School of Physics, Huazhong University of Science and Technology, Wuhan, Hubei, People's Republic of China.
Proteins. 2020 Aug;88(8):1055-1069. doi: 10.1002/prot.25874. Epub 2020 Feb 7.
Protein-protein docking plays an important role in the computational prediction of the complex structure between two proteins. For years, a variety of docking algorithms have been developed, as witnessed by the critical assessment of prediction interactions (CAPRI) experiments. However, despite their successes, many docking algorithms often require a series of manual operations like modeling structures from sequences, incorporating biological information, and selecting final models. The difficulties in these manual steps have significantly limited the applications of protein-protein docking, as most of the users in the community are nonexperts in docking. Therefore, automated docking like a web server, which can give a comparable performance to human docking protocol, is pressingly needed. As such, we have participated in the blind CAPRI experiments for Rounds 38-45 and CASP13-CAPRI challenge for Round 46 with both our HDOCK automated docking web server and human docking protocol. It was shown that our HDOCK server achieved an "acceptable" or higher CAPRI-rated model in the top 10 submitted predictions for 65.5% and 59.1% of the targets in the docking experiments of CAPRI and CASP13-CAPRI, respectively, which are comparable to 66.7% and 54.5% for human docking protocol. Similar trends can also be observed in the scoring experiments. These results validated our HDOCK server as an efficient automated docking protocol for nonexpert users. Challenges and opportunities of automated docking are also discussed.
蛋白质-蛋白质对接在预测两个蛋白质之间的复合物结构的计算中起着重要作用。多年来,已经开发了各种对接算法,这可以从预测相互作用的关键评估 (CAPRI) 实验中得到证明。然而,尽管取得了成功,但许多对接算法通常需要一系列手动操作,例如从序列建模结构、结合生物信息和选择最终模型。这些手动步骤的困难极大地限制了蛋白质-蛋白质对接的应用,因为社区中的大多数用户都不是对接方面的专家。因此,需要像 Web 服务器一样的自动化对接,它可以提供与人工对接协议相当的性能。为此,我们使用 HDOCK 自动化对接 Web 服务器和人工对接协议参加了第 38-45 轮 CAPRI 实验和第 46 轮 CASP13-CAPRI 挑战赛。结果表明,在 CAPRI 和 CASP13-CAPRI 对接实验中,我们的 HDOCK 服务器在提交的前 10 个预测中,分别有 65.5%和 59.1%的目标达到了 CAPRI 评级的“可接受”或更高模型,这与人工对接协议的 66.7%和 54.5%相当。在评分实验中也可以观察到类似的趋势。这些结果验证了我们的 HDOCK 服务器作为非专业用户的高效自动化对接协议。还讨论了自动化对接的挑战和机遇。