School of Software, Dalian University of Technology, Dalian 116023, People's Republic of China.
J Comput Chem. 2013 Jan 5;34(1):67-75. doi: 10.1002/jcc.23108. Epub 2012 Sep 7.
The accurate prediction of protein-ligand binding is of great importance for rational drug design. We present herein a novel docking algorithm called as FIPSDock, which implements a variant of the Fully Informed Particle Swarm (FIPS) optimization method and adopts the newly developed energy function of AutoDock 4.20 suite for solving flexible protein-ligand docking problems. The search ability and docking accuracy of FIPSDock were first evaluated by multiple cognate docking experiments. In a benchmarking test for 77 protein/ligand complex structures derived from GOLD benchmark set, FIPSDock has obtained a successful predicting rate of 93.5% and outperformed a few docking programs including particle swarm optimization (PSO)@AutoDock, SODOCK, AutoDock, DOCK, Glide, GOLD, FlexX, Surflex, and MolDock. More importantly, FIPSDock was evaluated against PSO@AutoDock, SODOCK, and AutoDock 4.20 suite by cross-docking experiments of 74 protein-ligand complexes among eight protein targets (CDK2, ESR1, F2, MAPK14, MMP8, MMP13, PDE4B, and PDE5A) derived from Sutherland-crossdock-set. Remarkably, FIPSDock is superior to PSO@AutoDock, SODOCK, and AutoDock in seven out of eight cross-docking experiments. The results reveal that FIPS algorithm might be more suitable than the conventional genetic algorithm-based algorithms in dealing with highly flexible docking problems.
蛋白质-配体结合的准确预测对于合理的药物设计非常重要。我们在此提出了一种新的对接算法,称为 FIPSDock,它实现了完全信息粒子群(FIPS)优化方法的变体,并采用了 AutoDock 4.20 套件中开发的新能量函数来解决柔性蛋白质-配体对接问题。FIPSDock 的搜索能力和对接准确性首先通过多个同源对接实验进行了评估。在针对来自 GOLD 基准集的 77 个蛋白质/配体复合物结构的基准测试中,FIPSDock 成功预测率达到 93.5%,优于包括粒子群优化(PSO)@AutoDock、SODOCK、AutoDock、DOCK、Glide、GOLD、FlexX、Surflex 和 MolDock 在内的几个对接程序。更重要的是,通过对来自 Sutherland-crossdock-set 的 8 个蛋白质靶标(CDK2、ESR1、F2、MAPK14、MMP8、MMP13、PDE4B 和 PDE5A)的 74 个蛋白质-配体复合物的交叉对接实验,将 FIPSDock 与 PSO@AutoDock、SODOCK 和 AutoDock 4.20 套件进行了评估。值得注意的是,FIPSDock 在八项交叉对接实验中的七项中优于 PSO@AutoDock、SODOCK 和 AutoDock。结果表明,FIPS 算法在处理高度灵活的对接问题时可能比传统的基于遗传算法的算法更合适。