied in Musc...

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Main Authors: Julia Welzenbach, Christiane Neuhoff, Hanna Heidt, Mehmet Ulas Cinar, Christian Looft, Karl Schellander, Ernst Tholen, Christine Große-Brinkhaus
Format: Article
Language:English
Published: MDPI AG 2016-08-01
Series:International Journal of Molecular Sciences
Subjects:
Online Access:http://www.mdpi.com/1422-0067/17/9/1426
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spelling doaj-51d8f7a2191147a89aa6d6eec38630ab2020-11-25T01:29:28ZengMDPI AGInternational Journal of Molecular Sciences1422-00672016-08-01179142610.3390/ijms17091426ijms17091426Integrative Analysis of Metabolomic, Proteomic and Genomic Data to Reveal Functional Pathways and Candidate Genes for Drip Loss in PigsJulia Welzenbach0Christiane Neuhoff1Hanna Heidt2Mehmet Ulas Cinar3Christian Looft4Karl Schellander5Ernst Tholen6Christine Große-Brinkhaus7Institute of Animal Science, University of Bonn, Endenicher Allee 15, 53115 Bonn, GermanyInstitute of Animal Science, University of Bonn, Endenicher Allee 15, 53115 Bonn, GermanyInstitute of Animal Science, University of Bonn, Endenicher Allee 15, 53115 Bonn, GermanyInstitute of Animal Science, University of Bonn, Endenicher Allee 15, 53115 Bonn, GermanyInstitute of Animal Science, University of Bonn, Endenicher Allee 15, 53115 Bonn, GermanyInstitute of Animal Science, University of Bonn, Endenicher Allee 15, 53115 Bonn, GermanyInstitute of Animal Science, University of Bonn, Endenicher Allee 15, 53115 Bonn, GermanyInstitute of Animal Science, University of Bonn, Endenicher Allee 15, 53115 Bonn, GermanyThe aim of this study was to integrate multi omics data to characterize underlying functional pathways and candidate genes for drip loss in pigs. The consideration of different omics levels allows elucidating the black box of phenotype expression. Metabolite and protein profiling was applied in Musculus longissimus dorsi samples of 97 Duroc × Pietrain pigs. In total, 126 and 35 annotated metabolites and proteins were quantified, respectively. In addition, all animals were genotyped with the porcine 60 k Illumina beadchip. An enrichment analysis resulted in 10 pathways, amongst others, sphingolipid metabolism and glycolysis/gluconeogenesis, with significant influence on drip loss. Drip loss and 22 metabolic components were analyzed as intermediate phenotypes within a genome-wide association study (GWAS). We detected significantly associated genetic markers and candidate genes for drip loss and for most of the metabolic components. On chromosome 18, a region with promising candidate genes was identified based on SNPs associated with drip loss, the protein “phosphoglycerate mutase 2” and the metabolite glycine. We hypothesize that association studies based on intermediate phenotypes are able to provide comprehensive insights in the genetic variation of genes directly involved in the metabolism of performance traits. In this way, the analyses contribute to identify reliable candidate genes.http://www.mdpi.com/1422-0067/17/9/1426drip losspork qualitymetabolomicsproteomicsenrichment analysisgenome-wide association study (GWAS)candidate genes
collection DOAJ
language English
format Article
sources DOAJ
author Julia Welzenbach
Christiane Neuhoff
Hanna Heidt
Mehmet Ulas Cinar
Christian Looft
Karl Schellander
Ernst Tholen
Christine Große-Brinkhaus
spellingShingle Julia Welzenbach
Christiane Neuhoff
Hanna Heidt
Mehmet Ulas Cinar
Christian Looft
Karl Schellander
Ernst Tholen
Christine Große-Brinkhaus
Integrative Analysis of Metabolomic, Proteomic and Genomic Data to Reveal Functional Pathways and Candidate Genes for Drip Loss in Pigs
International Journal of Molecular Sciences
drip loss
pork quality
metabolomics
proteomics
enrichment analysis
genome-wide association study (GWAS)
candidate genes
author_facet Julia Welzenbach
Christiane Neuhoff
Hanna Heidt
Mehmet Ulas Cinar
Christian Looft
Karl Schellander
Ernst Tholen
Christine Große-Brinkhaus
author_sort Julia Welzenbach
title Integrative Analysis of Metabolomic, Proteomic and Genomic Data to Reveal Functional Pathways and Candidate Genes for Drip Loss in Pigs
title_short Integrative Analysis of Metabolomic, Proteomic and Genomic Data to Reveal Functional Pathways and Candidate Genes for Drip Loss in Pigs
title_full Integrative Analysis of Metabolomic, Proteomic and Genomic Data to Reveal Functional Pathways and Candidate Genes for Drip Loss in Pigs
title_fullStr Integrative Analysis of Metabolomic, Proteomic and Genomic Data to Reveal Functional Pathways and Candidate Genes for Drip Loss in Pigs
title_full_unstemmed Integrative Analysis of Metabolomic, Proteomic and Genomic Data to Reveal Functional Pathways and Candidate Genes for Drip Loss in Pigs
title_sort integrative analysis of metabolomic, proteomic and genomic data to reveal functional pathways and candidate genes for drip loss in pigs
publisher MDPI AG
series International Journal of Molecular Sciences
issn 1422-0067
publishDate 2016-08-01
description The aim of this study was to integrate multi omics data to characterize underlying functional pathways and candidate genes for drip loss in pigs. The consideration of different omics levels allows elucidating the black box of phenotype expression. Metabolite and protein profiling was applied in Musculus longissimus dorsi samples of 97 Duroc × Pietrain pigs. In total, 126 and 35 annotated metabolites and proteins were quantified, respectively. In addition, all animals were genotyped with the porcine 60 k Illumina beadchip. An enrichment analysis resulted in 10 pathways, amongst others, sphingolipid metabolism and glycolysis/gluconeogenesis, with significant influence on drip loss. Drip loss and 22 metabolic components were analyzed as intermediate phenotypes within a genome-wide association study (GWAS). We detected significantly associated genetic markers and candidate genes for drip loss and for most of the metabolic components. On chromosome 18, a region with promising candidate genes was identified based on SNPs associated with drip loss, the protein “phosphoglycerate mutase 2” and the metabolite glycine. We hypothesize that association studies based on intermediate phenotypes are able to provide comprehensive insights in the genetic variation of genes directly involved in the metabolism of performance traits. In this way, the analyses contribute to identify reliable candidate genes.
topic drip loss
pork quality
metabolomics
proteomics
enrichment analysis
genome-wide association study (GWAS)
candidate genes
url http://www.mdpi.com/1422-0067/17/9/1426
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