Research article Special Issues

Identification of potential SARS-CoV-2 papain-like protease inhibitors with the ability to interact with the catalytic triad

  • Received: 04 September 2022 Revised: 23 October 2022 Accepted: 31 October 2022 Published: 30 January 2023
  • Severe acute respiratory syndrome corona virus2 (SARS-CoV-2) is responsible for the current pandemic that led to so many deaths across the globe and still has no effective medication. One attractive target is Papain-like protease (PLpro), which plays a critical role in viral replication. Several important structural features dictate access to the PLpro narrow active site, which includes a series of loops surrounding the area. As such, it is difficult for chemical compounds to fit the SARS-CoV-2 PLpro active site. This work employed a computational study to discover inhibitors that could bind to the SARS-COV-2 PLpro active site, mainly by virtual screening, molecular dynamic simulation, MMPBSA and ADMET analysis. Eight potential inhibitors were identified: carbonoperoxoic acid, Chrysophanol-9-anthrone, Adrenolutin, 1-Dehydroprogesterone, Cholest-22-ene-21-ol, Cis-13-Octadecenoic acid, Hydroxycarbonate and 1-(4-(4-Methylphenyl)-5-phenyl-1,3-oxazol-2-yl) isoquinoline, with binding scores of −4.4, −6.7, −5.9, −6.7, −7.0, −4.6, −4.5 and −5.6 kcal/mol, respectively. All these compounds interacted with critical PLpro catalytic residues and showed stable conformation in molecular dynamics simulations with significant binding energies of −12.73 kcal/mol, −10.89 kcal/mol, −7.20 kcal/mol, −16.25 kcal/mol, −19.00 kcal/mol, −5.00 kcal/mol, −13.21 kcal/mol and −12.45 kcal/mol, respectively, as revealed by MMPBSA analysis. ADMET analysis also indicated that they are safe for drug development. In this study, we identified novel compounds that interacted with the key catalytic residues of SARS-CoV-2 PLpro with the potential to be utilized for anti-Covid-19 drug development.

    Citation: Murtala Muhammad, I. Y. Habib, Abdulmumin Yunusa, Tasiu A. Mikail, A. J. ALhassan, Ahed J. Alkhatib, Hamza Sule, Sagir Y. Ismail, Dong Liu. Identification of potential SARS-CoV-2 papain-like protease inhibitors with the ability to interact with the catalytic triad[J]. AIMS Biophysics, 2023, 10(1): 50-66. doi: 10.3934/biophy.2023005

    Related Papers:

  • Severe acute respiratory syndrome corona virus2 (SARS-CoV-2) is responsible for the current pandemic that led to so many deaths across the globe and still has no effective medication. One attractive target is Papain-like protease (PLpro), which plays a critical role in viral replication. Several important structural features dictate access to the PLpro narrow active site, which includes a series of loops surrounding the area. As such, it is difficult for chemical compounds to fit the SARS-CoV-2 PLpro active site. This work employed a computational study to discover inhibitors that could bind to the SARS-COV-2 PLpro active site, mainly by virtual screening, molecular dynamic simulation, MMPBSA and ADMET analysis. Eight potential inhibitors were identified: carbonoperoxoic acid, Chrysophanol-9-anthrone, Adrenolutin, 1-Dehydroprogesterone, Cholest-22-ene-21-ol, Cis-13-Octadecenoic acid, Hydroxycarbonate and 1-(4-(4-Methylphenyl)-5-phenyl-1,3-oxazol-2-yl) isoquinoline, with binding scores of −4.4, −6.7, −5.9, −6.7, −7.0, −4.6, −4.5 and −5.6 kcal/mol, respectively. All these compounds interacted with critical PLpro catalytic residues and showed stable conformation in molecular dynamics simulations with significant binding energies of −12.73 kcal/mol, −10.89 kcal/mol, −7.20 kcal/mol, −16.25 kcal/mol, −19.00 kcal/mol, −5.00 kcal/mol, −13.21 kcal/mol and −12.45 kcal/mol, respectively, as revealed by MMPBSA analysis. ADMET analysis also indicated that they are safe for drug development. In this study, we identified novel compounds that interacted with the key catalytic residues of SARS-CoV-2 PLpro with the potential to be utilized for anti-Covid-19 drug development.



    加载中


    Conflict of interest



    The authors declare no conflict of interest.

    Author contributions



    MM, IYH and DL: conceptualization, methodology, writing of the original draft, editing and reviewing; AY, AJA and SYI: writing of the original draft, methodology; TAM, AJ and HS: methodology and writing of the original draft. All authors have read and approved the manuscript.

    [1] Hilgenfeld R (2014) From SARS to MERS: crystallographic studies on coronaviral proteases enable antiviral drug design. FEBS J 18: 4085-4096. https://doi.org/10.1111/febs.12936
    [2] Singhal T (2020) A review of coronavirus disease-2019 (COVID-19). Indian J Pediatr 87: 281-286. https://doi.org/10.1007/s12098-020-03263-6
    [3] Aftab SO, Ghouri MZ, Masood MU, et al. (2020) Analysis of SARS-CoV-2 RNA-dependent RNA polymerase as a potential therapeutic drug target using a computational approach. J Transl Med 18: 275. https://doi.org/10.1186/s12967-020-02439-0
    [4] ul Qamar MT, Alqahtani SM, Alamri MA, et al. (2020) Structural basis of SARS-CoV-2 3CLpro and anti-COVID-19 drug discovery from medicinal plants. J Pharm Anal 10: 313-319. https://doi.org/10.1016/j.jpha.2020.03.009
    [5] Gao X, Qin B, Chen P, et al. (2021) Crystal structure of SARS-CoV-2 papain-like protease. Acta Pharm Sin B 11: 237-245. https://doi.org/10.1016/j.apsb.2020.08.014
    [6] Osipiuk J, Azizi SA, Dvorkin S, et al. (2021) Structure of papain-like protease from SARS-CoV-2 and its complexes with non-covalent inhibitors. Nat Commun 12: 743. https://doi.org/10.1038/s41467-021-21060-3
    [7] Mielech AM, Chen Y, Mesecar AD, et al. (2014) Nidovirus papain-like proteases: multifunctional enzymes with protease, deubiquitinating and deISGylating activities. Virus Res 194: 184-190. https://doi.org/10.1016/j.virusres.2014.01.025
    [8] Lindner HA, Lytvyn V, Qi H, et al. (2007) Selectivity in ISG15 and ubiquitin recognition by the SARS coronavirus papain-like protease. Arch Biochem Biophys 466: 8-14. https://doi.org/10.1016/j.abb.2007.07.006
    [9] Swaim CD, Canadeo LA, Monte KJ, et al. (2020) Modulation of extracellular ISG15 signaling by pathogens and viral effector proteins. Cell Rep 31: 107772. https://doi.org/10.1016/j.celrep.2020.107772
    [10] Barretto N, Jukneliene D, Ratia K, et al. (2005) The papain-like protease of severe acute respiratory syndrome coronavirus has deubiquitinating activity. J Virol 79: 15189-15198. https://doi.org/10.1128/JVI.79.24.15189-15198.2005
    [11] Klemm T, Ebert G, Calleja DJ, et al. (2020) Mechanism and inhibition of the papain-like protease, PLpro, of SARS-CoV-2. EMBO J 39: e106275. https://doi.org/10.15252/embj.2020106275
    [12] Chojnacka K, Witek-Krowiak A, Skrzypczak D, et al. (2020) Phytochemicals containing biologically active polyphenols as an effective agent against Covid-19-inducing coronavirus. J Funct Foods 73: 104146. https://doi.org/10.1016/j.jff.2020.104146
    [13] Alamri MA, Tahir Ul Qamar M, Mirza MU, et al. (2021) Pharmacoinformatics and molecular dynamics simulation studies reveal potential covalent and FDA-approved inhibitors of SARS-CoV-2 main protease 3CLpro. J Biomol Struct Dyn 39: 4936-4948. https://doi.org/10.1080/07391102.2020.1782768
    [14] Oladele JO, Adewole TS, Ogundepo GE, et al. (2022) Efficacy of selected Nigerian tropical plants in the treatment of COVID-19: in silico and in vitro investigations. Environ Sci Pollut Res 29: 627. https://doi.org/10.1007/s11356-022-22025-9
    [15] Yan F, Gao F (2021) An overview of potential inhibitors targeting non-structural proteins 3 (PLpro and Mac1) and 5 (3CLpro/Mpro) of SARS-CoV-2. Comput Struct Biotechnol J 19: 4868-4883. https://doi.org/10.1016/j.csbj.2021.08.036
    [16] Hajbabaie R, Harper MT, Rahman T (2021) Establishing an analogue based in silico pipeline in the pursuit of novel inhibitory scaffolds against the SARS coronavirus 2 papain-like protease. Molecules 26: 1134. https://doi.org/10.3390/molecules26041134
    [17] Yadav JP, Arya V, Yadav S, et al. (2010) Cassia occidentalis L.: a review on its ethnobotany, phytochemical and pharmacological profile. Fitoterapia 81: 223-230. https://doi.org/10.1016/j.fitote.2009.09.008
    [18] Socrates SH, Mohan SC (2019) Phytochemical analysis of flower extracts of different Cassia species by using gas chromatography-mass spectrometry. Int J Biol Chem 13: 1-11.
    [19] Manikandaselvi S, Vadivel V, Brindha P, et al. (2016) Studies on physicochemical and nutritional properties of aerial parts of Cassia occidentalis L. J Food Drug Anal 24: 508-515. https://doi.org/10.1016/j.jfda.2016.02.003
    [20] Mirza MU, Froeyen M (2020) Structural elucidation of SARS-CoV-2 vital proteins: Computational methods reveal potential drug candidates against main protease, Nsp12 polymerase and Nsp13 helicase. J Pharm Anal 10: 320-328. https://doi.org/10.1016/j.jpha.2020.04.008
    [21] Pettersen EF, Goddard TD, Huang CC, et al. (2004) UCSF Chimera—a visualization system for exploratory research and analysis. J Comput Chem 25: 1605-1612. https://doi.org/10.1002/jcc.20084
    [22] Pronk S, Páll S, Schulz R, et al. (2013) GROMACS 4.5: a high-throughput and highly parallel open source molecular simulation toolkit. Bioinformatics 29: 845-854. https://doi.org/10.1093/bioinformatics/btt055
    [23] Vanommeslaeghe K, Hatcher E, Acharya C, et al. (2010) CHARMM general force field: a force field for drug-like molecules compatible with the CHARMM all-atom additive biological force fields. J Comput Chem 31: 671-690. https://doi.org/10.1002/jcc.21367
    [24] Genheden S, Ryde U (2015) The MM/PBSA and MM/GBSA methods to estimate ligand-binding affinities. Expert Opin Drug Discov 10: 449-461. https://doi.org/10.1517/17460441.2015.1032936
    [25] Kumari R, Kumar R, et al. (2014) g_mmpbsa–A GROMACS tool for high-throughput MM-PBSA calculations. J Chem Inf Model 54: 1951-1962. https://doi.org/10.1021/ci500020m
    [26] Miller BR, McGee TD, Swails JM, et al. (2012) MMPBSA. py: an efficient program for end-state free energy calculations. J Chem Theory Comput 8: 3314-3321. https://doi.org/10.1021/ct300418h
    [27] Cheng F, Li W, Zhou Y, et al. (2012) admetSAR: a comprehensive source and free tool for assessment of chemical ADMET properties. J Chem Inf Model 52: 3099-3105. https://doi.org/10.1021/ci300367a
    [28] Ntie-Kang F (2013) An in silico evaluation of the ADMET profile of the StreptomeDB database. Springerplus 2: 353. https://doi.org/10.1186/2193-1801-2-353
    [29] Sofowora A, Ogunbodede E, Onayade A, et al. (2013) The role and place of medicinal plants in the strategies for disease prevention. Afr J Tradit Complement Altern Med 10: 210-229. https://doi.org/10.4314/ajtcam.v10i5.2
    [30] Ratia K, Saikatendu KS, Santarsiero BD, et al. (2006) Severe acute respiratory syndrome coronavirus papain-like protease: structure of a viral deubiquitinating enzyme. Proc Natl Acad Sci 103: 5717-5722. https://doi.org/10.1073/pnas.0510851103
    [31] Debnath B, Debnath P, Ghosh R, et al. (2021) In silico identification of potential inhibitors of SARS-CoV-2 papain-like protease from natural sources: A natural weapon to fight COVID-19. Coronaviruses 2: 16-27. https://doi.org/10.2174/2666796701999201203211330
    [32] Li L, Ma L, Hu Y, et al. (2022) Natural biflavones are potent inhibitors against SARS-CoV-2 papain-like protease. Phytochemistry 193: 112984. https://doi.org/10.1016/j.phytochem.2021.112984
    [33] Stasiulewicz A, Maksymiuk AW, Nguyen ML, et al. (2021) SARS-CoV-2 papain-like protease potential inhibitors—in silico quantitative assessment. Int J Mol Sci 22: 3957. https://doi.org/10.3390/ijms22083957
    [34] Johnson TO, Odoh KD, Nwonuma CO, et al. (2020) Biochemical evaluation and molecular docking assessment of the anti-inflammatory potential of Phyllanthus nivosus leaf against ulcerative colitis. Heliyon 6: e03893. https://doi.org/10.1016/j.heliyon.2020.e03893
    [35] Astiti NPA, Ramona Y (2021) GC-MS analysis of active and applicable compounds in methanol extract of sweet star fruit (Averrhoa carambola L.) leaves. HAYATI J Biosci 28: 12-12. https://doi.org/10.4308/hjb.28.1.12
    [36] McIntyre CW, Pai P, Warwick G, et al. (2009) Iron-magnesium hydroxycarbonate (fermagate): a novel non-calcium-containing phosphate binder for the treatment of hyperphosphatemia in chronic hemodialysis patients. Clin J Am Soc Nephrol 4: 401-409. https://doi.org/10.2215/CJN.02630608
  • Reader Comments
  • © 2023 the Author(s), licensee AIMS Press. This is an open access article distributed under the terms of the Creative Commons Attribution License (http://creativecommons.org/licenses/by/4.0)
通讯作者: 陈斌, bchen63@163.com
  • 1. 

    沈阳化工大学材料科学与工程学院 沈阳 110142

  1. 本站搜索
  2. 百度学术搜索
  3. 万方数据库搜索
  4. CNKI搜索

Metrics

Article views(1844) PDF downloads(123) Cited by(1)

Article outline

Figures and Tables

Figures(5)  /  Tables(4)

/

DownLoad:  Full-Size Img  PowerPoint
Return
Return

Catalog