首页|荷斯坦牛肌肉组织中与妊娠末期、泌乳期及繁殖力相关的基因共表达网络构建

荷斯坦牛肌肉组织中与妊娠末期、泌乳期及繁殖力相关的基因共表达网络构建

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[目的]筛选荷斯坦牛肌肉组织中与妊娠末期、泌乳期及繁殖力相关的关键目标基因,为进一步开展基因功能研究提供理论依据。[方法]选择GEO数据库中有关荷斯坦牛在妊娠末期、泌乳早期和泌乳中期肌肉基因表达及生育能力的数据集GSE62159,采用加权基因共表达网络分析(Weighted gene co-expression network analysis,WGCNA)方法进行基因共表达分析,将获得的模块与妊娠末期、泌乳中期及繁殖力性状相关联,选择各模块中连接度处于前 30 的基因作为枢纽基因(Hub基因),使用String网站对模块进行蛋白互作(Protein-protein interaction,PPI)网络分析,选择PPI网络中节点连接度值排名前 30 的基因作为核心基因,与Hub基因交集得到在肌肉中与不同生理时期及繁殖力相关的关键目标基因。[结果]研究共分析得到 13 个模块,其中Green、Blue两个模块分别与妊娠末期、泌乳中期相关,Magenta模块与繁殖力相关。对各目标模块内基因进行功能富集分析,富集结果显示肌肉组织中与妊娠末期相关的基因功能主要有物质代谢、能量代谢、蛋白质合成与分泌、机体对氧化应激的反应及神经退行性变等;与泌乳中期相关的基因功能有干细胞群维持、蛋白质合成与分泌、抗原加工与呈递及多种疾病发生等;与繁殖力相关的基因功能有血管形成、子宫内胚胎发育与肌动蛋白丝结合等。筛选到荷斯坦牛肌肉中与妊娠末期相关的关键基因有 3 个、与泌乳中期相关的关键基因有 1 个、与繁殖力相关的关键基因有 8 个。[结论]鉴定到荷斯坦牛肌肉组织中与妊娠末期相关的基因为EIF5A、ACO2 和EEF1G,与泌乳中期相关的基因为EIF4A2,与繁殖力相关的基因为ITGB1、MYH9、TLN1、CAV1、COL4A1、COL4A2、FLNA和HSPG2。
Construction of Co-expressed Gene Network Associated with Late Pregnancy,Lactation Period and Fecundity Traits in Holstein Cattle Muscle Tissue
[Objective]The key target genes related to late pregnancy,lactation and fecundity in muscle tissue of Holstein cattle were screened,with a view to providing a theoretical basis for further study of gene function.[Method]The dataset GSE62159 from the GEO database on gene expression and fecundity in the muscle of Holstein cattles during late pregnancy,early lactation,and mid lactation were selected.The weighted gene co-expression network analysis(WGCNA)method was used for gene co-expression analysis,and the obtained modules were associated with late pregnancy,mid lactation and fecundity traits.The genes with connectivity in the top 30 of each module were selected as the Hub genes.The module was analyzed by protein-protein interaction(PPI)network with String website.The gene with the top 30 node connection degree value in PPI network was selected as the core gene,and intersected with Hub gene to obtain the key target genes related to different physiological periods and fecundity in the muscle.[Result]A total of 13 modules were obtained,of which the Green and Blue modules were related to late pregnancy and mid-lactation periods respectively,and the Magenta module was related to fecundity.The functional enrichment analysis of genes in each target module showed that the main functions of genes related to the late pregnancy were substance metabolism,energy metabolism,protein synthesis and secretion,body response to oxidative stress and neurodegeneration;the functions of genes related to mid-lactation included maintenance of stem cell population,protein synthesis and secretion,antigen processing and presentation and occurrence of many diseases;while those related to fecundity included angiogenesis,intrauterine embryonic development and actin filament binding,etc.Three key genes related to late pregnancy,one key gene related to mid-lactation and eight key genes related to fecundity were screened in the muscle of Holstein cattle.[Conclusion]The genes related to and late pregnancy in the muscle of Holstein cattle were identified as EIF5A,ACO2 and EEF1G,and the gene related to mid-lactation as EIF4A2,and the genes related to fecundity as ITGB1,MYH9,TLN1,CAV1,COL4A1,COL4A2,FLNA and HSPG2.

Holstein cattlemusclegene expressionlactation periodfecundityweighted gene co-expression network analysis(WGCNA)

唐雪颖、张志飞、童雄、陈卫东、闵力、巨向红、李大刚

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广东海洋大学滨海农业学院,广东 湛江 524000

广东省农业科学院动物科学研究所,广东 广州 510641

岭南现代农业科学与技术广东省实验室河源分中心,广东 河源 517000

荷斯坦牛 肌肉组织 基因表达 泌乳期 繁殖力 加权基因共表达网络分析(WGCNA)

岭南现代农业科学与技术广东省实验室河源分中心项目广东省现代农业产业技术体系创新团队项目广州市农村科技特派员项目广东省现代畜牧业示范推广(畜牧业新技术示范推广)项目

DT202200212023KJ11420212100032

2024

广东农业科学
广东省农业科学院 华南农业大学

广东农业科学

CSTPCD
影响因子:0.556
ISSN:1004-874X
年,卷(期):2024.51(2)
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