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转录组数据的网络分析揭示了人类胚胎干细胞中mRNA、lncRNA和miRNA的分子特征及其相互作用。

Network analysis of transcriptomic data uncovers molecular signatures and the interplay of mRNAs, lncRNAs, and miRNAs in human embryonic stem cells.

作者信息

Ghosh Arindam, Som Anup

机构信息

Centre of Bioinformatics, Institute of Interdisciplinary Studies, University of Allahabad, Prayagraj, 211002, India; Institute of Biomedicine, University of Eastern Finland, FI-70210, Kuopio, Finland.

Centre of Bioinformatics, Institute of Interdisciplinary Studies, University of Allahabad, Prayagraj, 211002, India.

出版信息

Differentiation. 2024 Jan-Feb;135:100738. doi: 10.1016/j.diff.2023.11.001. Epub 2023 Nov 14.

Abstract

Growing evidence has shown that besides the protein coding genes, the non-coding elements of the genome are indispensable for maintaining the property of self-renewal in human embryonic stem cells and in cell fate determination. However, the regulatory mechanisms and the landscape of interactions between the coding and non-coding elements is poorly understood. In this work, we used weighted gene co-expression network analysis (WGCNA) on transcriptomic data retrieved from RNA-seq and small RNA-seq experiments and reconstructed the core human pluripotency network (called PluriMLMiNet) consisting of 375 mRNA, 57 lncRNA and 207 miRNAs. Furthermore, we derived networks specific to the naïve and primed states of human pluripotency (called NaiveMLMiNet and PrimedMLMiNet respectively) that revealed a set of molecular markers (RPS6KA1, ZYG11A, ZNF695, ZNF273, and NLRP2 for naive state, and RAB34, TMEM178B, PTPRZ1, USP44, KIF1A and LRRN1 for primed state) which can be used to distinguish the pluripotent state from the non-pluripotent state and also to identify the intra-pluripotency states (i.e., naïve and primed state). The lncRNA DANT1 was found to be a crucial as it formed a bridge between the naive and primed state-specific networks. Analysis of the genes neighbouring DANT1 suggested its possible role as a competing endogenous RNA (ceRNA) for the induction and maintenance of human pluripotency. This was computationally validated by predicting the missing DANT1-miRNA interactions to complete the ceRNA circuit. Here we first report that DANT1 might harbour binding sites for miRNAs hsa-miR-30c-2-3p, hsa-miR-210-3p and hsa-let-7b-5p which may influence pluripotency.

摘要

越来越多的证据表明,除了蛋白质编码基因外,基因组中的非编码元件对于维持人类胚胎干细胞的自我更新特性以及细胞命运决定也不可或缺。然而,编码元件与非编码元件之间的调控机制及其相互作用的全貌仍知之甚少。在这项研究中,我们对从RNA测序和小RNA测序实验中获取的转录组数据进行了加权基因共表达网络分析(WGCNA),并重建了由375个mRNA、57个长链非编码RNA(lncRNA)和207个微小RNA(miRNA)组成的核心人类多能性网络(称为PluriMLMiNet)。此外,我们还推导了人类多能性原始态和激发态特有的网络(分别称为NaiveMLMiNet和PrimedMLMiNet),这些网络揭示了一组分子标记(原始态的RPS6KA1、ZYG11A、ZNF695、ZNF273和NLRP2,激发态的RAB34、TMEM178B、PTPRZ1、USP44、KIF1A和LRRN1),它们可用于区分多能状态与非多能状态,还能识别多能性内部状态(即原始态和激发态)。发现lncRNA DANT1至关重要,因为它在原始态和激发态特异性网络之间架起了一座桥梁。对DANT1邻近基因的分析表明,它可能作为竞争性内源RNA(ceRNA)在人类多能性的诱导和维持中发挥作用。通过预测缺失的DANT1 - miRNA相互作用以完成ceRNA回路,这在计算上得到了验证。在此我们首次报道,DANT1可能含有miRNA hsa - miR - 30c - 2 - 3p、hsa - miR - 210 - 3p和hsa - let - 7b - 5p的结合位点,这可能会影响多能性。

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