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Blood transcriptome reveals immune and metabolic-related genes involved in growth of pasteurized colostrum-fed calves
The quality of colostrum is a key factor contributing to healthy calf growth, and pasteurization of colostrum can effectively reduce the counts of pathogenic microorganisms present in the colostrum. Physiological changes in calves fed with pasteurized colostrum have been well characterized, but litt...
Autores principales: | , , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9939824/ https://www.ncbi.nlm.nih.gov/pubmed/36814903 http://dx.doi.org/10.3389/fgene.2023.1075950 |
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author | Li, Chenglong Li, Shuzhen Yang, Chaoyun Ding, Yanling Zhang, Yanfeng Wang, Xiaowei Zhou, Xiaonan Su, Zonghua Ming, Wenxuan Zeng, Ling Ma, Yun Shi, Yuangang Kang, Xiaolong |
author_facet | Li, Chenglong Li, Shuzhen Yang, Chaoyun Ding, Yanling Zhang, Yanfeng Wang, Xiaowei Zhou, Xiaonan Su, Zonghua Ming, Wenxuan Zeng, Ling Ma, Yun Shi, Yuangang Kang, Xiaolong |
author_sort | Li, Chenglong |
collection | PubMed |
description | The quality of colostrum is a key factor contributing to healthy calf growth, and pasteurization of colostrum can effectively reduce the counts of pathogenic microorganisms present in the colostrum. Physiological changes in calves fed with pasteurized colostrum have been well characterized, but little is known about the underlying molecular mechanisms. In this study, key genes and functional pathways through which pasteurized colostrum affects calf growth were identified through whole blood RNA sequencing. Our results showed that calves in the pasteurized group (n = 16) had higher body height and daily weight gain than those in the unpasteurized group (n = 16) in all months tested. Importantly, significant differences in body height were observed at 3 and 4 months of age (p < 0.05), and in daily weight gain at 2, 3, and 6 months of age (p < 0.05) between the two groups. Based on whole blood transcriptome data from 6-months old calves, 630 differentially expressed genes (DEGs), of which 235 were upregulated and 395 downregulated, were identified in the pasteurized compared to the unpasteurized colostrum groups. Most of the DEGs have functions in the immune response (e.g., CCL3, CXCL3, and IL1A) and metabolism (e.g., PTX3 and EXTL1). Protein-protein interaction analyses of DEGs revealed three key subnetworks and fifteen core genes, including UBA52 and RPS28, that have roles in protein synthesis, oxidative phosphorylation, and inflammatory responses. Twelve co-expression modules were identified through weighted gene co-expression network analysis. Among them, 17 genes in the two modules that significantly associated with pasteurization were mainly involved in the tricarboxylic acid cycle, NF-kappa B signaling, and NOD-like receptor signaling pathways. Finally, DEGs that underwent alternative splicing in calves fed pasteurized colostrum have roles in the immune response (SLCO4A1, AKR1C4, and MED13L), indicative of potential roles in immune regulation. Results from multiple analytical methods used suggest that differences in calf growth between the pasteurized and unpasteurized groups may be due to differential immune activity. Our data provide new insights into the impact of pasteurization on calf immune and metabolic-related pathways through its effects on gene expression. |
format | Online Article Text |
id | pubmed-9939824 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-99398242023-02-21 Blood transcriptome reveals immune and metabolic-related genes involved in growth of pasteurized colostrum-fed calves Li, Chenglong Li, Shuzhen Yang, Chaoyun Ding, Yanling Zhang, Yanfeng Wang, Xiaowei Zhou, Xiaonan Su, Zonghua Ming, Wenxuan Zeng, Ling Ma, Yun Shi, Yuangang Kang, Xiaolong Front Genet Genetics The quality of colostrum is a key factor contributing to healthy calf growth, and pasteurization of colostrum can effectively reduce the counts of pathogenic microorganisms present in the colostrum. Physiological changes in calves fed with pasteurized colostrum have been well characterized, but little is known about the underlying molecular mechanisms. In this study, key genes and functional pathways through which pasteurized colostrum affects calf growth were identified through whole blood RNA sequencing. Our results showed that calves in the pasteurized group (n = 16) had higher body height and daily weight gain than those in the unpasteurized group (n = 16) in all months tested. Importantly, significant differences in body height were observed at 3 and 4 months of age (p < 0.05), and in daily weight gain at 2, 3, and 6 months of age (p < 0.05) between the two groups. Based on whole blood transcriptome data from 6-months old calves, 630 differentially expressed genes (DEGs), of which 235 were upregulated and 395 downregulated, were identified in the pasteurized compared to the unpasteurized colostrum groups. Most of the DEGs have functions in the immune response (e.g., CCL3, CXCL3, and IL1A) and metabolism (e.g., PTX3 and EXTL1). Protein-protein interaction analyses of DEGs revealed three key subnetworks and fifteen core genes, including UBA52 and RPS28, that have roles in protein synthesis, oxidative phosphorylation, and inflammatory responses. Twelve co-expression modules were identified through weighted gene co-expression network analysis. Among them, 17 genes in the two modules that significantly associated with pasteurization were mainly involved in the tricarboxylic acid cycle, NF-kappa B signaling, and NOD-like receptor signaling pathways. Finally, DEGs that underwent alternative splicing in calves fed pasteurized colostrum have roles in the immune response (SLCO4A1, AKR1C4, and MED13L), indicative of potential roles in immune regulation. Results from multiple analytical methods used suggest that differences in calf growth between the pasteurized and unpasteurized groups may be due to differential immune activity. Our data provide new insights into the impact of pasteurization on calf immune and metabolic-related pathways through its effects on gene expression. Frontiers Media S.A. 2023-02-06 /pmc/articles/PMC9939824/ /pubmed/36814903 http://dx.doi.org/10.3389/fgene.2023.1075950 Text en Copyright © 2023 Li, Li, Yang, Ding, Zhang, Wang, Zhou, Su, Ming, Zeng, Ma, Shi and Kang. https://creativecommons.org/licenses/by/4.0/This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms. |
spellingShingle | Genetics Li, Chenglong Li, Shuzhen Yang, Chaoyun Ding, Yanling Zhang, Yanfeng Wang, Xiaowei Zhou, Xiaonan Su, Zonghua Ming, Wenxuan Zeng, Ling Ma, Yun Shi, Yuangang Kang, Xiaolong Blood transcriptome reveals immune and metabolic-related genes involved in growth of pasteurized colostrum-fed calves |
title | Blood transcriptome reveals immune and metabolic-related genes involved in growth of pasteurized colostrum-fed calves |
title_full | Blood transcriptome reveals immune and metabolic-related genes involved in growth of pasteurized colostrum-fed calves |
title_fullStr | Blood transcriptome reveals immune and metabolic-related genes involved in growth of pasteurized colostrum-fed calves |
title_full_unstemmed | Blood transcriptome reveals immune and metabolic-related genes involved in growth of pasteurized colostrum-fed calves |
title_short | Blood transcriptome reveals immune and metabolic-related genes involved in growth of pasteurized colostrum-fed calves |
title_sort | blood transcriptome reveals immune and metabolic-related genes involved in growth of pasteurized colostrum-fed calves |
topic | Genetics |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9939824/ https://www.ncbi.nlm.nih.gov/pubmed/36814903 http://dx.doi.org/10.3389/fgene.2023.1075950 |
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