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Topological Sequence Segments Discriminate Between Class C GPCR Subtypes

机译:拓扑序列段区分C类GPCR亚型之间

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G protein-coupled receptors are eukaryotic cell membrane proteins with a key role as extracellular signal transmitters. While GPCRs embrace a wide and heterogeneous super-family of proteins, our interest in this study is in its Class C, of great relevance to pharmacology. The scarcity of knowledge about their full 3-D crystal structure makes the use of their primary amino acid sequences important for analysis. In this paper, we systematically analyze whether segments of the receptor sequences are able to discriminate between the different class C GPCR subtypes according to their topological location on the extracellular, transmembrane or intracellular domain. For this, we build on previous research that showed that the use of the extracellular N-terminus domain on its own for this classification task did only entail a minor decrease in subtype discrimination when compared to the complete sequence. We use Support Vector Machine-based classification models to assess the subtype discriminating power of the topological segments.
机译:G蛋白偶联的受体是真核细胞膜蛋白,具有关键作用作为细胞外信号发射器。虽然GPCRS拥抱广泛而异的蛋白质,但我们对本研究的兴趣是其C类,与药理学有关。关于其全3-D晶体结构的知识的稀缺性使得它们的主要氨基酸序列对于分析很重要。在本文中,我们系统地分析了受体序列的区段能够根据细胞外,跨膜或细胞内结构域的拓扑位置区分不同类C GPCR亚型。为此,我们建立了先前的研究,表明与完整序列相比,亚型N-Terminus域对其本身的使用仅需要亚型歧视的微小降低。我们使用支持向量机基础的分类模型来评估拓扑段的差异差异。

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