特发性非阻塞性无精子症(NOA)精原干细胞DNA损伤基因的研究:基于scRNA-seq数据的生物信息学研究

IF 1.7 4区 生物学 Q4 CELL BIOLOGY
Yi Wang, Yiming Weng, Yanqiu Wang, Jun Xiang, Wei Le
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引用次数: 0

摘要

导读:DNA损伤可能会影响精原干细胞(ssc)的稳态,但其与男性不育的具体关系尚不清楚。因此,进一步研究精原干细胞DNA损伤和基因组稳定性的相关机制具有重要意义。方法:收集特发性非阻塞性无精子症(NOA)和正常睾丸的scRNA-seq数据集,并通过UMAP进一步注释睾丸细胞。在对测序数据进行注释的基础上,对差异表达基因进行WGCNA分析,并在Cytoscape中使用LASSO回归和MNC计算算法寻找与DNA损伤修复相关的基因。结果:发现ssc主要集中在正常样本中,亚簇通路的差异反映了NOA的异质性。同时明确了间质细胞与其他细胞相互作用的特点,发现了PTN信号通路在SSCs发育中的重要性,它通过SDC2参与SSCs的发育。结合单细胞分析中ssc的标记基因和DNA损伤相关基因,构建PPI网络。通过LASSO回归和Cytoscape中的MNC计算算法,最终确定ATRX、DOT1L和RUVBL2为关键诊断基因。结论:我们的研究结果揭示了睾丸微环境和DNA损伤在人类ssc调控中的可预测机制,并为男性不育提供了潜在的治疗靶点。因此,需要进一步的研究来证实预测的潜在机制、途径和治疗靶点。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Study on DNA damage gene in spermatogonial stem cells from idiopathic non-obstructive azoospermia(NOA) : an bioinformatics investigation based on scRNA-seq data.

Introduction: DNA damage may affect homeostasis on spermatogonial stem cells(SSCs), while the details relationship with male infertility still remains unclear. Therefore, it is important that further research into the mechanisms related to DNA damage and genomic stability on spermatogonial stem cells.

Methods: scRNA-seq datasets from Idiopathic non-obstructive azoospermia (NOA) and normal testes were collected and testicular cells were further annotated via UMAP. Based annotation on the sequencing data, WGCNA analysis on the deferentially expressed genes was conducted , LASSO regression and the MNC calculation algorithm in Cytoscape were carried out to find genes associated with DNA damage repair.

Results: It was found that SSCs were mainly concentrated in normal samples, and the differences in subcluster pathways reflected the heterogeneity of NOA. While the characteristics of the interaction between Leydig cells and other cells were clarified, and the importance of the PTN signaling pathway in SSCs development was discovered, which participates in SSCs development through SDC2. Combining the marker genes of SSCs and DNA damage-related genes in single-cell analysis, a PPI network was constructed. Through LASSO regression and the MNC calculation algorithm in Cytoscape, ATRX, DOT1L, and RUVBL2 were finally identified as key diagnostic genes.

Conclusion: Our results revealed predictable mechanisms of testicular micro-environment and DNA damage in the regulation of human SSCs and propose potential therapeutic targets for male infertility. Subsequently, further research to confirm the predicted potential mechanisms, pathways, and therapeutic targets should be conducted.

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来源期刊
Cytogenetic and Genome Research
Cytogenetic and Genome Research 生物-细胞生物学
CiteScore
3.10
自引率
5.90%
发文量
25
审稿时长
1 months
期刊介绍: During the last decades, ''Cytogenetic and Genome Research'' has been the leading forum for original reports and reviews in human and animal cytogenetics, including molecular, clinical and comparative cytogenetics. In recent years, most of its papers have centered on genome research, including gene cloning and sequencing, gene mapping, gene regulation and expression, cancer genetics, comparative genetics, gene linkage and related areas. The journal also publishes key papers on chromosome aberrations in somatic, meiotic and malignant cells. Its scope has expanded to include studies on invertebrate and plant cytogenetics and genomics. Also featured are the vast majority of the reports of the International Workshops on Human Chromosome Mapping, the reports of international human and animal chromosome nomenclature committees, and proceedings of the American and European cytogenetic conferences and other events. In addition to regular issues, the journal has been publishing since 2002 a series of topical issues on a broad variety of themes from cytogenetic and genome research.
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