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Identification of miRNAs in control of aberrant gene transcription in human pluripotent stem cell-derived hepatocytes

机译:对人多能干细胞衍生肝细胞中异常基因转录中的miRNA鉴定

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Human pluripotent stem cells (hPSCs) have unique properties of proliferation and self-renewal, and can be differentiated into various functional cell types e.g. hepatocytes. However, despite large effort in development of efficient differentiation protocols, hPSC-derived hepatocytes still lack some important functionality that prevents their use in drug discovery and toxicity testing studies. Novel approaches are therefore needed to improve the differentiation protocols, and produce more functional hepatocytes, which better mimic their in vivo counterparts. MicroRNAs (miRNAs) are small molecules, which play key roles in regulation of cellular development and may therefore be powerful tools to direct the differentiation. This paper identifies comprehensive miRNA regulatory networks, which may control the impaired hepatic functionality observed in hPSC-derived hepatocytes. An efficient method to derive miRNA-mRNA regulatory network is presented. The identified miRNAs are likely involved in the regulation of the hampered functionality observed in the hPSC-derived hepatocytes. In total 20 hepatocyte-related genes with known miss-regulation in hPSC-derived hepatocytes were identified from literature [1-5]. These genes are responsible for various types of functionality in the hepatocytes. This list of genes was investigated and scanned for putative miRNA target sites. For each of the predicted miRNAs, a target prediction score was calculated and miRNA regulatory networks were generated consisting of miRNAs with a high prediction score or with multiple targets among the investigated genes. Results from this study propose miRNA networks, which likely are highly involved in the hampered functionality observed in hPSC-derived hepatocytes. The presented miRNA-mRNA networks will provide valuable information when selecting candidate miRNAs for future knockout- and overexpression studies.
机译:人多能干细胞(HPSC)具有不同的增殖和自我更新性,并且可以分化为各种功能细胞类型。肝细胞。然而,尽管发展有效的分化协议的大量努力,但HPSC衍生的肝细胞仍然缺乏一些重要的功能,防止其用于药物发现和毒性测试研究。因此需要新的方法来改善分化方案,并产生更多的功能性肝细胞,这更好地模仿其体内对应物。 MicroRNAS(miRNA)是小分子,其在调节细胞发展中起关键作用,因此可能是指导分化的强大工具。本文识别全面的miRNA监管网络,可控制HPSC衍生的肝细胞中观察到的肝功能受损。提出了衍生miRNA-mRNA调节网络的有效方法。所识别的miRNA可能参与调节在HPSC衍生的肝细胞中观察到的阻碍功能。在文献[1-5]中鉴定了总共20种具有已知的肝细胞错过调节的肝细胞相关基因[1-5]。这些基因对肝细胞中的各种类型的功能负责。研究了该基因列表并扫描推定的miRNA靶位点。对于每个预测的miRNA,计算目标预测得分,并将MiRNA调节网络由具有高预测得分的miRNA或研究的基因中的多个靶标。本研究提出了MiRNA网络的结果,该网络可能高度参与在HPSC衍生的肝细胞中观察到的阻碍功能。 The presented miRNA-mRNA networks will provide valuable information when selecting candidate miRNAs for future knockout- and overexpression studies.

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