Cargando…
Transcriptome analysis of the Bactrian camel (Camelus bactrianus) reveals candidate genes affecting milk production traits
BACKGROUND: Milk production traits are complex traits with vital economic importance in the camel industry. However, the genetic mechanisms regulating milk production traits in camels remain poorly understood. Therefore, we aimed to identify candidate genes and metabolic pathways that affect milk pr...
Autores principales: | , , , , , , , , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2023
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10621195/ https://www.ncbi.nlm.nih.gov/pubmed/37919661 http://dx.doi.org/10.1186/s12864-023-09703-9 |
_version_ | 1785130364799287296 |
---|---|
author | Yao, Huaibing Dou, Zhihua Zhao, Zhongkai Liang, Xiaorui Yue, Haitao Ma, Wanpeng Su, Zhanqiang Wang, Yuzhuo Hao, Zelin Yan, Hui Wu, Zhuangyuan Wang, Liang Chen, Gangliang Yang, Jie |
author_facet | Yao, Huaibing Dou, Zhihua Zhao, Zhongkai Liang, Xiaorui Yue, Haitao Ma, Wanpeng Su, Zhanqiang Wang, Yuzhuo Hao, Zelin Yan, Hui Wu, Zhuangyuan Wang, Liang Chen, Gangliang Yang, Jie |
author_sort | Yao, Huaibing |
collection | PubMed |
description | BACKGROUND: Milk production traits are complex traits with vital economic importance in the camel industry. However, the genetic mechanisms regulating milk production traits in camels remain poorly understood. Therefore, we aimed to identify candidate genes and metabolic pathways that affect milk production traits in Bactrian camels. METHODS: We classified camels (fourth parity) as low- or high-yield, examined pregnant camels using B-mode ultrasonography, observed the microscopic changes in the mammary gland using hematoxylin and eosin (HE) staining, and used RNA sequencing to identify differentially expressed genes (DEGs) and pathways. RESULTS: The average standard milk yield over the 300 days during parity was recorded as 470.18 ± 9.75 and 978.34 ± 3.80 kg in low- and high-performance camels, respectively. Nine female Junggar Bactrian camels were subjected to transcriptome sequencing, and 609 and 393 DEGs were identified in the low-yield vs. high-yield (WDL vs. WGH) and pregnancy versus colostrum period (RSQ vs. CRQ) comparison groups, respectively. The DEGs were compared with genes associated with milk production traits in the Animal Quantitative Trait Loci database and in Alashan Bactrian camels, and 65 and 46 overlapping candidate genes were obtained, respectively. Functional enrichment and protein–protein interaction network analyses of the DEGs and candidate genes were conducted. After comparing our results with those of other livestock studies, we identified 16 signaling pathways and 27 core candidate genes associated with maternal parturition, estrogen regulation, initiation of lactation, and milk production traits. The pathways suggest that emerged milk production involves the regulation of multiple complex metabolic and cellular developmental processes in camels. Finally, the RNA sequencing results were validated using quantitative real-time PCR; the 15 selected genes exhibited consistent expression changes. CONCLUSIONS: This study identified DEGs and metabolic pathways affecting maternal parturition and milk production traits. The results provides a theoretical foundation for further research on the molecular mechanism of genes related to milk production traits in camels. Furthermore, these findings will help improve breeding strategies to achieve the desired milk yield in camels. GRAPHICAL ABSTRACT: [Image: see text] SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12864-023-09703-9. |
format | Online Article Text |
id | pubmed-10621195 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-106211952023-11-03 Transcriptome analysis of the Bactrian camel (Camelus bactrianus) reveals candidate genes affecting milk production traits Yao, Huaibing Dou, Zhihua Zhao, Zhongkai Liang, Xiaorui Yue, Haitao Ma, Wanpeng Su, Zhanqiang Wang, Yuzhuo Hao, Zelin Yan, Hui Wu, Zhuangyuan Wang, Liang Chen, Gangliang Yang, Jie BMC Genomics Research BACKGROUND: Milk production traits are complex traits with vital economic importance in the camel industry. However, the genetic mechanisms regulating milk production traits in camels remain poorly understood. Therefore, we aimed to identify candidate genes and metabolic pathways that affect milk production traits in Bactrian camels. METHODS: We classified camels (fourth parity) as low- or high-yield, examined pregnant camels using B-mode ultrasonography, observed the microscopic changes in the mammary gland using hematoxylin and eosin (HE) staining, and used RNA sequencing to identify differentially expressed genes (DEGs) and pathways. RESULTS: The average standard milk yield over the 300 days during parity was recorded as 470.18 ± 9.75 and 978.34 ± 3.80 kg in low- and high-performance camels, respectively. Nine female Junggar Bactrian camels were subjected to transcriptome sequencing, and 609 and 393 DEGs were identified in the low-yield vs. high-yield (WDL vs. WGH) and pregnancy versus colostrum period (RSQ vs. CRQ) comparison groups, respectively. The DEGs were compared with genes associated with milk production traits in the Animal Quantitative Trait Loci database and in Alashan Bactrian camels, and 65 and 46 overlapping candidate genes were obtained, respectively. Functional enrichment and protein–protein interaction network analyses of the DEGs and candidate genes were conducted. After comparing our results with those of other livestock studies, we identified 16 signaling pathways and 27 core candidate genes associated with maternal parturition, estrogen regulation, initiation of lactation, and milk production traits. The pathways suggest that emerged milk production involves the regulation of multiple complex metabolic and cellular developmental processes in camels. Finally, the RNA sequencing results were validated using quantitative real-time PCR; the 15 selected genes exhibited consistent expression changes. CONCLUSIONS: This study identified DEGs and metabolic pathways affecting maternal parturition and milk production traits. The results provides a theoretical foundation for further research on the molecular mechanism of genes related to milk production traits in camels. Furthermore, these findings will help improve breeding strategies to achieve the desired milk yield in camels. GRAPHICAL ABSTRACT: [Image: see text] SUPPLEMENTARY INFORMATION: The online version contains supplementary material available at 10.1186/s12864-023-09703-9. BioMed Central 2023-11-02 /pmc/articles/PMC10621195/ /pubmed/37919661 http://dx.doi.org/10.1186/s12864-023-09703-9 Text en © The Author(s) 2023 https://creativecommons.org/licenses/by/4.0/Open Access This 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/ (https://creativecommons.org/licenses/by/4.0/) . The Creative Commons Public Domain Dedication waiver (http://creativecommons.org/publicdomain/zero/1.0/ (https://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 Yao, Huaibing Dou, Zhihua Zhao, Zhongkai Liang, Xiaorui Yue, Haitao Ma, Wanpeng Su, Zhanqiang Wang, Yuzhuo Hao, Zelin Yan, Hui Wu, Zhuangyuan Wang, Liang Chen, Gangliang Yang, Jie Transcriptome analysis of the Bactrian camel (Camelus bactrianus) reveals candidate genes affecting milk production traits |
title | Transcriptome analysis of the Bactrian camel (Camelus bactrianus) reveals candidate genes affecting milk production traits |
title_full | Transcriptome analysis of the Bactrian camel (Camelus bactrianus) reveals candidate genes affecting milk production traits |
title_fullStr | Transcriptome analysis of the Bactrian camel (Camelus bactrianus) reveals candidate genes affecting milk production traits |
title_full_unstemmed | Transcriptome analysis of the Bactrian camel (Camelus bactrianus) reveals candidate genes affecting milk production traits |
title_short | Transcriptome analysis of the Bactrian camel (Camelus bactrianus) reveals candidate genes affecting milk production traits |
title_sort | transcriptome analysis of the bactrian camel (camelus bactrianus) reveals candidate genes affecting milk production traits |
topic | Research |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10621195/ https://www.ncbi.nlm.nih.gov/pubmed/37919661 http://dx.doi.org/10.1186/s12864-023-09703-9 |
work_keys_str_mv | AT yaohuaibing transcriptomeanalysisofthebactriancamelcamelusbactrianusrevealscandidategenesaffectingmilkproductiontraits AT douzhihua transcriptomeanalysisofthebactriancamelcamelusbactrianusrevealscandidategenesaffectingmilkproductiontraits AT zhaozhongkai transcriptomeanalysisofthebactriancamelcamelusbactrianusrevealscandidategenesaffectingmilkproductiontraits AT liangxiaorui transcriptomeanalysisofthebactriancamelcamelusbactrianusrevealscandidategenesaffectingmilkproductiontraits AT yuehaitao transcriptomeanalysisofthebactriancamelcamelusbactrianusrevealscandidategenesaffectingmilkproductiontraits AT mawanpeng transcriptomeanalysisofthebactriancamelcamelusbactrianusrevealscandidategenesaffectingmilkproductiontraits AT suzhanqiang transcriptomeanalysisofthebactriancamelcamelusbactrianusrevealscandidategenesaffectingmilkproductiontraits AT wangyuzhuo transcriptomeanalysisofthebactriancamelcamelusbactrianusrevealscandidategenesaffectingmilkproductiontraits AT haozelin transcriptomeanalysisofthebactriancamelcamelusbactrianusrevealscandidategenesaffectingmilkproductiontraits AT yanhui transcriptomeanalysisofthebactriancamelcamelusbactrianusrevealscandidategenesaffectingmilkproductiontraits AT wuzhuangyuan transcriptomeanalysisofthebactriancamelcamelusbactrianusrevealscandidategenesaffectingmilkproductiontraits AT wangliang transcriptomeanalysisofthebactriancamelcamelusbactrianusrevealscandidategenesaffectingmilkproductiontraits AT chengangliang transcriptomeanalysisofthebactriancamelcamelusbactrianusrevealscandidategenesaffectingmilkproductiontraits AT yangjie transcriptomeanalysisofthebactriancamelcamelusbactrianusrevealscandidategenesaffectingmilkproductiontraits |