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比较分析来自小鼠精原干细胞和间充质干细胞的单细胞 RNA 测序数据,以鉴定生殖细胞差异表达基因和转录调控因子。

Comparative analysis of single-cell RNA sequencing data from mouse spermatogonial and mesenchymal stem cells to identify differentially expressed genes and transcriptional regulators of germline cells.

机构信息

Faculty of Science, Department of Biology, Razi University, Kermanshah, Iran.

Faculty of Dentistry, Department of Endodontics, Kermanshah University of Medical Sciences, Kermanshah, Iran.

出版信息

J Cell Physiol. 2018 Jul;233(7):5231-5242. doi: 10.1002/jcp.26303. Epub 2018 Jan 23.

Abstract

Identifying effective internal factors for regulating germline commitment during development and for maintaining spermatogonial stem cells (SSCs) self-renewal is important to understand the molecular basis of spermatogenesis process, and to develop new protocols for the production of the germline cells from other cell sources. Therefore, this study was designed to investigate single-cell RNA-sequencing data for identification of differentially expressed genes (DEGs) in 12 mouse-derived single SSCs (mSSCs) in compare with 16 mouse-derived single mesenchymal stem cells. We also aimed to find transcriptional regulators of DEGs. Collectively, 1,584 up-regulated DEGs were identified that are associated with 32 biological processes. Moreover, investigation of the expression profiles of genes including in spermatogenesis process revealed that Dazl, Ddx4, Sall4, Fkbp6, Tex15, Tex19.1, Rnf17, Piwil2, Taf7l, Zbtb16, and Cadm1 are presented in the first 30 up-regulated DEGs. We also found 12 basal transcription factors (TFs) and three sequence-specific TFs that control the expression of DEGs. Our findings also indicated that MEIS1, SMC3, TAF1, KAT2A, STAT3, GTF3C2, SIN3A, BDP1, PHC1, and EGR1 are the main central regulators of DEGs in mSSCs. In addition, we collectively detected two significant protein complexes in the protein-protein interactions network for DEGs regulators. Finally, this study introduces the major upstream kinases for the main central regulators of DEGs and the components of core protein complexes. In conclusion, this study provides a molecular blueprint to uncover the molecular mechanisms behind the biology of SSCs and offers a list of candidate factors for cell type conversion approaches and production of germ cells.

摘要

鉴定在发育过程中调节生殖系细胞决定和维持精原干细胞(SSC)自我更新的有效内部因素对于理解精子发生过程的分子基础以及开发从其他细胞来源产生生殖细胞的新方案非常重要。因此,本研究旨在通过比较 12 个来自小鼠的单个 SSC(mSSC)和 16 个来自小鼠的单个间充质干细胞,鉴定单细胞 RNA 测序数据中差异表达基因(DEG)。我们还旨在寻找 DEG 的转录调节因子。共有 1584 个上调的 DEG 被鉴定为与 32 个生物学过程相关。此外,对包括精子发生过程在内的基因表达谱的研究表明,Dazl、Ddx4、Sall4、Fkbp6、Tex15、Tex19.1、Rnf17、Piwil2、Taf7l、Zbtb16 和 Cadm1 存在于前 30 个上调的 DEG 中。我们还发现了 12 个基础转录因子(TF)和三个序列特异性 TF,它们控制 DEG 的表达。我们的研究结果还表明,MEIS1、SMC3、TAF1、KAT2A、STAT3、GTF3C2、SIN3A、BDP1、PHC1 和 EGR1 是 mSSC 中 DEG 的主要中央调节因子。此外,我们在 DEG 调控因子的蛋白质-蛋白质相互作用网络中共同检测到两个重要的蛋白质复合物。最后,本研究介绍了 DEG 主要中央调节因子的主要上游激酶和核心蛋白复合物的组成部分。总之,本研究提供了一个分子蓝图,揭示了 SSC 生物学背后的分子机制,并为细胞类型转换方法和生殖细胞产生提供了候选因子列表。

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