Metabolic Regulations by lncRNA, miRNA, and ceRNA Under Grass-Fed and Grain-Fed Regimens in Angus Beef Cattle

Beef cattle raised under grass-fed and grain-fed have many differences, including metabolic efficiency and meat quality. To investigate these two regimens' intrinsic influence on beef cattle, we used high-throughput sequencing and metabolomics analyses to explore differentially expressed genes...

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Main Authors: Cunling Jia, Ying Bai, Jianan Liu, Wentao Cai, Lei Liu, Yanghua He, Jiuzhou Song
Format: Article
Language:English
Published: Frontiers Media S.A. 2021-03-01
Series:Frontiers in Genetics
Subjects:
Online Access:https://www.frontiersin.org/articles/10.3389/fgene.2021.579393/full
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author Cunling Jia
Cunling Jia
Ying Bai
Jianan Liu
Wentao Cai
Lei Liu
Lei Liu
Yanghua He
Jiuzhou Song
author_facet Cunling Jia
Cunling Jia
Ying Bai
Jianan Liu
Wentao Cai
Lei Liu
Lei Liu
Yanghua He
Jiuzhou Song
author_sort Cunling Jia
collection DOAJ
description Beef cattle raised under grass-fed and grain-fed have many differences, including metabolic efficiency and meat quality. To investigate these two regimens' intrinsic influence on beef cattle, we used high-throughput sequencing and metabolomics analyses to explore differentially expressed genes (DEGs) and metabolimic networks in the liver. A total of 200 DEGs, 76 differentially expressed miRNAs (DEmiRNAs), and two differentially expressed lncRNAs (DElncRNAs) were detected between regimen groups. Metabolic processes and pathways enriched functional genes including target genes of miRNAs and lncRNAs. We found that many genes were involved in energy, retinol and cholesterol metabolism, and bile acid synthesis. Combined with metabolites such as low glucose concentration, high cholesterol concentration, and increased primary bile acid concentration, these genes were mainly responsible for lowering intramuscular fat, low cholesterol, and yellow meat in grass-fed cattle. Additionally, we identified two lncRNAs and eight DEGs as potential competing endogenous RNAs (ceRNAs) to bind miRNAs by the interaction network analysis. These results revealed that the effects of two feeding regimens on beef cattle were mainly induced by gene expression changes in metabolic pathways mediated via lncRNAs, miRNAs, and ceRNAs, and contents of metabolites in the liver. It may provide a clue on feeding regimens inducing the metabolic regulations.
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spelling doaj.art-e8f0947aa1ac42399c5e0efb9478a54b2022-12-21T21:56:12ZengFrontiers Media S.A.Frontiers in Genetics1664-80212021-03-011210.3389/fgene.2021.579393579393Metabolic Regulations by lncRNA, miRNA, and ceRNA Under Grass-Fed and Grain-Fed Regimens in Angus Beef CattleCunling Jia0Cunling Jia1Ying Bai2Jianan Liu3Wentao Cai4Lei Liu5Lei Liu6Yanghua He7Jiuzhou Song8College of Animal Science and Technology, Northwest A&F University, Yangling, ChinaDepartment of Animal & Avian Science, University of Maryland, College Park, MD, United StatesDepartment of Animal & Avian Science, University of Maryland, College Park, MD, United StatesDepartment of Animal & Avian Science, University of Maryland, College Park, MD, United StatesDepartment of Animal & Avian Science, University of Maryland, College Park, MD, United StatesDepartment of Animal & Avian Science, University of Maryland, College Park, MD, United StatesResearch Centre for Animal Genome, Agricultural Genome Institute at Shenzhen, Chinese Academy of Agricultural Science, Shenzhen, ChinaDepartment of Human Nutrition, Food and Animal Sciences, College of Tropical Agriculture and Human Resources, University of Hawaii, Manoa, HI, United StatesDepartment of Animal & Avian Science, University of Maryland, College Park, MD, United StatesBeef cattle raised under grass-fed and grain-fed have many differences, including metabolic efficiency and meat quality. To investigate these two regimens' intrinsic influence on beef cattle, we used high-throughput sequencing and metabolomics analyses to explore differentially expressed genes (DEGs) and metabolimic networks in the liver. A total of 200 DEGs, 76 differentially expressed miRNAs (DEmiRNAs), and two differentially expressed lncRNAs (DElncRNAs) were detected between regimen groups. Metabolic processes and pathways enriched functional genes including target genes of miRNAs and lncRNAs. We found that many genes were involved in energy, retinol and cholesterol metabolism, and bile acid synthesis. Combined with metabolites such as low glucose concentration, high cholesterol concentration, and increased primary bile acid concentration, these genes were mainly responsible for lowering intramuscular fat, low cholesterol, and yellow meat in grass-fed cattle. Additionally, we identified two lncRNAs and eight DEGs as potential competing endogenous RNAs (ceRNAs) to bind miRNAs by the interaction network analysis. These results revealed that the effects of two feeding regimens on beef cattle were mainly induced by gene expression changes in metabolic pathways mediated via lncRNAs, miRNAs, and ceRNAs, and contents of metabolites in the liver. It may provide a clue on feeding regimens inducing the metabolic regulations.https://www.frontiersin.org/articles/10.3389/fgene.2021.579393/fulllncRNAsmiRNAsceRNAsbeef cattlefeeding regimensmetabolic regulations
spellingShingle Cunling Jia
Cunling Jia
Ying Bai
Jianan Liu
Wentao Cai
Lei Liu
Lei Liu
Yanghua He
Jiuzhou Song
Metabolic Regulations by lncRNA, miRNA, and ceRNA Under Grass-Fed and Grain-Fed Regimens in Angus Beef Cattle
Frontiers in Genetics
lncRNAs
miRNAs
ceRNAs
beef cattle
feeding regimens
metabolic regulations
title Metabolic Regulations by lncRNA, miRNA, and ceRNA Under Grass-Fed and Grain-Fed Regimens in Angus Beef Cattle
title_full Metabolic Regulations by lncRNA, miRNA, and ceRNA Under Grass-Fed and Grain-Fed Regimens in Angus Beef Cattle
title_fullStr Metabolic Regulations by lncRNA, miRNA, and ceRNA Under Grass-Fed and Grain-Fed Regimens in Angus Beef Cattle
title_full_unstemmed Metabolic Regulations by lncRNA, miRNA, and ceRNA Under Grass-Fed and Grain-Fed Regimens in Angus Beef Cattle
title_short Metabolic Regulations by lncRNA, miRNA, and ceRNA Under Grass-Fed and Grain-Fed Regimens in Angus Beef Cattle
title_sort metabolic regulations by lncrna mirna and cerna under grass fed and grain fed regimens in angus beef cattle
topic lncRNAs
miRNAs
ceRNAs
beef cattle
feeding regimens
metabolic regulations
url https://www.frontiersin.org/articles/10.3389/fgene.2021.579393/full
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