A method for discriminating native protein-DNA complexes from decoys using spatial specific scoring matrices

Wen Cheng, Changhui Yan
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Abstract

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 near-native 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.
一种利用空间特异性评分矩阵区分天然蛋白质- dna复合物和诱饵的方法
解码蛋白质- dna相互作用对于理解基因调控非常重要,并且已经被世界各地的科学家研究了很长时间。然而,交互的许多方面仍然需要揭示。蛋白质-DNA复合物的晶体结构揭示了蛋白质和DNA之间原子相互作用的细节,是研究相互作用的良好资源。在这项研究中,我们描绘了蛋白质原子在DNA的六个结构组分周围的空间分布,这四个碱基,脱氧核糖和磷酸基团。所得到的图谱不仅揭示了蛋白质- dna界面上的首选原子相互作用,而且还捕获了相互作用的空间方向。这些谱是研究蛋白质- dna相互作用的有用工具。我们在两个实验中测试了谱的强度,一个是对具有突变DNA的诱饵的天然蛋白质-DNA复合物的识别,另一个是对接近天然对接诱饵的天然蛋白质-DNA复合物的识别。在测试的基准数据集上,谱图的平均z分数分别为7.41和3.22,两者都优于其他基于原子对的基于知识的能量函数模型蛋白质- dna相互作用。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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