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A Method For Discriminating Native Protein-DNA Complexes From Decoys Using Spatial Specific Scoring Matrices

机译:使用空间特异性评分矩阵将天然蛋白质-DNA复合物区分诱饵的方法

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Decoding protein-DNA interactions is important to understanding gene regulation and has been investigated by worldwide scientists for a long time. However, many aspects of the interactions still need to be uncovered. The crystal structures of protein-DNA complexes reveal detailed atomic interactions between the proteins and DNA and are an excellent resource for investigating the interactions. In this study, we profiled the spatial distribution of protein atoms around six structural components of the DNA, which are the four bases, the deoxyribose sugar and the phosphate group. The resultant profiles not only revealed the preferred atomic interactions across the protein-DNA interface but also captured the spatial orientation of the interactions. The profiles are a useful tool for investigating protein-DNA interactions. We tested the strength of profiles in two experiments, discrimination of native protein-DNA complexes from decoys with mutant DNA and discrimination of native protein-DNA complexes from nearnative docking decoys. The profiles achieved an average Z-score of 7.41 and 3.22 respective on benchmark datasets for the tests, both are better than other knowledge-based energy functions that model protein-DNA interaction based on atom pairs.
机译:解码蛋白质-DNA相互作用对于了解基因调控对于理解基因规则很重要,并且已经长期以全球科学家调查。然而,仍然需要发现相互作用的许多方面。蛋白质-DNA复合物的晶体结构揭示了蛋白质和DNA之间的详细原子相互作用,是用于研究相互作用的优异资源。在这项研究中,我们在DNA的六个结构组分中分析了蛋白质原子的空间分布,这是四个碱基,脱氧糖和磷酸盐基团。所得型材不仅揭示了蛋白质DNA界面上的优选原子相互作用,而且捕获了相互作用的空间取向。该谱是研究蛋白质DNA相互作用的有用工具。我们在两个实验中测试了型材的强度,从突变DNA的诱饵中辨别诱饵和来自近的对接诱饵的天然蛋白质-DNA复合物的辨别。该配置文件在基准数据集中实现了7.41和3.22的平均Z分数,这两者都比基于原子对的蛋白质-DNA相互作用的其他基于知识的能量功能更好。

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