Comparative analysis of the whole transcriptome landscapes of muscle and adipose tissue in Qinchuan beef cattle

Abstract Background Muscle and adipose tissue are the most critical indicators of beef quality, and their development and function are regulated by noncoding RNAs (ncRNAs). However, the differential regulatory mechanisms of ncRNAs in muscle and adipose tissue remain unclear. Results In this study, 2...

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Main Authors: Ju Qiu, Zheng Ma, Zhipeng Hong, Xu Yin, Yun Chen, Hafiz Qadeer Ahmed, Linsen Zan, Anning Li
Format: Article
Language:English
Published: BMC 2025-01-01
Series:BMC Genomics
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Online Access:https://doi.org/10.1186/s12864-025-11223-7
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author Ju Qiu
Zheng Ma
Zhipeng Hong
Xu Yin
Yun Chen
Hafiz Qadeer Ahmed
Linsen Zan
Anning Li
author_facet Ju Qiu
Zheng Ma
Zhipeng Hong
Xu Yin
Yun Chen
Hafiz Qadeer Ahmed
Linsen Zan
Anning Li
author_sort Ju Qiu
collection DOAJ
description Abstract Background Muscle and adipose tissue are the most critical indicators of beef quality, and their development and function are regulated by noncoding RNAs (ncRNAs). However, the differential regulatory mechanisms of ncRNAs in muscle and adipose tissue remain unclear. Results In this study, 2,343 differentially expressed mRNAs (DEMs), 235 differentially expressed lncRNAs (DELs), 95 differentially expressed circRNAs (DECs) and 54 differentially expressed miRNAs (DEmiRs) were identified in longissimus dorsi muscle (LD), subcutaneous fat (SF) and perirenal fat (VF) in Qinchuan beef cattle. The results of functional enrichment analysis showed that DEMs, DELs, DECs and DEmiRs were enriched in biological processes related to development and function of muscle and fat deposition, including skeletal muscle contraction, muscle organ development, PPAR signaling pathway, fatty acid metabolism and MAPK signaling pathway. Based on the competing endogenous RNA (ceRNA) regulatory mechanism, we constructed a lncRNA/circRNA-miRNA-mRNA network consisting of 6 circRNAs, 5 lncRNAs, 6 miRNAs and 27 mRNAs. Among them, 55 ceRNA axes were involved, including circRNA12990 - bta-miR-133a_L-1R + 1 - MYO6/ZEB2, circRNA2893/MSTRG.28538.1/MSTRG.11613.4 - pma-miR-145-5p_R + 2 - EYA4 and MSTRG.26982.1 - bta-let-7e_R + 1 - RBM40. Conclusions This study identified a group of differentially expressed mRNAs, lncRNAs, circRNAs and miRNAs between muscle and adipose tissue and constructed a potential ceRNA regulatory network, which may serve as a foundation for studying the differential regulatory roles of ncRNAs in the development and function of muscle and adipose tissue.
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spelling doaj-art-fc5247f97cdf4a42a18974917dd36bd82025-01-19T12:11:28ZengBMCBMC Genomics1471-21642025-01-0126111510.1186/s12864-025-11223-7Comparative analysis of the whole transcriptome landscapes of muscle and adipose tissue in Qinchuan beef cattleJu Qiu0Zheng Ma1Zhipeng Hong2Xu Yin3Yun Chen4Hafiz Qadeer Ahmed5Linsen Zan6Anning Li7College of Animal Science and Technology, Northwest A&F UniversityCollege of Animal Science and Technology, Northwest A&F UniversityCollege of Animal Science and Technology, Northwest A&F UniversityCollege of Animal Science and Technology, Northwest A&F UniversityCollege of Animal Science and Technology, Northwest A&F UniversityCollege of Animal Science and Technology, Northwest A&F UniversityCollege of Animal Science and Technology, Northwest A&F UniversityCollege of Animal Science and Technology, Northwest A&F UniversityAbstract Background Muscle and adipose tissue are the most critical indicators of beef quality, and their development and function are regulated by noncoding RNAs (ncRNAs). However, the differential regulatory mechanisms of ncRNAs in muscle and adipose tissue remain unclear. Results In this study, 2,343 differentially expressed mRNAs (DEMs), 235 differentially expressed lncRNAs (DELs), 95 differentially expressed circRNAs (DECs) and 54 differentially expressed miRNAs (DEmiRs) were identified in longissimus dorsi muscle (LD), subcutaneous fat (SF) and perirenal fat (VF) in Qinchuan beef cattle. The results of functional enrichment analysis showed that DEMs, DELs, DECs and DEmiRs were enriched in biological processes related to development and function of muscle and fat deposition, including skeletal muscle contraction, muscle organ development, PPAR signaling pathway, fatty acid metabolism and MAPK signaling pathway. Based on the competing endogenous RNA (ceRNA) regulatory mechanism, we constructed a lncRNA/circRNA-miRNA-mRNA network consisting of 6 circRNAs, 5 lncRNAs, 6 miRNAs and 27 mRNAs. Among them, 55 ceRNA axes were involved, including circRNA12990 - bta-miR-133a_L-1R + 1 - MYO6/ZEB2, circRNA2893/MSTRG.28538.1/MSTRG.11613.4 - pma-miR-145-5p_R + 2 - EYA4 and MSTRG.26982.1 - bta-let-7e_R + 1 - RBM40. Conclusions This study identified a group of differentially expressed mRNAs, lncRNAs, circRNAs and miRNAs between muscle and adipose tissue and constructed a potential ceRNA regulatory network, which may serve as a foundation for studying the differential regulatory roles of ncRNAs in the development and function of muscle and adipose tissue.https://doi.org/10.1186/s12864-025-11223-7Qinchuan beef cattleMuscleAdiposeRNA-seqceRNA
spellingShingle Ju Qiu
Zheng Ma
Zhipeng Hong
Xu Yin
Yun Chen
Hafiz Qadeer Ahmed
Linsen Zan
Anning Li
Comparative analysis of the whole transcriptome landscapes of muscle and adipose tissue in Qinchuan beef cattle
BMC Genomics
Qinchuan beef cattle
Muscle
Adipose
RNA-seq
ceRNA
title Comparative analysis of the whole transcriptome landscapes of muscle and adipose tissue in Qinchuan beef cattle
title_full Comparative analysis of the whole transcriptome landscapes of muscle and adipose tissue in Qinchuan beef cattle
title_fullStr Comparative analysis of the whole transcriptome landscapes of muscle and adipose tissue in Qinchuan beef cattle
title_full_unstemmed Comparative analysis of the whole transcriptome landscapes of muscle and adipose tissue in Qinchuan beef cattle
title_short Comparative analysis of the whole transcriptome landscapes of muscle and adipose tissue in Qinchuan beef cattle
title_sort comparative analysis of the whole transcriptome landscapes of muscle and adipose tissue in qinchuan beef cattle
topic Qinchuan beef cattle
Muscle
Adipose
RNA-seq
ceRNA
url https://doi.org/10.1186/s12864-025-11223-7
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