基于单细胞水平PCOS患者颗粒细胞的生物信息学分析OACSTPCD
Bioinformatics analysis of granulosa cells in PCOS patients based on single-cell sequencing data
目的 探究多囊卵巢综合征(PCOS)患者颗粒细胞中差异表达基因(DEGs)对其发病机制的影响.方法 收集2022年6-10月在海南医学院第一附属医院生殖医学中心接受卵胞浆内单精子注射(ICSI)助孕的PCOS不孕症患者为研究对象,并以同期卵巢功能正常患者为对照组,每组各5例.收集取卵后废弃的卵泡液并提取颗粒细胞进行单细胞RNA测序(sc RNA-seq),采用生物信息学软件Single R包预测细胞类型,采用Ggplot2包绘制颗粒细胞DEGs的火山图,并进行GO功能富集和KEGG通路分析.然后,应用String在线数据库(http://string-db.org)构建DEGs的蛋白-蛋白互作(PPI)网络图;运用Cytoscape(3.9.1)软件中MCODE和CytoNCA插件进行可视化分析,应用GEO数据库对DEGs进行验证.结果 单细胞RNA-seq结果显示,与对照组相比,PCOS组筛选出9 017个特有的DEGs,其中49个基因显著上调、25个基因显著下调.GO富集分析结果显示,在生物过程(BP)方面主要在细胞质翻译、伤口愈合富集;在细胞组分(CC)方面主要在粘着斑、胞质核糖体富集;在分子功能(MF)方面主要在核糖体的结构成分和钙粘着蛋白绑定富集.KEGG通路分析结果显示,DEGs主要富集在冠状病毒病COVID-19、核糖体、卵巢类固醇生成等信号通路.结论 本研究揭示了 PCOS不孕女性的颗粒细胞可能受类固醇生成、代谢、炎症、氧化应激的影响,为PCOS发病机制以及临床相关治疗策略制定提供了思路.
Objective:To investigate the effect of differentially expressed genes(DEGs)in granulosa cells on the pathogenesis of PCOS. Methods:PCOS infertility patients who underwent ICSI for pregnancy assistance at Department of Reproductive Medicine,First Affiliated Hospital of Hainan Medical College from June to October 2022 were recruited as study group(n=5),and patients with normal ovarian function during the same period were used as control group(n=5).The discarded follicular fluid after oocyte retrieval was collected and granulosa cells were extracted for single-cell RNA sequencing(sc RNA-seq).The bioinformatics software Single R package was used to predict the cell type,the volcano map of granulosa cell DEGs was developed by Ggplot2 package,and GO functional enrichment and KEGG pathway analysis were performed.Then,String online database(http://string-db.org)was applied to construct protein-protein interaction(PPI)network maps of DEGs,MCODE and CytoNCA plug-ins in Cytoscape(3.9.1)software were used for visual analysis of the DEGs,and GEO database was applied to validation of DEGs. Results:Single-cell RNA-seq results showed that 9 017 unique DEGs were screened in the PCOS group when compared with the control group,of which 49 genes were significantly up-regulated and 25 genes were significantly down-regulated.GO enrichment analysis showed that differentially differentiated genes were mainly enriched in cytoplasmic translation and wound healing in terms of bioprocess(BP),adherence plaques and cytoplasmic ribosomes regarding cellular components(CC),and structural components of ribosomes and calcium adhesion protein binding in terms of molecular function(MF).KEGG pathway analysis showed that the differential genes were mainly enriched in signaling pathways such as coronavirus disease(COVID-19),ribosomes,ovarian steroidogenesis and so on. Conclusions:This study reveals that granulosa cells in infertile women with PCOS may be affected by steroidogenesis,metabolism,inflammation,and oxidative stress,providing ideas for the pathogenesis of PCOS and the development of clinically relevant therapeutic strategies.
苏丹丹;谢宝国
海南医学院生殖健康及相关疾病研究与转化教育部重点实验室,海南医学院第一附属医院海南省人类生殖与遗传重点实验室||海南医学院第一附属医院生殖医学科||海南医学院第一附属医院海南省地方病(地中海贫血)临床医学研究中心,国家国际科技合作基地"中缅中-缅区域性重大疾病防治联合研究中心"||海南医学院第一附属医院海口市人类遗传资源保藏重点实验室,海口 570100
临床医学
多囊卵巢综合征单细胞RNA测序类固醇代谢
PCOSSingle-cell RNA sequencingSteroid metabolism
《生殖医学杂志》 2024 (007)
925-933 / 9
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