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Identification of candidate genes for milk production traits by RNA sequencing on bovine liver at different lactation stages
BACKGROUND: RNA-sequencing was performed to explore the bovine liver transcriptomes of Holstein cows to detect potential functional genes related to lactation and milk composition traits in dairy cattle. The bovine transcriptomes of the nine liver samples from three Holstein cows during dry period (...
Autores principales: | , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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BioMed Central
2020
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7346489/ https://www.ncbi.nlm.nih.gov/pubmed/32646377 http://dx.doi.org/10.1186/s12863-020-00882-y |
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author | Li, Qian Liang, Ruobing Li, Yan Gao, Yanxia Li, Qiufeng Sun, Dongxiao Li, Jianguo |
author_facet | Li, Qian Liang, Ruobing Li, Yan Gao, Yanxia Li, Qiufeng Sun, Dongxiao Li, Jianguo |
author_sort | Li, Qian |
collection | PubMed |
description | BACKGROUND: RNA-sequencing was performed to explore the bovine liver transcriptomes of Holstein cows to detect potential functional genes related to lactation and milk composition traits in dairy cattle. The bovine transcriptomes of the nine liver samples from three Holstein cows during dry period (50-d prepartum), early lactation (10-d postpartum), and peak of lactation (60-d postpartum) were sequenced using the Illumina HiSeq 2500 platform. RESULTS: A total of 204, 147 and 81 differentially expressed genes (DEGs, p < 0.05, false discovery rate q < 0.05) were detected in early lactation vs. dry period, peak of lactation vs. dry period, and peak of lactation vs. early lactation comparison groups, respectively. Gene ontology and KEGG pathway analysis showed that these DEGs were significantly enriched in specific biological processes related to metabolic and biosynthetic and signaling pathways of PPAR, AMPK and p53 (p < 0.05). Ten genes were identified as promising candidates affecting milk yield, milk protein and fat traits in dairy cattle by using an integrated analysis of differential gene expression, previously reported quantitative trait loci (QTL), data from genome-wide association studies (GWAS), and biological function information. These genes were APOC2, PPP1R3B, PKLR, ODC1, DUSP1, LMNA, GALE, ANGPTL4, LPIN1 and CDKN1A. CONCLUSION: This study explored the complexity of the liver transcriptome across three lactation periods in dairy cattle by performing RNA sequencing. Integrated analysis of DEGs and reported QTL and GWAS data allowed us to find ten key candidate genes influencing milk production traits. |
format | Online Article Text |
id | pubmed-7346489 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2020 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-73464892020-07-14 Identification of candidate genes for milk production traits by RNA sequencing on bovine liver at different lactation stages Li, Qian Liang, Ruobing Li, Yan Gao, Yanxia Li, Qiufeng Sun, Dongxiao Li, Jianguo BMC Genet Research Article BACKGROUND: RNA-sequencing was performed to explore the bovine liver transcriptomes of Holstein cows to detect potential functional genes related to lactation and milk composition traits in dairy cattle. The bovine transcriptomes of the nine liver samples from three Holstein cows during dry period (50-d prepartum), early lactation (10-d postpartum), and peak of lactation (60-d postpartum) were sequenced using the Illumina HiSeq 2500 platform. RESULTS: A total of 204, 147 and 81 differentially expressed genes (DEGs, p < 0.05, false discovery rate q < 0.05) were detected in early lactation vs. dry period, peak of lactation vs. dry period, and peak of lactation vs. early lactation comparison groups, respectively. Gene ontology and KEGG pathway analysis showed that these DEGs were significantly enriched in specific biological processes related to metabolic and biosynthetic and signaling pathways of PPAR, AMPK and p53 (p < 0.05). Ten genes were identified as promising candidates affecting milk yield, milk protein and fat traits in dairy cattle by using an integrated analysis of differential gene expression, previously reported quantitative trait loci (QTL), data from genome-wide association studies (GWAS), and biological function information. These genes were APOC2, PPP1R3B, PKLR, ODC1, DUSP1, LMNA, GALE, ANGPTL4, LPIN1 and CDKN1A. CONCLUSION: This study explored the complexity of the liver transcriptome across three lactation periods in dairy cattle by performing RNA sequencing. Integrated analysis of DEGs and reported QTL and GWAS data allowed us to find ten key candidate genes influencing milk production traits. BioMed Central 2020-07-09 /pmc/articles/PMC7346489/ /pubmed/32646377 http://dx.doi.org/10.1186/s12863-020-00882-y Text en © The Author(s) 2020 Open AccessThis article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/. 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 in a credit line to the data. |
spellingShingle | Research Article Li, Qian Liang, Ruobing Li, Yan Gao, Yanxia Li, Qiufeng Sun, Dongxiao Li, Jianguo Identification of candidate genes for milk production traits by RNA sequencing on bovine liver at different lactation stages |
title | Identification of candidate genes for milk production traits by RNA sequencing on bovine liver at different lactation stages |
title_full | Identification of candidate genes for milk production traits by RNA sequencing on bovine liver at different lactation stages |
title_fullStr | Identification of candidate genes for milk production traits by RNA sequencing on bovine liver at different lactation stages |
title_full_unstemmed | Identification of candidate genes for milk production traits by RNA sequencing on bovine liver at different lactation stages |
title_short | Identification of candidate genes for milk production traits by RNA sequencing on bovine liver at different lactation stages |
title_sort | identification of candidate genes for milk production traits by rna sequencing on bovine liver at different lactation stages |
topic | Research Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7346489/ https://www.ncbi.nlm.nih.gov/pubmed/32646377 http://dx.doi.org/10.1186/s12863-020-00882-y |
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