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1.
J Mol Model ; 27(11): 341, 2021 Nov 03.
Article in English | MEDLINE | ID: mdl-34731296

ABSTRACT

From the beginning of pandemic, more than 240 million people have been infected with a death rate higher than 2%. Indeed, the current exit strategy involving the spreading of vaccines must be combined with progress in effective treatment development. This scenario is sadly supported by the vaccine's immune activation time and the inequalities in the global immunization schedule. Bringing the crises under control means providing the world population with accessible and impactful new therapeutics. We screened a natural product library that contains a unique collection of 2370 natural products into the binding site of the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) main protease (Mpro). According to the docking score and to the interaction at the active site, three phenylethanoid glycosides (forsythiaside A, isoacteoside, and verbascoside) were selected. In order to provide better insight into the atomistic interaction and test the impact of the three selected compounds at the binding site, we resorted to a half microsecond-long molecular dynamics simulation. As a result, we are showing that forsythiaside A is the most stable molecule and it is likely to possess the highest inhibitory effect against SARS-CoV-2 Mpro. Phenylethanoid glycosides also have been reported to have both protease and kinase activity. This kinase inhibitory activity is very beneficial in fighting viruses inside the body as kinases are required for viral entry, metabolism, and/or reproduction. The dual activity (kinase/protease) of phenylethanoid glycosides makes them very promising anit-COVID-19 agents.


Subject(s)
Antiviral Agents/pharmacology , Coronavirus 3C Proteases/antagonists & inhibitors , Coronavirus Protease Inhibitors/pharmacology , Glycosides/pharmacology , Antiviral Agents/chemistry , Binding Sites , Coronavirus 3C Proteases/chemistry , Coronavirus 3C Proteases/metabolism , Coronavirus Protease Inhibitors/chemistry , Drug Evaluation, Preclinical , Glucosides/chemistry , Glucosides/metabolism , Glucosides/pharmacology , Glycosides/chemistry , Glycosides/metabolism , Hydrogen Bonding , Molecular Docking Simulation , Molecular Dynamics Simulation , Phenols/chemistry , Phenols/metabolism , Phenols/pharmacology
2.
Molecules ; 26(17)2021 Aug 28.
Article in English | MEDLINE | ID: mdl-34500664

ABSTRACT

This study aims to identify and isolate the secondary metabolites of Zingiber officinale using GC-MS, preparative TLC, and LC-MS/MS methods, to evaluate the inhibitory potency on SARS-CoV-2 3 chymotrypsin-like protease enzyme, as well as to study the molecular interaction and stability by using docking and molecular dynamics simulations. GC-MS analysis suggested for the isolation of terpenoids compounds as major compounds on methanol extract of pseudostems and rhizomes. Isolation and LC-MS/MS analysis identified 5-hydro-7, 8, 2'-trimethoxyflavanone (9), (E)-hexadecyl-ferulate (1), isocyperol (2), N-isobutyl-(2E,4E)-octadecadienamide (3), and nootkatone (4) from the rhizome extract, as well as from the leaves extract with the absence of 9. Three known steroid compounds, i.e., spinasterone (7), spinasterol (8), and 24-methylcholesta-7-en-3ß-on (6), were further identified from the pseudostem extract. Molecular docking showed that steroids compounds 7, 8, and 6 have lower predictive binding energies (MMGBSA) than other metabolites with binding energy of -87.91, -78.11, and -68.80 kcal/mole, respectively. Further characterization on the single isolated compound by NMR showed that 6 was identified and possessed 75% inhibitory activity on SARS-CoV-2 3CL protease enzyme that was slightly different with the positive control GC376 (77%). MD simulations showed the complex stability with compound 6 during 100 ns simulation time.


Subject(s)
COVID-19 Drug Treatment , Coronavirus 3C Proteases/antagonists & inhibitors , Coronavirus Protease Inhibitors/pharmacology , Plant Extracts/pharmacology , Zingiber officinale/chemistry , Coronavirus 3C Proteases/metabolism , Coronavirus 3C Proteases/ultrastructure , Coronavirus Protease Inhibitors/chemistry , Coronavirus Protease Inhibitors/isolation & purification , Coronavirus Protease Inhibitors/therapeutic use , Crystallography, X-Ray , Enzyme Assays , Gas Chromatography-Mass Spectrometry , Humans , Magnetic Resonance Spectroscopy , Molecular Docking Simulation , Molecular Dynamics Simulation , Plant Extracts/chemistry , Plant Extracts/isolation & purification , Plant Extracts/therapeutic use , Pyrrolidines/pharmacology , SARS-CoV-2/drug effects , SARS-CoV-2/enzymology , Structure-Activity Relationship , Sulfonic Acids/pharmacology
3.
Int J Mol Sci ; 22(14)2021 Jul 19.
Article in English | MEDLINE | ID: mdl-34299333

ABSTRACT

In the last year, the COVID-19 pandemic has highly affected the lifestyle of the world population, encouraging the scientific community towards a great effort on studying the infection molecular mechanisms. Several vaccine formulations are nowadays available and helping to reach immunity. Nevertheless, there is a growing interest towards the development of novel anti-covid drugs. In this scenario, the main protease (Mpro) represents an appealing target, being the enzyme responsible for the cleavage of polypeptides during the viral genome transcription. With the aim of sharing new insights for the design of novel Mpro inhibitors, our research group developed a machine learning approach using the support vector machine (SVM) classification. Starting from a dataset of two million commercially available compounds, the model was able to classify two hundred novel chemo-types as potentially active against the viral protease. The compounds labelled as actives by SVM were next evaluated through consensus docking studies on two PDB structures and their binding mode was compared to well-known protease inhibitors. The best five compounds selected by consensus docking were then submitted to molecular dynamics to deepen binding interactions stability. Of note, the compounds selected via SVM retrieved all the most important interactions known in the literature.


Subject(s)
COVID-19 Drug Treatment , Coronavirus Protease Inhibitors/pharmacology , Drug Evaluation, Preclinical/methods , SARS-CoV-2/drug effects , Support Vector Machine , Antiviral Agents/pharmacology , COVID-19/virology , Coronavirus Protease Inhibitors/metabolism , Databases, Pharmaceutical , Humans , Molecular Docking Simulation , Molecular Dynamics Simulation , Pandemics , SARS-CoV-2/enzymology , Small Molecule Libraries , Supervised Machine Learning , Viral Nonstructural Proteins/metabolism , Viral Proteases/metabolism
4.
Fitoterapia ; 152: 104909, 2021 Jul.
Article in English | MEDLINE | ID: mdl-33894315

ABSTRACT

3-Chymotrypsin-like protease (3CLpro) is a virally encoded main proteinase that is pivotal for the viral replication across a broad spectrum of coronaviruses. This study aims to discover the naturally occurring SARS-CoV-2 3CLpro inhibitors from herbal constituents, as well as to investigate the inhibitory mechanism of the newly identified efficacious SARS-CoV-2 3CLpro inhibitors. Following screening of the inhibitory potentials of eighty herbal products against SARS-CoV-2 3CLpro, Ginkgo biloba leaves extract (GBLE) was found with the most potent SARS-CoV-2 3CLpro inhibition activity (IC50 = 6.68 µg/mL). Inhibition assays demonstrated that the ginkgolic acids (GAs) and the bioflavones isolated from GBLE displayed relatively strong SARS-CoV-2 3CLpro inhibition activities (IC50 < 10 µM). Among all tested constituents, GA C15:0, GA C17:1 and sciadopitysin displayed potent 3CLpro inhibition activities, with IC50 values of less than 2 µM. Further inhibition kinetic studies and docking simulations clearly demonstrated that two GAs and sciadopitysin strongly inhibit SARS-CoV-2 3CLprovia a reversible and mixed inhibition manner. Collectively, this study found that both GBLE and the major constituents in this herbal product exhibit strong SARS-CoV-2 3CLpro inhibition activities, which offer several promising leading compounds for developing novel anti-COVID-19 medications via targeting on 3CLpro.


Subject(s)
Antiviral Agents/pharmacology , COVID-19 Drug Treatment , Coronavirus Protease Inhibitors/pharmacology , Ginkgo biloba/chemistry , Plant Extracts/pharmacology , SARS-CoV-2/drug effects , Virus Replication/drug effects , Antiviral Agents/therapeutic use , Biflavonoids/pharmacology , Biflavonoids/therapeutic use , Coronavirus Protease Inhibitors/therapeutic use , Flavones/pharmacology , Flavones/therapeutic use , Humans , Molecular Structure , Phytotherapy , Plant Extracts/therapeutic use , Plant Leaves/chemistry , SARS-CoV-2/enzymology , Salicylates/pharmacology , Salicylates/therapeutic use
5.
Curr Drug Discov Technol ; 18(5): e17092020186048, 2021.
Article in English | MEDLINE | ID: mdl-32957889

ABSTRACT

BACKGROUND: The recent outbreak of Coronavirus SARS-CoV-2 (Covid-19), which has rapidly spread around the world in about three months with tens of thousands of deaths recorded so far is a global concern. An urgent need for potential therapeutic intervention is of necessity. Mpro is an attractive druggable target for the development of anti-COVID-19 drug development. METHODS: Compounds previously characterized by Melissa officinalis were queried against the main protease of coronavirus SARS-CoV-2 using a computational approach. RESULTS: Melitric acid A and salvanolic acid A had higher affinity than lopinavir and ivermectin using both AutodockVina and XP docking algorithms. The computational approach was employed in the generation of the QSAR model using automated QSAR, and in the docking of ligands from Melissa officinalis with SARS-CoV-2 Mpro inhibitors. The best model obtained was KPLS_Radial_ 28 (R2 = 0.8548 and Q2=0.6474, which was used in predicting the bioactivity of the lead compounds. Molecular mechanics based MM-GBSA confirmed salvanolic acid A as the compound with the highest free energy and predicted bioactivity of 4.777; it interacted with His-41 of the catalytic dyad (Cys145-His41) of SARS-CoV-2 main protease (Mpro), as this may hinder the cutting of inactive viral protein into active ones capable of replication. CONCLUSION: Salvanolic acid A can be further evaluated as a potential Mpro inhibitor.


Subject(s)
COVID-19 Drug Treatment , Coronavirus 3C Proteases/antagonists & inhibitors , Coronavirus Protease Inhibitors/pharmacology , Melissa/chemistry , SARS-CoV-2 , Antiviral Agents/pharmacology , Drug Discovery , Humans , Molecular Docking Simulation/methods , Molecular Dynamics Simulation , Plants, Medicinal , SARS-CoV-2/drug effects , SARS-CoV-2/physiology
6.
Comput Biol Chem ; 89: 107376, 2020 Dec.
Article in English | MEDLINE | ID: mdl-32979815

ABSTRACT

Human ubiquitin carboxyl-terminal hydrolase-2 (USP2) inhibitors, such as thiopurine analogs, have been reported to inhibit SARS-CoV papain-like proteases (PLpro). The PLpro have significant functional implications in the innate immune response during SARS-CoV-2 infection and considered an important antiviral target. Both proteases share strikingly similar USP fold with right-handed thumb-palm-fingers structural scaffold and conserved catalytic triad Cys-His-Asp/Asn. In this urgency situation of COVID-19 outbreak, there is a lack of in-vitro facilities readily available to test SARS-CoV-2 inhibitors in whole-cell assays. Therefore, we adopted an alternate route to identify potential USP2 inhibitor through integrated in-silico efforts. After an extensive virtual screening protocol, the best compounds were selected and tested. The compound Z93 showed significant IC50 value against Jurkat (9.67 µM) and MOTL-4 cells (11.8 µM). The binding mode of Z93 was extensively analyzed through molecular docking, followed by MD simulations, and molecular interactions were compared with SARS-CoV-2. The relative binding poses of Z93 fitted well in the binding site of both proteases and showed consensus π-π stacking and H-bond interactions with histidine and aspartate/asparagine residues of the catalytic triad. These results led us to speculate that compound Z93 might be the first potential chemical lead against SARS-CoV-2 PLpro, which warrants in-vitro evaluations.


Subject(s)
Antiviral Agents/pharmacology , COVID-19 Drug Treatment , Coronavirus 3C Proteases/antagonists & inhibitors , Coronavirus Protease Inhibitors/pharmacology , SARS-CoV-2/drug effects , SARS-CoV-2/enzymology , Ubiquitin Thiolesterase/antagonists & inhibitors , Antiviral Agents/chemistry , COVID-19/virology , Cell Line, Tumor , Coronavirus 3C Proteases/metabolism , Coronavirus Protease Inhibitors/chemistry , Drug Evaluation, Preclinical , Humans , Jurkat Cells , Models, Molecular , Molecular Structure , Ubiquitin Thiolesterase/metabolism
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