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Identification of crucial modules and genes associated with backfat tissue development by WGCNA in Ningxiang pigs

Fat deposition is an economically important trait in pigs. Ningxiang pig, one of the four famous indigenous breeds in China, is characterized by high fat content. The underlying gene expression pattern in different developmental periods of backfat tissue remains unclear, and the purpose of this inve...

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Autores principales: Chen, Chen, Ren, Huibo, Li, Huali, Deng, Yuan, Cui, Qingming, Zhu, Ji, Zhang, Siyang, Yu, Jine, Wang, Huiming, Yu, Xiaodan, Yang, Shiliu, Hu, Xionggui, Peng, Yinglin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10469685/
https://www.ncbi.nlm.nih.gov/pubmed/37662841
http://dx.doi.org/10.3389/fgene.2023.1234757
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author Chen, Chen
Ren, Huibo
Li, Huali
Deng, Yuan
Cui, Qingming
Zhu, Ji
Zhang, Siyang
Yu, Jine
Wang, Huiming
Yu, Xiaodan
Yang, Shiliu
Hu, Xionggui
Peng, Yinglin
author_facet Chen, Chen
Ren, Huibo
Li, Huali
Deng, Yuan
Cui, Qingming
Zhu, Ji
Zhang, Siyang
Yu, Jine
Wang, Huiming
Yu, Xiaodan
Yang, Shiliu
Hu, Xionggui
Peng, Yinglin
author_sort Chen, Chen
collection PubMed
description Fat deposition is an economically important trait in pigs. Ningxiang pig, one of the four famous indigenous breeds in China, is characterized by high fat content. The underlying gene expression pattern in different developmental periods of backfat tissue remains unclear, and the purpose of this investigation is to explore the potential molecular regulators of backfat tissue development in Ningxiang pigs. Backfat tissue (three samples for each stage) was initially collected from different developmental stages (60, 120, 180, 240, 300, and 360 days after birth), and histological analysis and RNA sequencing (RNA-seq) were then conducted. Fragments per kilobase of transcript per million (FPKM) method was used to qualify gene expressions, and differentially expressed genes (DEGs) were identified. Furthermore, strongly co-expressed genes in modules, which were named by color, were clustered by Weighted gene co-expression network analysis (WGCNA) based on dynamic tree cutting algorithm. Gene ontology (GO) and kyoto encyclopedia of genes and genomes (KEGG) enrichment were subsequently implemented, and hub genes were described in each module. Finally, QPCR analysis was employed to validate RNA-seq data. The results showed that adipocyte area increased and adipocyte number decreased with development of backfat tissue. A total of 1,024 DEGs were identified in five comparison groups (120 days vs. 60 days, 180 days vs. 120 days, 240 days vs. 180 days, 300 days vs. 240 days, and 360 days vs. 300 days). The turquoise, red, pink, paleturquoise, darkorange, and darkgreen module had the highest correlation coefficient with 60, 120, 180, 240, 300, and 360 days developmental stage, while the tan, black and turquoise module had strong relationship with backfat thickness, adipocyte area, and adipocyte number, respectively. Thirteen hub genes (ACSL1, ACOX1, FN1, DCN, CHST13, COL1A1, COL1A2, COL6A3, COL5A1, COL14A1, OAZ3, DNM1, and SELP) were recognized. ACSL1 and ACOX1 might perform function in the early developmental stage of backfat tissue (60 days), and FN1, DCN, COL1A1, COL1A2, COL5A1, COL6A3, and COL14A1 have unignorable position in backfat tissue around 120 days developmental stage. Besides, hub genes SELP and DNM1 in modules significantly associated with backfat thickness and adipocyte area might be involved in the process of backfat tissue development. These findings contribute to understand the integrated mechanism underlying backfat tissue development and promote the progress of genetic improvement in Ningxiang pigs.
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spelling pubmed-104696852023-09-01 Identification of crucial modules and genes associated with backfat tissue development by WGCNA in Ningxiang pigs Chen, Chen Ren, Huibo Li, Huali Deng, Yuan Cui, Qingming Zhu, Ji Zhang, Siyang Yu, Jine Wang, Huiming Yu, Xiaodan Yang, Shiliu Hu, Xionggui Peng, Yinglin Front Genet Genetics Fat deposition is an economically important trait in pigs. Ningxiang pig, one of the four famous indigenous breeds in China, is characterized by high fat content. The underlying gene expression pattern in different developmental periods of backfat tissue remains unclear, and the purpose of this investigation is to explore the potential molecular regulators of backfat tissue development in Ningxiang pigs. Backfat tissue (three samples for each stage) was initially collected from different developmental stages (60, 120, 180, 240, 300, and 360 days after birth), and histological analysis and RNA sequencing (RNA-seq) were then conducted. Fragments per kilobase of transcript per million (FPKM) method was used to qualify gene expressions, and differentially expressed genes (DEGs) were identified. Furthermore, strongly co-expressed genes in modules, which were named by color, were clustered by Weighted gene co-expression network analysis (WGCNA) based on dynamic tree cutting algorithm. Gene ontology (GO) and kyoto encyclopedia of genes and genomes (KEGG) enrichment were subsequently implemented, and hub genes were described in each module. Finally, QPCR analysis was employed to validate RNA-seq data. The results showed that adipocyte area increased and adipocyte number decreased with development of backfat tissue. A total of 1,024 DEGs were identified in five comparison groups (120 days vs. 60 days, 180 days vs. 120 days, 240 days vs. 180 days, 300 days vs. 240 days, and 360 days vs. 300 days). The turquoise, red, pink, paleturquoise, darkorange, and darkgreen module had the highest correlation coefficient with 60, 120, 180, 240, 300, and 360 days developmental stage, while the tan, black and turquoise module had strong relationship with backfat thickness, adipocyte area, and adipocyte number, respectively. Thirteen hub genes (ACSL1, ACOX1, FN1, DCN, CHST13, COL1A1, COL1A2, COL6A3, COL5A1, COL14A1, OAZ3, DNM1, and SELP) were recognized. ACSL1 and ACOX1 might perform function in the early developmental stage of backfat tissue (60 days), and FN1, DCN, COL1A1, COL1A2, COL5A1, COL6A3, and COL14A1 have unignorable position in backfat tissue around 120 days developmental stage. Besides, hub genes SELP and DNM1 in modules significantly associated with backfat thickness and adipocyte area might be involved in the process of backfat tissue development. These findings contribute to understand the integrated mechanism underlying backfat tissue development and promote the progress of genetic improvement in Ningxiang pigs. Frontiers Media S.A. 2023-08-17 /pmc/articles/PMC10469685/ /pubmed/37662841 http://dx.doi.org/10.3389/fgene.2023.1234757 Text en Copyright © 2023 Chen, Ren, Li, Deng, Cui, Zhu, Zhang, Yu, Wang, Yu, Yang, Hu and Peng. 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
Chen, Chen
Ren, Huibo
Li, Huali
Deng, Yuan
Cui, Qingming
Zhu, Ji
Zhang, Siyang
Yu, Jine
Wang, Huiming
Yu, Xiaodan
Yang, Shiliu
Hu, Xionggui
Peng, Yinglin
Identification of crucial modules and genes associated with backfat tissue development by WGCNA in Ningxiang pigs
title Identification of crucial modules and genes associated with backfat tissue development by WGCNA in Ningxiang pigs
title_full Identification of crucial modules and genes associated with backfat tissue development by WGCNA in Ningxiang pigs
title_fullStr Identification of crucial modules and genes associated with backfat tissue development by WGCNA in Ningxiang pigs
title_full_unstemmed Identification of crucial modules and genes associated with backfat tissue development by WGCNA in Ningxiang pigs
title_short Identification of crucial modules and genes associated with backfat tissue development by WGCNA in Ningxiang pigs
title_sort identification of crucial modules and genes associated with backfat tissue development by wgcna in ningxiang pigs
topic Genetics
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10469685/
https://www.ncbi.nlm.nih.gov/pubmed/37662841
http://dx.doi.org/10.3389/fgene.2023.1234757
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