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利用加权基因共表达网络分析(WGCNA)鉴定与宁乡猪背膘组织发育相关的关键模块和基因

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

作者信息

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

机构信息

Department of Pig Breeding, Key Laboratory of Conservation and Genetic Analysis of Indigenous Pigs, Hunan Institute of Animal and Veterinary Science, Changsha, China.

Hunan Liushahe Ecological Animal Husbandry Co, Ltd., Changsha, China.

出版信息

Front Genet. 2023 Aug 17;14:1234757. doi: 10.3389/fgene.2023.1234757. eCollection 2023.

Abstract

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 (, , , , , , , , , , , , and ) were recognized. and might perform function in the early developmental stage of backfat tissue (60 days), and , , , , , , and have unignorable position in backfat tissue around 120 days developmental stage. Besides, hub genes and 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.

摘要

脂肪沉积是猪的一个重要经济性状。宁乡猪是中国四大著名地方品种之一,其特点是脂肪含量高。背膘组织在不同发育时期的潜在基因表达模式尚不清楚,本研究的目的是探索宁乡猪背膘组织发育的潜在分子调控因子。最初从不同发育阶段(出生后60、120、180、240、300和360天)收集背膘组织(每个阶段三个样本),然后进行组织学分析和RNA测序(RNA-seq)。采用每百万转录本每千碱基片段数(FPKM)方法来定量基因表达,并鉴定差异表达基因(DEG)。此外,基于动态树切割算法,通过加权基因共表达网络分析(WGCNA)对模块中强共表达基因进行聚类,这些模块以颜色命名。随后进行基因本体论(GO)和京都基因与基因组百科全书(KEGG)富集分析,并在每个模块中描述枢纽基因。最后,采用QPCR分析验证RNA-seq数据。结果表明,随着背膘组织的发育,脂肪细胞面积增加而脂肪细胞数量减少。在五个比较组(120天vs.60天、180天vs.120天、240天vs.180天、300天vs.240天和360天vs.300天)中共鉴定出1024个DEG。绿松石色、红色、粉色、浅绿松石色、深橙色和深绿色模块与60、120、180、240、300和360天发育阶段的相关系数最高,而棕褐色、黑色和绿松石色模块分别与背膘厚度、脂肪细胞面积和脂肪细胞数量有很强的关系。识别出13个枢纽基因(……此处原文未完整列出基因名称)。……此处原文未完整列出基因名称)可能在背膘组织的早期发育阶段(60天)发挥作用,……此处原文未完整列出基因名称)在发育阶段120天左右的背膘组织中具有不可忽视的地位。此外,与背膘厚度和脂肪细胞面积显著相关的模块中的枢纽基因……此处原文未完整列出基因名称)可能参与背膘组织的发育过程。这些发现有助于理解背膘组织发育的综合机制,并促进宁乡猪遗传改良的进展。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/c71b/10469685/4aee9421bfca/fgene-14-1234757-g001.jpg

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