Department of Bioengineering and Therapeutic Sciences, and California Institute for Quantitative Biosciences (QB3), University of California at San Francisco, CA 94158, USA.
J Struct Biol. 2011 Mar;173(3):461-71. doi: 10.1016/j.jsb.2010.09.023. Epub 2010 Oct 12.
While many structures of single protein components are becoming available, structural characterization of their complexes remains challenging. Methods for modeling assembly structures from individual components frequently suffer from large errors, due to protein flexibility and inaccurate scoring functions. However, when additional information is available, it may be possible to reduce the errors and compute near-native complex structures. One such type of information is a small angle X-ray scattering (SAXS) profile that can be collected in a high-throughput fashion from a small amount of sample in solution. Here, we present an efficient method for protein-protein docking with a SAXS profile (FoXSDock): generation of complex models by rigid global docking with PatchDock, filtering of the models based on the SAXS profile, clustering of the models, and refining the interface by flexible docking with FireDock. FoXSDock is benchmarked on 124 protein complexes with simulated SAXS profiles, as well as on 6 complexes with experimentally determined SAXS profiles. When induced fit is less than 1.5Å interface C(α) RMSD and the fraction residues of missing from the component structures is less than 3%, FoXSDock can find a model close to the native structure within the top 10 predictions in 77% of the cases; in comparison, docking alone succeeds in only 34% of the cases. Thus, the integrative approach significantly improves on molecular docking alone. The improvement arises from an increased resolution of rigid docking sampling and more accurate scoring.
虽然许多单一蛋白质成分的结构已经可以获得,但它们复合物的结构特征仍然具有挑战性。由于蛋白质的灵活性和不准确的评分函数,从单个组件建模组装结构的方法经常会出现较大的误差。然而,当有额外的信息可用时,可能会减少错误并计算接近天然的复合物结构。一种这样的信息是小角度 X 射线散射(SAXS)谱,可以从溶液中的少量样品中以高通量的方式收集。在这里,我们提出了一种利用 SAXS 谱进行蛋白质-蛋白质对接的有效方法(FoXSDock):通过 PatchDock 进行刚性全局对接生成复合物模型,根据 SAXS 谱对模型进行过滤,对模型进行聚类,并用 FireDock 对界面进行柔性对接。FoXSDock 在 124 个具有模拟 SAXS 谱的蛋白质复合物以及 6 个具有实验确定的 SAXS 谱的复合物上进行了基准测试。当诱导契合小于 1.5Å 界面 C(α)均方根偏差且组件结构中缺失的残基数小于 3%时,FoXSDock 可以在 77%的情况下在前 10 个预测中找到接近天然结构的模型;相比之下,仅对接的成功率仅为 34%。因此,综合方法显著优于单独的分子对接。这种改进源于刚性对接采样分辨率的提高和更准确的评分。