Xie Juan, Pan Gaoxiang, Li Yibo, Lai Luhua
Center for Quantitative Biology, Academy for Advanced Interdisciplinary Studies, Peking University, Beijing 100871, China.
BNLMS, College of Chemistry and Molecular Engineering, Peking University, Beijing 100871, China.
J Chem Phys. 2023 Mar 14;158(10):105102. doi: 10.1063/5.0138279.
Allostery is an important regulatory mechanism of protein functions. Among allosteric proteins, certain protein structure types are more observed. However, how allosteric regulation depends on protein topology remains elusive. In this study, we extracted protein topology graphs at the fold level and found that known allosteric proteins mainly contain multiple domains or subunits and allosteric sites reside more often between two or more domains of the same fold type. Only a small fraction of fold-fold combinations are observed in allosteric proteins, and homo-fold-fold combinations dominate. These analyses imply that the locations of allosteric sites including cryptic ones depend on protein topology. We further developed TopoAlloSite, a novel method that uses the kernel support vector machine to predict the location of allosteric sites on the overall protein topology based on the subgraph-matching kernel. TopoAlloSite successfully predicted known cryptic allosteric sites in several allosteric proteins like phosphopantothenoylcysteine synthetase, spermidine synthase, and sirtuin 6, demonstrating its power in identifying cryptic allosteric sites without performing long molecular dynamics simulations or large-scale experimental screening. Our study demonstrates that protein topology largely determines how its function can be allosterically regulated, which can be used to find new druggable targets and locate potential binding sites for rational allosteric drug design.
别构效应是蛋白质功能的一种重要调节机制。在别构蛋白中,某些蛋白质结构类型更为常见。然而,别构调节如何依赖于蛋白质拓扑结构仍不清楚。在本研究中,我们在折叠水平上提取了蛋白质拓扑图,发现已知的别构蛋白主要包含多个结构域或亚基,且别构位点更常位于同一折叠类型的两个或多个结构域之间。在别构蛋白中仅观察到一小部分折叠-折叠组合,且同型折叠-折叠组合占主导。这些分析表明,包括隐秘别构位点在内的别构位点的位置取决于蛋白质拓扑结构。我们进一步开发了TopoAlloSite,这是一种基于子图匹配核,使用核支持向量机在整体蛋白质拓扑结构上预测别构位点位置的新方法。TopoAlloSite成功预测了几种别构蛋白(如磷酸泛酰巯基乙胺半胱氨酸合成酶、亚精胺合成酶和沉默调节蛋白6)中已知的隐秘别构位点,证明了其在无需进行长时间分子动力学模拟或大规模实验筛选的情况下识别隐秘别构位点的能力。我们的研究表明,蛋白质拓扑结构在很大程度上决定了其功能如何进行别构调节,这可用于寻找新的可成药靶点,并定位合理的别构药物设计的潜在结合位点。