1. Introduction
Severe acute respiratory syndrome caused by the enveloped virus coronavirus-2 (SARS CoV-2) is still a worldwide health disaster despite the recently introduced vaccines [1,2]. Hence, finding a cost-effective treatment is an urgent demand to support vaccines in controlling this rapidly evolving disease.
The viral main protease (Mpro) is able to recognize and cleave specific amino acid sequences in the viral polyprotein replication complex (1ab). In addition, it is a highly conserved protein among coronaviruses [3], and thus it is considered an attractive target for the development of effective and specific therapeutics [4,5].
Generally, Mpros of coronaviruses occur in a dimeric form (Figure 1C), and their catalytic activity significantly decreases if this conserved dimerization is inhibited by mutations [6,7]. Each individual monomer consists of three domains (domains I, II, and III), where the catalytic binding pocket occurs between domains I and II, while domain III is responsible for the enzyme dimerization [7,8] (Figure 1A,B). The enzyme active site contains a conserved HIS-41-CYS-145 catalytic dyad that is required for the protein cleavage. Hence, any modifications in these catalytic residues will eventually lead to a complete loss of the enzyme catalytic activity [9]. Several covalent inhibitors (i.e., covalent bond formation with CYS-145) have been developed [10], while non-covalent competitive inhibitors are much less investigated [11].
Being an essential pipeline for drug development, natural products have offered several anti-SARS CoV potential candidates that were able to target Mpro. For example, betulinic acid, a plant-derived triterpene, exhibited promising inhibitory activity against the SARS CoV Mpro (IC50 10 µM) [12]. Generally speaking, this class of natural products, in addition to plant-derived sterols, have shown good potential as antiviral agents [13].
Consequently, herein we investigated the efficacy of four olive-derived triterpenes, including betulinic acid against the Mpro of the currently widespread SARS CoV-2. Employing a number of in-silico experiments (docking and molecular dynamic simulation), we illustrated the main structural elements required for the Mpro inhibitory activity of this class of compounds, hence, offering a potential lead scaffold for further development and optimization to help in finding potential cost-effective therapeutics for COVID-19.
2. Results and Discussion
As a part of our continuous effort of finding natural products-based anti-SARS-CoV-2 therapeutics, we investigated four olive-derived triterpenes for their inhibitory activity against the viral Mpro. Our rationale in the present communication was based on the previous findings of Wen and his co-workers [12], when they identified betulinic acid (lupan-type triterpene) as a potential SARS-CoV Mpro inhibitor (IC50 = 10 µM). Additionally, they highlighted that the presence of a hydroxyl group at C-3 as an H-bond donor is essential for the in vitro inhibitory activity (Figure 2). Hence, we tested betulinic acid together with three other olive-derived triterpene congeners (i.e., betulin, ursolic acid, and maslinic acid) against SARS CoV-2 Mpro to check if they are still promising scaffolds for the development of Mpro inhibitors against the newly emerged viral strain. Interestingly, we found that the lupine-type triterpene betulinic acid was still able to exert considerable inhibitory activity against the SARS CoV-2 Mpro (IC50 = 14.55 ± 1.3 µM), while betulin was far less active (IC50 = 89.67 ± 2.4 µM). These findings indicated that the C-17 carboxylate moiety is of particular importance for the inhibitory activity of this class of compounds (Figure 2 and Figure 3). Betulonic acid has been tested in a previous study on SARS CoV Mpro by Wen and his co-workers [12] and was found inactive. Although we did not test it against SARS CoV-2 Mpro in this study, we evaluated its binding mode and dynamic behavior just like the other tested congeners to extract the essential structural features required for the inhibitory activity of this class of compounds.
On the other hand, the tested ursane-type triterpenes, and ursolic and maslinic acids exhibited more promising inhibitory activities (IC50 = 12.57 ± 0.28 and 3.22 ± 0.26 µM, respectively) compared to the SARS CoV-2 Mpro positive standard GC376 (IC50 = 0.51 ± 0.08 µM). It was evident that the presence of an additional hydroxyl group at C-2 significantly increased the inhibitory activity of this type of compounds (Figure 2 and Figure 3).
To explain these in vitro results at a molecular level, we docked all of the tested compounds against the crystal structure of SARS CoV-2 Mpro (PDB: 6LU7) [10]. For this purpose, an ensemble docking protocol was used, taken into consideration the active site flexibility [8]. The top-ranking poses of each compound were convergent and represented a common ligand orientation (Orientation-A) (Figure 4) and were likely the most correct one as it was stable over a short run of molecular dynamic simulations (25 ns long). There was another orientation (Orientation-B, Figure S1A–D) of the docked compound represented by other lower-ranking poses. However, they were significantly less stable over the same period of MDS (Figure S1E).
As shown in Figure 3, which represents the top-ranking pose (Orientation-A), the C-17 carboxylate groups of betulonic, ursolic, and maslinic acids were able to form a salt bridge with HIS-41 (i.e., one of the Mpro catalytic dyad). In addition, the C-17 hydroxyl group of betulin was also involved in H-bonding with HIS-41. Concerning C-3-hydroxyl groups of the four compounds, they were involved as H-Bond donors with SER-144 in case of ursolic and maslinic acids, and as both H-bond donors and acceptors with PHE-140 main chain in the case of betulinic acid and betulin. If this C-3 hydroxyl group became oxidized and converted to a ketone (in the case of betulonic acid), it would no longer be able to contribute to any H-bondings, as the oxygen would lose its hydrogen and become oriented away from PHE-140 main chain. There were also a number of hydrophobic interactions between the compounds’ hydrocarbon bodies and LEU-27, MET-94, MET-165, and PHE-140, which supported the activity.
To further evaluate this binding orientation, we subjected those docking poses to longer MDS experiments (150 ns) and extracted the binding free energy (ΔG) of each compound (using the FEP method). As illustrated in Figure 3F, betulinic and ursolic acids were clustered together in the RMSD chart showing low conformational changes over the course of MDS (RMSDs ~ 2.42 Å). Maslinic acid showed lower conformational changes (RMSD ~ 0.95 Å), indicating that the second C-2 hydroxyl group further stabilized the whole molecule inside the enzyme’s active site. Trajectories’ analysis revealed that the interactions between C-17 carboxylate and HIS-41, and between C-3 hydroxyl group and either SER-144 or PHE-140 remained intact throughout the course of MDS (89% and 71% interaction time, respectively). Thus, these two types of interaction obviously played a significant role in making these compounds able to achieve stable binding with the Mpro’s active site.
Regarding both betulin and betulonic acid, they showed significant fluctuations at the beginning of MDS till 70 ns, when betulonic acid started to leave the binding pocket from the C-3 side, and at 80.8 ns, the whole molecule became outside except for the carboxylate moiety. Similarly, betulin’s conformational changes were further increased until 110.4 ns, when the C-17 hydroxyl group was utterly detached and started to leave the binding pocket.
The calculated ΔGs of each compound reflected their corresponding stability inside the Mpro active site. ΔGs of betulinic and ursolic acids were convergent (−8.1 and −8.2 kcal/mol, respectively), while that of maslinic acid was lower (−9.3 kcal/mol). On the other hand, both betulin and betulonic acid became much higher ΔGs (−4.1 and −2.2 kcal/mol).
From the previous structural and dynamic information, it could be concluded that the presence of a C-17 carboxylate moiety together with ß- hydroxyl group at C-3 were essential structural features for this class of compounds to achieve a stable binding and, in turn, significant inhibition of Mpro activity (Figure 2 and Figure 3).
Recently, a number of other natural products have shown interesting inhibitory activity against SARS CoV-2 Mpro catalytic activity, particularly flavonoids [14,15,16]. For example, baicalein has exhibited potent micromolar inhibition (IC50 = 0.94 µM), and its crystal structure with Mpro indicated that its main molecular interactions were with GLY-143 and GLU-166 [15]. Surprisingly, this non-covalent competitive inhibitor was more potent than covalent peptidomimetics ones, such as molecule 5 h (IC50 = 4.2 µM) [17].
Olive leaves are a rich source of bioactive phenolics and triterpenes that have demonstrated a wide range of biological activities, including antiviral activities [18]. Previously, ursolic acid was reported to exhibit broad-spectrum antiviral potential [19,20]. Moreover, maslinic acid has shown in vitro inhibitory activity against HIV [21]. As discussed in the present study, triterpenoids, particularly those recovered from olive leaves, could be considered promising anti-SARS-CoV-2 leads that can suppress its Mpro catalytic activity, and we believe that the structural information presented here would support the development of potent and specific SARS CoV-2 Mpro inhibitors.
3. Materials and Methods
3.1. Isolation of Compounds
All triterpenes used in this study were isolated from the dried leaves of olive (i.e., Olea europaea) according to previously reported protocols [18,22]. Briefly, the dried leaves were washed thoroughly and then successively extracted with n-hexane:EtOAc (50:50). The produced extract was dried and then subjected to silica gel chromatographic column using CH2Cl2:MeOH (80:20) as a mobile phase to afford these four triterpenes. Structural characterization of these triterpenes was achieved using NMR spectrometry and comparison with authentic standards. To ensure the maximum purity during the in vitro testing, these triterpenes were purchased from Sigma Aldrich, St. Louis, Missouri, USA.
3.2. Ensemble Docking
AutoDock Vina docking software was employed in all docking experiments [23]. Triterpenes analogues were docked against the SARS CoV-2′s Mpro (PDB code: 6LU7) [10]. The enzyme’s active site was determined according to its co-crystalized ligand. To account for the active site’s flexibility, we used their MDS-derived conformers sampled every 10 ns for docking experiments (i.e., ensemble docking) [8]. Subsequently, we ranked top hits according to their average calculated binding energies. Docking poses were analyzed and visualized by Pymol software [23].
3.3. Molecular Dynamic Simulation
MDS experiments were carried out by Desmond v.2.2 [24,25] software that uses Maestro software [26] as a graphical user interface. Protein and protein–ligand systems were established by System Builder option, where they were enclosed inside an orthorhombic box of TIP3P waters together with 0.15 M of Na+ and Cl- ions plus 20 Å solvent buffer. Afterwards, these prepared systems were energy minimized and equilibrated for 10 ns.
Desmond software automatically parameterizes inputted ligands during the system building step according to OPLS force field. For simulations carried out by NAMD [27], the parameters and topologies of the ligands were calculated either using Charmm27 force field by Ligand Reader & Modeler (
Binding free energy calculations (ΔG) were performed via the free energy perturbation (FEP) technique. We first prepared all input files and script NAMD by the online-based CHARMM-GUI Free Energy Calculator (
3.4. In Vitro Enzyme Assay
In vitro enzyme inhibition assays were carried out using SARS-CoV-2 main protease assay kit (Catalog #: 79955-1, BPS Bioscience, Inc., Allentown, PA, USA) and in accordance with the manufacturer’s protocol. GC376 was used as a reference standard inhibitor.
The produced fluorescence due to the protease cleavage of the substrate was observed at 460 and 360 nm for emission and excitation wavelength, respectively, using a Tecan Spark microplate reader (Switzerland). Briefly, 10 µL of test compounds of different concentrations were added into a 96-well plate followed by pipetting 30 µL of the diluted protease 15 µg/mL. The mixtures were incubated for 30 min at room temperature, and then 10 µL of the substrate was dissolved in the reaction buffer and added to reach a 50-µL final volume and 40-µM final concentration. The reaction mixture was then incubated for 4 h at 20 °C followed by measuring the produced fluorescence using a TECAN spark microplate-reading fluorimeter.
4. Conclusions
Plant-derived natural compounds remain a prolific source for discovering efficient drug candidates for a lot of serious health-related diseases. The COVID-19 pandemic is a serious issue that has been affecting the globe since the end of 2019. Even with few vaccines available, there is still a necessity for the discovery of promising antiviral agents. In this communication, we have highlighted the importance of plat-derived triterpenes as a promising structural motif for developing SARS-CoV-2 main protease inhibitors. Promisingly, maslinic acid exhibited almost half the inhibitory potential compared to the synthetic positive standard used for this screening (i.e., GC376, IC50 = 0.51 µM). We hope to screen a wider range of this structural class based on the structure–activity relationship pinpointed in this research to find safer and more potent inhibitor in the near future.
Conceptualization, A.M.S. (Ahmed M. Sayed), M.E.R.; methodology, H.A.A., A.M.S. (Ahmed M. Sharif), A.M.S. (Ahmed M. Sayed), E.I.A.; validation, H.A.A., M.E.R.; writing—original draft preparation, A.M.S. (Ahmed M. Sharif), A.M.S. (Ahmed M. Sayed); writing—review and editing, A.M.S. (Ahmed M. Sayed), H.A.A., E.I.A. All authors have read and agreed to the published version of the manuscript.
This project was funded by the Saudi Ministry of Health, Kingdom of Saudi Arabia, under contract number 16581700012—project number 581, May 2020. The authors, therefore, gratefully acknowledge the Saudi Ministry of Health for their technical and financial supports.
Not applicable.
Not applicable.
Not applicable.
The authors would like to thank the Saudi Ministry of Health, Kingdom of Saudi Arabia, for their technical and financial supports.
The authors declared no conflict of interest.
Samples of the compounds are available from the authors.
Publisher’s Note: MDPI stays neutral with regard to jurisdictional claims in published maps and institutional affiliations.
Figure 1. Monomeric structure of SARS CoV-2 Mpro (PDB code: 6LU7) showing its three main domains (I, II, and III; red, golden yellow, and cyan blue, respectively (A). Mpro active site showing the catalytic dyad (HID41-CYS145) (B). The dimeric active form of SARS CoV-2 Mpro (C).
Figure 2. Inhibitory concentration 50 (IC50) of ursolic, maslinic, betulinic acids, betulin, and GC376 (i.e., reference MPro inhibitor) (A–E, respectively).
Figure 3. Structure of olive leaves-derived triterpenes investigated along with their IC50 against SARS CoV Mpro showing the main essential structural features required for the in vitro activity.
Figure 4. Binding modes of ursolic, maslinic, betulinic acids, betulin, and betulonic acid inside the Mpro active site (A–E, respectively). RMSDs of these compounds along with the apoprotein over 150 ns MDS (F).
Supplementary Materials
The following are available online, Orientation-B of binding of maslinic acid, ursolic acid, betulin, and betulinic acid inside the Mpro active site (A–D, respectively). RMSDs of these compounds along with the apoprotein over 25 ns MDS (E).
References
1. Sayed, A.M.; Khattab, A.R.; AboulMagd, A.M.; Hassan, H.M.; Rateb, M.E.; Zaid, H.; Abdelmohsen, U.R. Nature as a treasure trove of potential anti-SARS-CoV drug leads: A structural/mechanistic rationale. RSC Adv.; 2020; 10, pp. 19790-19802. [DOI: https://dx.doi.org/10.1039/D0RA04199H]
2. Adamson, C.S.; Chibale, K.; Goss, R.J.; Jaspars, M.; Newman, D.J.; Dorrington, R.A. Antiviral drug discovery: Preparing for the next pandemic. Chem. Soc. Rev.; 2021; 50, pp. 3647-3655. [DOI: https://dx.doi.org/10.1039/D0CS01118E] [PubMed: https://www.ncbi.nlm.nih.gov/pubmed/33524090]
3. Zhang, L.; Lin, D.; Sun, X.; Curth, U.; Drosten, C.; Sauerhering, L.; Hilgenfeld, R. Crystal structure of SARS-CoV-2 main protease provides a basis for design of improved α-ketoamide inhibitors. Science; 2020; 368, pp. 409-412. [DOI: https://dx.doi.org/10.1126/science.abb3405] [PubMed: https://www.ncbi.nlm.nih.gov/pubmed/32198291]
4. Ullrich, S.; Nitsche, C. The SARS-CoV-2 main protease as drug target. Bioorg. Med. Chem. Lett.; 2020; 30, 127377. [DOI: https://dx.doi.org/10.1016/j.bmcl.2020.127377] [PubMed: https://www.ncbi.nlm.nih.gov/pubmed/32738988]
5. Dai, W.; Zhang, B.; Jiang, X.M.; Su, H.; Li, J.; Zhao, Y.; Xie, X.; Jin, Z.; Peng, J.; Liu, F. et al. Structure-based design of antiviral drug candidates targeting the SARS-CoV-2 main protease. Science; 2020; 368, pp. 1331-1335. [DOI: https://dx.doi.org/10.1126/science.abb4489] [PubMed: https://www.ncbi.nlm.nih.gov/pubmed/32321856]
6. Behnam, M.A. Protein structural heterogeneity: A hypothesis for the basis of proteolytic recognition by the main protease of SARS-CoV and SARS-CoV-2. Biochimie; 2021; 182, pp. 177-184. [DOI: https://dx.doi.org/10.1016/j.biochi.2021.01.010]
7. Pavlova, A.; Lynch, D.L.; Daidone, I.; Zanetti-Polzi, L.; Smith, M.D.; Chipot, C.; Gumbart, J.C. Inhibitor binding influences the protonation states of histidines in SARS-CoV-2 main protease. Chem. Sci.; 2021; 12, pp. 1513-1527. [DOI: https://dx.doi.org/10.1039/D0SC04942E]
8. Sayed, A.M.; Alhadrami, H.A.; El-Gendy, A.O.; Shamikh, Y.I.; Belbahri, L.; Hassan, H.M.; Rateb, M.E. Microbial natural products as potential inhibitors of SARS-CoV-2 main protease (Mpro). Microorganisms; 2020; 8, 970. [DOI: https://dx.doi.org/10.3390/microorganisms8070970]
9. Chang, H.P.; Chou, C.Y.; Chang, G.G. Reversible unfolding of the severe acute respiratory syndrome coronavirus main protease in guanidinium chloride. Biophys. J.; 2007; 92, pp. 1374-1383. [DOI: https://dx.doi.org/10.1529/biophysj.106.091736]
10. Jin, Z.; Du, X.; Xu, Y.; Deng, Y.; Liu, M.; Zhao, Y.; Zhang, B.; Li, X.; Zhang, L.; Peng, C. et al. Structure of M pro from SARS-CoV-2 and discovery of its inhibitors. Nature; 2020; 582, pp. 289-293. [DOI: https://dx.doi.org/10.1038/s41586-020-2223-y]
11. Zhou, Q.A.; Kato-Weinstein, J.; Li, Y.; Deng, Y.; Granet, R.; Garner, L.; Liu, C.; Polshakov, D.; Gessner, C.; Watkins, S. Potential therapeutic agents and associated bioassay data for COVID-19 and related human coronavirus infections. ACS Pharmacol. Transl. Sci.; 2020; 3, pp. 813-834. [DOI: https://dx.doi.org/10.1021/acsptsci.0c00074]
12. Wen, C.C.; Kuo, Y.H.; Jan, J.T.; Liang, P.H.; Wang, S.Y.; Liu, H.G.; Lee, C.K.; Chang, S.T.; Kuo, C.J.; Lee, S.S. et al. Specific plant terpenoids and lignoids possess potent antiviral activities against severe acute respiratory syndrome coronavirus. J. Med. Chem.; 2007; 50, pp. 4087-4095. [DOI: https://dx.doi.org/10.1021/jm070295s] [PubMed: https://www.ncbi.nlm.nih.gov/pubmed/17663539]
13. Shady, H.N.; Youssif, K.A.; Sayed, A.M.; Belbahri, L.; Oszako, T.; Hassan, H.M.; Abdelmohsen, U.R. Sterols and triterpenes: Antiviral potential supported by in-silico analysis. Plants; 2021; 10, 41. [DOI: https://dx.doi.org/10.3390/plants10010041] [PubMed: https://www.ncbi.nlm.nih.gov/pubmed/33375282]
14. Su, H.X.; Yao, S.; Zhao, W.F.; Li, M.J.; Liu, J.; Shang, W.J.; Xie, H.; Ke, C.-Q.; Hu, H.-C.; Gao, M.-N. et al. Anti-SARS-CoV-2 activities in vitro of Shuanghuanglian preparations and bioactive ingredients. Acta Pharmacol. Sin.; 2020; 41, pp. 1167-1177. [DOI: https://dx.doi.org/10.1038/s41401-020-0483-6] [PubMed: https://www.ncbi.nlm.nih.gov/pubmed/32737471]
15. Abian, O.; Ortega-Alarcon, D.; Jimenez-Alesanco, A.; Ceballos-Laita, L.; Vega, S.; Reyburn, H.T.; Rizzuti, B.; Velazquez-Campoy, A. Structural stability of SARS-CoV-2 3CLpro and identification of quercetin as an inhibitor by experimental screening. Int. J. Biol. Macromol.; 2020; 164, pp. 1693-1703. [DOI: https://dx.doi.org/10.1016/j.ijbiomac.2020.07.235] [PubMed: https://www.ncbi.nlm.nih.gov/pubmed/32745548]
16. Abdallah, H.M.; El-Halawany, A.M.; Sirwi, A.; El-Araby, A.M.; Mohamed, G.A.; Ibrahim, S.R.; Elfaky, M.A. Repurposing of some natural product isolates as SARS-COV-2 main protease inhibitors via in vitro cell free and cell-based antiviral assessments and molecular modeling approaches. Pharmaceuticals; 2021; 14, 213. [DOI: https://dx.doi.org/10.3390/ph14030213] [PubMed: https://www.ncbi.nlm.nih.gov/pubmed/33806331]
17. Hattori, S.I.; Higashi-Kuwata, N.; Hayashi, H.; Allu, S.R.; Raghavaiah, J.; Bulut, H.; Debananda, D.; Anson, B.J.; Lendy, E.K.; Takamatsu, Y. A small molecule compound with an indole moiety inhibits the main protease of SARS-CoV-2 and blocks virus replication. Nat. Commun.; 2021; 12, pp. 1-12. [DOI: https://dx.doi.org/10.1038/s41467-021-20900-6]
18. Guinda, A.; Rada, M.; Delgado, T.; Gutierrez-Adanez, P.; Castellano, J.M. Pentacyclic triterpenoids from olive fruit and leaf. J. Agric. Food Chem.; 2010; 58, pp. 9685-9691. [DOI: https://dx.doi.org/10.1021/jf102039t]
19. Kong, L.; Li, S.; Liao, Q.; Zhang, Y.; Sun, R.; Zhu, X.; Zhang, Q.; Wang, J.; Wu, X.; Fang, X. et al. Oleanolic acid and ursolic acid: Novel hepatitis C virus antivirals that inhibit NS5B activity. Antivir. Res.; 2013; 98, pp. 44-53. [DOI: https://dx.doi.org/10.1016/j.antiviral.2013.02.003]
20. Tohmé, M.J.; Giménez, M.C.; Peralta, A.; Colombo, M.I.; Delgui, L.R. Ursolic acid: A novel antiviral compound inhibiting rotavirus infection in vitro. Int. J. Antimicrob. Agents; 2019; 54, pp. 601-609. [DOI: https://dx.doi.org/10.1016/j.ijantimicag.2019.07.015] [PubMed: https://www.ncbi.nlm.nih.gov/pubmed/31356859]
21. Parra, A.; Rivas, F.; Lopez, P.E.; Garcia-Granados, A.; Martinez, A.; Albericio, F.; Muñoz, E. Solution-and solid-phase synthesis and anti-HIV activity of maslinic acid derivatives containing amino acids and peptides. Bioorganic Med. Chem.; 2009; 17, pp. 1139-1145. [DOI: https://dx.doi.org/10.1016/j.bmc.2008.12.041] [PubMed: https://www.ncbi.nlm.nih.gov/pubmed/19135380]
22. Parra, A.; Martin-Fonseca, S.; Rivas, F.; Reyes-Zurita, F.J.; Medina-O’Donnell, M.; Martinez, A.; Lupiañez, J.A.; Albericio, F. Semi-synthesis of acylated triterpenes from olive-oil industry wastes for the development of anticancer and anti-HIV agents. Eur. J. Med. Chem.; 2014; 74, pp. 278-301. [DOI: https://dx.doi.org/10.1016/j.ejmech.2013.12.049] [PubMed: https://www.ncbi.nlm.nih.gov/pubmed/24480359]
23. Seeliger, D.; de Groot, B.L. Ligand docking and binding site analysis with PyMOL and Autodock/Vina. J. Comput. Aided Mol. Des.; 2010; 24, pp. 417-422. [DOI: https://dx.doi.org/10.1007/s10822-010-9352-6] [PubMed: https://www.ncbi.nlm.nih.gov/pubmed/20401516]
24. Bowers, K.J.; Chow, D.E.; Xu, H.; Dror, R.O.; Eastwood, M.P.; Gregersen, B.A.; Salmon, J.K. Scalable algorithms for molecular dynamics simulations on commodity clusters. Proceedings of the 2006 ACM/IEEE Conference on Supercomputing; Tampa, FL, USA, 11–17 November 2006; 43.
25. Desmond Molecular Dynamics System. Available online: https://www.schrodinger.com/products/desmond (accessed on 29 April 2021).
26. Schrodinger LLC Maestro; version 9.0 Schrodinger: New York, NY, USA, 2009.
27. Phillips, J.C.; Braun, R.; Wang, W.; Gumbart, J.; Tajkhorshid, E.; Villa, E.; Chipot, C.; Skeel, R.D.; Kalé, L.; Schulten, K. Scalable molecular dynamics with NAMD. J. Comput. Chem.; 2005; 26, pp. 1781-1802. [DOI: https://dx.doi.org/10.1002/jcc.20289] [PubMed: https://www.ncbi.nlm.nih.gov/pubmed/16222654]
28. Jo, S.; Kim, T.; Iyer, V.G.; Im, W. CHARMM-GUI: A web-based graphical user interface for CHARMM. J. Comput. Chem.; 2008; 29, pp. 1859-1865. [DOI: https://dx.doi.org/10.1002/jcc.20945] [PubMed: https://www.ncbi.nlm.nih.gov/pubmed/18351591]
29. Humphrey, W.; Dalke, A.; Schulten, K. VMD: Visual molecular dynamics. J. Mol. Graph.; 1996; 14, pp. 33-38. [DOI: https://dx.doi.org/10.1016/0263-7855(96)00018-5]
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Abstract
SARS CoV-2 pandemic is still considered a global health disaster, and newly emerged variants keep growing. A number of promising vaccines have been recently developed as a protective measure; however, cost-effective treatments are also of great importance to support this critical situation. Previously, betulinic acid has shown promising antiviral activity against SARS CoV via targeting its main protease. Herein, we investigated the inhibitory potential of this compound together with three other triterpene congeners (i.e., ursolic acid, maslinic acid, and betulin) derived from olive leaves against the viral main protease (Mpro) of the currently widespread SARS CoV-2. Interestingly, betulinic, ursolic, and maslinic acids showed significant inhibitory activity (IC50 = 3.22–14.55 µM), while betulin was far less active (IC50 = 89.67 µM). A comprehensive in-silico analysis (i.e., ensemble docking, molecular dynamic simulation, and binding-free energy calculation) was then performed to describe the binding mode of these compounds with the enzyme catalytic active site and determine the main essential structural features required for their inhibitory activity. Results presented in this communication indicated that this class of compounds could be considered as a promising lead scaffold for developing cost-effective anti-SARS CoV-2 therapeutics.
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Details




1 Department of Medical Laboratory Technology, Faculty of Applied Medical Sciences, King Abdulaziz University, P.O. Box 80402, Jeddah 21589, Saudi Arabia;
2 Department of Pharmacognosy, Faculty of Pharmacy, Nahda University, Beni-Suef 62513, Egypt;
3 Special Infectious Agent Unit, King Fahd Medical Research Centre, King Abdulaziz University, P.O. Box 80402, Jeddah 21589, Saudi Arabia;
4 Department of Medical Laboratory Technology, Faculty of Applied Medical Sciences, King Abdulaziz University, P.O. Box 80402, Jeddah 21589, Saudi Arabia;
5 School of Computing, Engineering & Physical Sciences, University of the West of Scotland, Paisley PA1 2BE, UK