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Putative protein interaction analysis for human embryonic stem cell derived cardiomyocytes

机译:人类胚胎干细胞来源的心肌细胞的推定蛋白质相互作用分析

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Human embryonic stem cell derived cardiomyocytes (hESC-CMs) are well recognized as one of the most important topics in the biological and medical communities. However, related bioinformatics work on hESC-CMs has seldom reported because there are very scarce public hESC-CM expression data and very few samples. Moreover, traditional analysis based on protein protein interactions (PPIs), which are widely adopted in other kinds of species or organs, are used in very few studies as auxiliary tools to reveal partial topological characteristics. However, to our best knowledge, comprehensive investigation of interaction analysis for different hESC-CMs studies have never been reported. In view of these problems, we developed three different measures to conduct the putative protein interaction analysis of a number of hESC-CM studies with two different sets of PPI data. Results of our work gain deeper insight into related gene regulatory mechanisms and biological processes. Significant hESC-CMs with larger Fold Change (FC) values are found to have a larger probability to appear in PPI data. More interactions are observed in gene pairs with larger FC values than those with smaller ones. Significant hESC-CMs with larger FC values do not necessarily have a larger probability to be the hub ones in interaction networks.
机译:人类胚胎干细胞衍生的心肌细胞(hESC-CM)被公认为是生物学和医学界最重要的主题之一。但是,很少有关于hESC-CMs的相关生物信息学研究的报道,因为公开的hESC-CM表达数据非常稀少,并且样品很少。此外,在其他种类的物种或器官中广泛采用的基于蛋白质蛋白质相互作用(PPI)的传统分析在很少的研究中用作揭示局部拓扑特征的辅助工具。然而,就我们所知,尚未进行针对不同hESC-CMs研究的相互作用分析的全面调查。鉴于这些问题,我们开发了三种不同的方法,以使用两组不同的PPI数据对许多hESC-CM研究进行推定的蛋白质相互作用分析。我们的工作结果使人们对相关的基因调控机制和生物学过程有了更深入的了解。发现具有较大倍数变化(FC)值的重要hESC-CM更有可能出现在PPI数据中。在具有较大FC值的基因对中观察到比具有较小FC值的基因对更多的相互作用。具有较大FC值的重要hESC-CM不一定有较大的可能性成为交互网络中的集线器。

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