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Candidate Genes and Gene Networks Change with Age in Japanese Black Cattle by Blood Transcriptome Analysis
Age is an important physiological factor that affects the metabolism and immune function of beef cattle. While there have been many studies using the blood transcriptome to study the effects of age on gene expression, few have been reported on beef cattle. To this end, we used the blood transcriptom...
Autores principales: | , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
MDPI
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9956108/ https://www.ncbi.nlm.nih.gov/pubmed/36833431 http://dx.doi.org/10.3390/genes14020504 |
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author | Chang, Chencheng Yang, Yanda Zhou, Le Baiyin, Batu Liu, Zaixia Guo, Lili Ma, Fengying Wang, Jie Chai, Yuan Shi, Caixia Zhang, Wenguang |
author_facet | Chang, Chencheng Yang, Yanda Zhou, Le Baiyin, Batu Liu, Zaixia Guo, Lili Ma, Fengying Wang, Jie Chai, Yuan Shi, Caixia Zhang, Wenguang |
author_sort | Chang, Chencheng |
collection | PubMed |
description | Age is an important physiological factor that affects the metabolism and immune function of beef cattle. While there have been many studies using the blood transcriptome to study the effects of age on gene expression, few have been reported on beef cattle. To this end, we used the blood transcriptomes of Japanese black cattle at different ages as the study subjects and screened 1055, 345, and 1058 differential expressed genes (DEGs) in the calf vs. adult, adult vs. old, and calf vs. old comparison groups, respectively. The weighted co-expression network consisted of 1731 genes. Finally, blue, brown, and yellow age-specific modules were obtained, in which genes were enriched in signaling pathways related to growth and development and immune metabolic dysfunction, respectively. Protein-protein interaction (PPI) analysis showed gene interactions in each specific module, and 20 of the highest connectivity genes were chosen as potential hub genes. Finally, we identified 495, 244, and 1007 genes by exon-wide selection signature (EWSS) analysis of different comparison groups. Combining the results of hub genes, we found that VWF, PARVB, PRKCA, and TGFB1I1 could be used as candidate genes for growth and development stages of beef cattle. CORO2B and SDK1 could be used as candidate marker genes associated with aging. In conclusion, by comparing the blood transcriptome of calves, adult cattle, and old cattle, the candidate genes related to immunity and metabolism affected by age were identified, and the gene co-expression network of different age stages was constructed. It provides a data basis for exploring the growth, development, and aging of beef cattle. |
format | Online Article Text |
id | pubmed-9956108 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-99561082023-02-25 Candidate Genes and Gene Networks Change with Age in Japanese Black Cattle by Blood Transcriptome Analysis Chang, Chencheng Yang, Yanda Zhou, Le Baiyin, Batu Liu, Zaixia Guo, Lili Ma, Fengying Wang, Jie Chai, Yuan Shi, Caixia Zhang, Wenguang Genes (Basel) Article Age is an important physiological factor that affects the metabolism and immune function of beef cattle. While there have been many studies using the blood transcriptome to study the effects of age on gene expression, few have been reported on beef cattle. To this end, we used the blood transcriptomes of Japanese black cattle at different ages as the study subjects and screened 1055, 345, and 1058 differential expressed genes (DEGs) in the calf vs. adult, adult vs. old, and calf vs. old comparison groups, respectively. The weighted co-expression network consisted of 1731 genes. Finally, blue, brown, and yellow age-specific modules were obtained, in which genes were enriched in signaling pathways related to growth and development and immune metabolic dysfunction, respectively. Protein-protein interaction (PPI) analysis showed gene interactions in each specific module, and 20 of the highest connectivity genes were chosen as potential hub genes. Finally, we identified 495, 244, and 1007 genes by exon-wide selection signature (EWSS) analysis of different comparison groups. Combining the results of hub genes, we found that VWF, PARVB, PRKCA, and TGFB1I1 could be used as candidate genes for growth and development stages of beef cattle. CORO2B and SDK1 could be used as candidate marker genes associated with aging. In conclusion, by comparing the blood transcriptome of calves, adult cattle, and old cattle, the candidate genes related to immunity and metabolism affected by age were identified, and the gene co-expression network of different age stages was constructed. It provides a data basis for exploring the growth, development, and aging of beef cattle. MDPI 2023-02-16 /pmc/articles/PMC9956108/ /pubmed/36833431 http://dx.doi.org/10.3390/genes14020504 Text en © 2023 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Chang, Chencheng Yang, Yanda Zhou, Le Baiyin, Batu Liu, Zaixia Guo, Lili Ma, Fengying Wang, Jie Chai, Yuan Shi, Caixia Zhang, Wenguang Candidate Genes and Gene Networks Change with Age in Japanese Black Cattle by Blood Transcriptome Analysis |
title | Candidate Genes and Gene Networks Change with Age in Japanese Black Cattle by Blood Transcriptome Analysis |
title_full | Candidate Genes and Gene Networks Change with Age in Japanese Black Cattle by Blood Transcriptome Analysis |
title_fullStr | Candidate Genes and Gene Networks Change with Age in Japanese Black Cattle by Blood Transcriptome Analysis |
title_full_unstemmed | Candidate Genes and Gene Networks Change with Age in Japanese Black Cattle by Blood Transcriptome Analysis |
title_short | Candidate Genes and Gene Networks Change with Age in Japanese Black Cattle by Blood Transcriptome Analysis |
title_sort | candidate genes and gene networks change with age in japanese black cattle by blood transcriptome analysis |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9956108/ https://www.ncbi.nlm.nih.gov/pubmed/36833431 http://dx.doi.org/10.3390/genes14020504 |
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