Discovery of Small-Molecule Inhibitors of SARS-CoV-2 Proteins Using a Computational and Experimental Pipeline

被引:23
作者
Lau, Edmond Y. [1 ]
Negrete, Oscar A. [2 ]
Bennett, W. F. Drew [1 ]
Bennion, Brian J. [1 ]
Borucki, Monica [1 ]
Bourguet, Feliza [1 ]
Epstein, Aidan [3 ]
Franco, Magdalena [1 ]
Harmon, Brooke [4 ]
He, Stewart [3 ]
Jones, Derek [3 ]
Kim, Hyojin [5 ]
Kirshner, Daniel [1 ]
Lao, Victoria [1 ]
Lo, Jacky [1 ]
McLoughlin, Kevin [3 ]
Mosesso, Richard [4 ]
Murugesh, Deepa K. [1 ]
Saada, Edwin A. [4 ]
Segelke, Brent [1 ]
Stefan, Maxwell A. [4 ]
Stevenson, Garrett A. [6 ]
Torres, Marisa W. [3 ]
Weilhammer, Dina R. [1 ]
Wong, Sergio [1 ]
Yang, Yue [1 ]
Zemla, Adam [3 ]
Zhang, Xiaohua [1 ]
Zhu, Fangqiang [1 ]
Allen, Jonathan E. [3 ]
Lightstone, Felice C. [1 ]
机构
[1] Lawrence Livermore Natl Lab, Biotechnol & Biosci Div, Phys & Life Sci Directorate, Livermore, CA 94550 USA
[2] Sandia Natl Labs, Dept Biotechnol & Bioengn, Livermore, CA USA
[3] Lawrence Livermore Natl Lab, Comp Directorate, Global Secur Comp Div, Livermore, CA USA
[4] Sandia Natl Labs, Dept Syst Biol, Livermore, CA USA
[5] Lawrence Livermore Natl Lab, Comp Directorate, Ctr Appl Sci Comp, Livermore, CA USA
[6] Lawrence Livermore Natl Lab, Engn Directorate, Computat Engn Div, Livermore, CA USA
关键词
COVID-19; molecular simulations; machine-learning; protein assays; FRET; live virus; main protease; spike protein; DOCKING; SPIKE; AMBER; OPTIMIZATION; SIMULATIONS; ACCURACY; DYNAMICS; IMPROVE; SYSTEM; MODEL;
D O I
10.3389/fmolb.2021.678701
中图分类号
Q5 [生物化学]; Q7 [分子生物学];
学科分类号
071010 ; 081704 ;
摘要
A rapid response is necessary to contain emergent biological outbreaks before they can become pandemics. The novel coronavirus (SARS-CoV-2) that causes COVID-19 was first reported in December of 2019 in Wuhan, China and reached most corners of the globe in less than two months. In just over a year since the initial infections, COVID-19 infected almost 100 million people worldwide. Although similar to SARS-CoV and MERS-CoV, SARS-CoV-2 has resisted treatments that are effective against other coronaviruses. Crystal structures of two SARS-CoV-2 proteins, spike protein and main protease, have been reported and can serve as targets for studies in neutralizing this threat. We have employed molecular docking, molecular dynamics simulations, and machine learning to identify from a library of 26 million molecules possible candidate compounds that may attenuate or neutralize the effects of this virus. The viability of selected candidate compounds against SARS-CoV-2 was determined experimentally by biolayer interferometry and FRET-based activity protein assays along with virus-based assays. In the pseudovirus assay, imatinib and lapatinib had IC50 values below 10 mu M, while candesartan cilexetil had an IC50 value of approximately 67 mu M against M-pro in a FRET-based activity assay. Comparatively, candesartan cilexetil had the highest selectivity index of all compounds tested as its half-maximal cytotoxicity concentration 50 (CC50) value was the only one greater than the limit of the assay (>100 mu M).
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页数:15
相关论文
共 60 条
[1]   Molecular docking, molecular dynamics, and in vitro studies reveal the potential of angiotensin II receptor blockers to inhibit the COVID-19 main protease [J].
Alnajjar, Radwan ;
Mostafa, Ahmed ;
Kandeil, Ahmed ;
Al-Karmalawy, Ahmed A. .
HELIYON, 2020, 6 (12)
[2]   Imatinib in patients with severe COVID-19: a randomised, double-blind, placebo-controlled, clinical trial [J].
Aman, Jurjan ;
Duijvelaar, Erik ;
Botros, Liza ;
Kianzad, Azar ;
Schippers, Job R. ;
Smeele, Patrick J. ;
Azhang, Sara ;
Bartelink, Imke H. ;
Bayoumy, Ahmed A. ;
Bet, Pierre M. ;
Boersma, Wim ;
Bonta, Peter, I ;
Boomars, Karin A. T. ;
Bos, Lieuwe D. J. ;
Bragt, Job J. M. H. van ;
Braunstahl, Gert-Jan ;
Celant, Lucas R. ;
Eger, Katrien A. B. ;
Geelhoed, J. J. Miranda ;
Glabbeek, Yurika L. E. van ;
Grotjohan, Hans P. ;
Hagens, Laura A. ;
Happe, Chris M. ;
Hazes, Boaz D. ;
Heunks, Leo M. A. ;
Heuvel, Michel van den ;
Hoefsloot, Wouter ;
Hoek, Rianne J. A. ;
Hoekstra, Romke ;
Hofstee, Herman M. A. ;
Juffermans, Nicole P. ;
Kemper, E. Marleen ;
Kos, Renate ;
Kunst, Peter W. A. ;
Lammers, Ariana ;
Lee, Ivo van der ;
Lee, E. Laurien van der ;
Zee, Anke-Hilse Maitland-van der ;
Asam, Pearl F. M. Mau ;
Mieras, Adinda ;
Muller, Mirte ;
Neefjes, Elisabeth C. W. ;
Nossent, Esther J. ;
Oswald, Laurien M. A. ;
Overbeek, Maria J. ;
Pamplona, Carolina C. ;
Paternotte, Nienke ;
Pronk, Niels ;
Raaf, Michiel A. de ;
Raaij, Bas F. M. van .
LANCET RESPIRATORY MEDICINE, 2021, 9 (09) :957-968
[3]  
[Anonymous], **DATA OBJECT**, DOI DOI 10.2210/PDB1JU6/PDBB
[4]  
Beigel JH, 2020, NEW ENGL J MED, V383, P1813, DOI [10.1056/NEJMoa2007764, 10.1056/NEJMc2022236]
[5]   Identification of saquinavir as a potent inhibitor of dimeric SARS-CoV2 main protease through MM/GBSA [J].
Bello, Martiniano ;
Martinez-Munoz, Alberto ;
Balbuena-Rebolledo, Irving .
JOURNAL OF MOLECULAR MODELING, 2020, 26 (12)
[6]   Mechanisms of Coronavirus Cell Entry Mediated by the Viral Spike Protein [J].
Belouzard, Sandrine ;
Millet, Jean K. ;
Licitra, Beth N. ;
Whittaker, Gary R. .
VIRUSES-BASEL, 2012, 4 (06) :1011-1033
[7]   Structural and Evolutionary Analysis Indicate That the SARS-CoV-2 Mpro Is a Challenging Target for Small-Molecule Inhibitor Design [J].
Bzowka, Maria ;
Mitusinska, Karolina ;
Raczynska, Agata ;
Samol, Aleksandra ;
Tuszynski, Jack A. ;
Gora, Artur .
INTERNATIONAL JOURNAL OF MOLECULAR SCIENCES, 2020, 21 (09)
[8]  
Case James Brett, 2020, Cell Host Microbe, V28, P475, DOI [10.1016/j.chom.2020.06.021, 10.1101/2020.05.18.102038]
[9]   PARTICLE MESH EWALD - AN N.LOG(N) METHOD FOR EWALD SUMS IN LARGE SYSTEMS [J].
DARDEN, T ;
YORK, D ;
PEDERSEN, L .
JOURNAL OF CHEMICAL PHYSICS, 1993, 98 (12) :10089-10092
[10]  
Di Natale, 2017, Maestro Workflow Conductor