Re-Exploring the Ability of Common Docking Programs to Correctly Reproduce the Binding Modes of Non-Covalent Inhibitors of SARS-CoV-2 Protease Mpro

被引:23
作者
Bassani, Davide [1 ]
Pavan, Matteo [1 ]
Bolcato, Giovanni [1 ]
Sturlese, Mattia [1 ]
Moro, Stefano [1 ]
机构
[1] Univ Padua, Dept Pharmaceut & Pharmacol Sci, Mol Modeling Sect MMS, I-35131 Padua, Italy
关键词
molecular docking; molecular dynamics; SARS-CoV-2; main protease; M-pro; docking benchmark; IDENTIFICATION; PERFORMANCE; VALIDATION; DYNAMICS;
D O I
10.3390/ph15020180
中图分类号
R914 [药物化学];
学科分类号
100701 ;
摘要
In the latest few decades, molecular docking has imposed itself as one of the most used approaches for computational drug discovery. Several docking benchmarks have been published, comparing the performance of different algorithms in respect to a molecular target of interest, usually evaluating their ability in reproducing the experimental data, which, in most cases, comes from X-ray structures. In this study, we elucidated the variation of the performance of three docking algorithms, namely GOLD, Glide, and PLANTS, in replicating the coordinates of the crystallographic ligands of SARS-CoV-2 main protease (M-pro). Through the comparison of the data coming from docking experiments and the values derived from the calculation of the solvent exposure of the crystallographic ligands, we highlighted the importance of this last variable for docking performance. Indeed, we underlined how an increase in the percentage of the ligand surface exposed to the solvent in a crystallographic complex makes it harder for the docking algorithms to reproduce its conformation. We further validated our hypothesis through molecular dynamics simulations, showing that the less stable protein-ligand complexes (in terms of root-mean-square deviation and root-mean-square fluctuation) tend to be derived from the cases in which the solvent exposure of the ligand in the starting system is higher.
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页数:18
相关论文
共 38 条
[1]   The Protein Data Bank [J].
Berman, HM ;
Westbrook, J ;
Feng, Z ;
Gilliland, G ;
Bhat, TN ;
Weissig, H ;
Shindyalov, IN ;
Bourne, PE .
NUCLEIC ACIDS RESEARCH, 2000, 28 (01) :235-242
[2]   Assessing Molecular Docking Tools to Guide Targeted Drug Discovery of CD38 Inhibitors [J].
Boittier, Eric D. ;
Tang, Yat Yin ;
Buckley, McKenna E. ;
Schuurs, Zachariah P. ;
Richard, Derek J. ;
Gandhi, Neha S. .
INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2020, 21 (15) :1-19
[3]   A Computational Workflow for the Identification of Novel Fragments Acting as Inhibitors of the Activity of Protein Kinase CK1δ [J].
Bolcato, Giovanni ;
Cescon, Eleonora ;
Pavan, Matteo ;
Bissaro, Maicol ;
Bassani, Davide ;
Federico, Stephanie ;
Spalluto, Giampiero ;
Sturlese, Mattia ;
Moro, Stefano .
INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2021, 22 (18)
[4]   Comparing Fragment Binding PosesPrediction Using HSP90 as a Key Study: When Bound Water Makes the Difference [J].
Bolcato, Giovanni ;
Bissaro, Maicol ;
Sturlese, Mattia ;
Moro, Stefano .
MOLECULES, 2020, 25 (20)
[5]   Can We Still Trust Docking Results? An Extension of the Applicability of DockBench on PDBbind Database [J].
Bolcato, Giovanni ;
Cuzzolin, Alberto ;
Bissaro, Maicol ;
Moro, Stefano ;
Sturlese, Mattia .
INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2019, 20 (14)
[6]  
Case D., 2021, Amber 2021
[7]  
Case DA., 2008, AMBER 10 University of California
[8]  
Chemical Computing Group ULC, 2021, MOL OP ENV MOE
[9]   DockBench: An Integrated Informatic Platform Bridging the Gap between the Robust Validation of Docking Protocols and Virtual Screening Simulations [J].
Cuzzolin, Alberto ;
Sturlese, Mattia ;
Malvacio, Ivana ;
Ciancetta, Antonella ;
Moro, Stefano .
MOLECULES, 2015, 20 (06) :9977-9993
[10]   Identification of a dual acting SARS-CoV-2 proteases inhibitor through in silico design and step-by-step biological characterization [J].
Di Sarno, Veronica ;
Lauro, Gianluigi ;
Musella, Simona ;
Ciaglia, Tania ;
Vestuto, Vincenzo ;
Sala, Marina ;
Scala, Maria Carmina ;
Smaldone, Gerardina ;
Di Matteo, Francesca ;
Novi, Sara ;
Tecce, Mario Felice ;
Moltedo, Ornella ;
Bifulco, Giuseppe ;
Campiglia, Pietro ;
Gomez-Monterrey, Isabel M. ;
Snoeck, Robert ;
Andrei, Graciela ;
Ostacolo, Carmine ;
Bertamino, Alessia .
EUROPEAN JOURNAL OF MEDICINAL CHEMISTRY, 2021, 226