scholarly journals Potential of Plant Bioactive Compounds as SARS-CoV-2 Main Protease (Mpro) and Spike (S) Glycoprotein Inhibitors: A Molecular Docking Study

Scientifica ◽  
2020 ◽  
Vol 2020 ◽  
pp. 1-18
Author(s):  
Trina Ekawati Tallei ◽  
Sefren Geiner Tumilaar ◽  
Nurdjannah Jane Niode ◽  
Fatimawali ◽  
Billy Johnson Kepel ◽  
...  
Keyword(s):  
Free Energy ◽  
Molecular Docking ◽  
Bioactive Compounds ◽  
Binding Free Energy ◽  
Chemical Reactivity ◽  
Epigallocatechin Gallate ◽  
Nucleophilic Attack ◽  
Molecular Docking Study ◽  
Main Protease ◽  
Glycoprotein Inhibitors

Since the outbreak of the COVID-19 (coronavirus disease 19) pandemic, researchers have been trying to investigate several active compounds found in plants that have the potential to inhibit the proliferation of SARS-CoV-2 (severe acute respiratory syndrome coronavirus 2). The present study aimed to evaluate bioactive compounds found in plants using a molecular docking approach to inhibit the main protease (Mpro) and spike (S) glycoprotein of SARS-CoV-2. The evaluation was performed on the docking scores calculated using AutoDock Vina (AV) as a docking engine. A rule of five (Ro5) was calculated to determine whether a compound meets the criteria as an active drug orally in humans. The determination of the docking score was performed by selecting the best conformation of the protein-ligand complex that had the highest affinity (most negative Gibbs’ free energy of binding/ Δ G ). As a comparison, nelfinavir (an antiretroviral drug), chloroquine, and hydroxychloroquine sulfate (antimalarial drugs recommended by the FDA as emergency drugs) were used. The results showed that hesperidin, nabiximols, pectolinarin, epigallocatechin gallate, and rhoifolin had better poses than nelfinavir, chloroquine, and hydroxychloroquine sulfate as spike glycoprotein inhibitors. Hesperidin, rhoifolin, pectolinarin, and nabiximols had about the same pose as nelfinavir but were better than chloroquine and hydroxychloroquine sulfate as Mpro inhibitors. This finding implied that several natural compounds of plants evaluated in this study showed better binding free energy compared to nelfinavir, chloroquine, and hydroxychloroquine sulfate, which so far are recommended in the treatment of COVID-19. From quantum chemical DFT calculations, the ascending order of chemical reactivity of selected compounds was pectolinarin > hesperidin > rhoifolin > morin > epigallocatechin gallate. All isolated compounds’ C=O regions are preferable for an electrophilic attack, and O-H regions are suitable for a nucleophilic attack. Furthermore, Homo-Lumo and global descriptor values indicated a satisfactory remarkable profile for the selected compounds. As judged by the RO5 and previous study by others, the compounds kaempferol, herbacetin, eugenol, and 6-shogaol have good oral bioavailability, so they are also seen as promising candidates for the development of drugs to treat infections caused by SARS-CoV-2. The present study identified plant-based compounds that can be further investigated in vitro and in vivo as lead compounds against SARS-CoV-2.

scholarly journals Potential of Plant Bioactive Compounds as SARS-CoV-2 Main Protease (Mpro) and Spike (S) Glycoprotein Inhibitors: A Molecular Docking Study

2020 ◽  
Author(s):  
Trina Ekawati Tallei ◽  
Sefren Geiner Tumilaar ◽  
Nurdjannah Jane Niode ◽  
Fatimawali Fatimawali ◽  
Billy Johnson Kepel ◽  
...  
Keyword(s):  
Free Energy ◽  
Molecular Docking ◽  
Bioactive Compounds ◽  
Binding Free Energy ◽  
Epigallocatechin Gallate ◽  
Docking Study ◽  
Molecular Docking Study ◽  
Ligand Complex ◽  
Main Protease ◽  
Glycoprotein Inhibitors

Since the outbreak of the COVID-19 (Coronavirus Disease 19) pandemic, researchers have been trying to investigate several active compounds found in plants that have the potential to inhibit the proliferation of SARS-CoV-2 (Severe acute respiratory syndrome coronavirus 2). The present study aimed to evaluate bioactive compounds found in plants by using a molecular docking approach to inhibit the Main Protease (Mpro) and Spike (S) glycoprotein of SARS-CoV-2. The evaluation was performed on the docking scores calculated using AutoDock Vina as a docking engine. A rule of five (RO5) was calculated to determine whether a compound meets the criteria as an active drug orally in humans. The determination of the docking score was done by selecting the best conformation of the protein-ligand complex that had the highest affinity (most negative Gibbs' free energy of binding / ΔG). As a comparison, nelfinavir (an antiretroviral drug), chloroquine and hydroxychloroquine sulfate (anti-malarial drugs recommended by the FDA as emergency drugs) were used. The results showed that hesperidin, nabiximols, pectolinarin, epigallocatechin gallate, and rhoifolin had better poses than nelfinavir, chloroquine, and hydroxychloroquine sulfate as spike glycoprotein inhibitors. Hesperidin, rhoifolin, pectolinarin, and nabiximols had about the same pose as nelfinavir, but were better than chloroquine and hydroxychloroquine sulfate as Mpro inhibitors. These plant compounds have the potential to be developed as specific therapeutic agents against COVID-19. Several natural compounds of plants evaluated in this study showed better binding free energy compared to nelfinavir, chloroquine, and hydroxychloroquine sulfate which so far are recommended in the treatment of COVID-19. As judged by the RO5 and previous study by others, the compounds kaempferol, herbacetin, eugenol, and 6-shogaol have good oral bioavailability, so they are also seen as promising candidates for the development lead compounds to treat infections caused by SARS-CoV-2.

scholarly journals Potential of Plant Bioactive Compounds as SARS-CoV-2 Main Protease (Mpro) and Spike (S) Glycoprotein Inhibitors: A Molecular Docking Study

2020 ◽  
Author(s):  
Trina Ekawati Tallei ◽  
Sefren Geiner Tumilaar ◽  
Nurdjannah Jane Niode ◽  
Fatimawali Fatimawali ◽  
Billy Johnson Kepel ◽  
...  
Keyword(s):  
Free Energy ◽  
Molecular Docking ◽  
Bioactive Compounds ◽  
Binding Free Energy ◽  
Biological Activities ◽  
Epigallocatechin Gallate ◽  
Docking Study ◽  
Molecular Docking Study ◽  
Main Protease ◽  
Glycoprotein Inhibitors

Background: Since the outbreak of the coronavirus disease 2019 (COVID-19) pandemic, researchers have been trying to investigate several active compounds found in plants that have the potential to inhibit the proliferation of SARS-CoV-2 (severe acute respiratory syndrome coronavirus 2), the cause of COVID-19. The search for plant-based antivirals against the SARS-CoV-2 is promising, as several plants have been shown to possess antiviral activities against betacoronaviruses (beta-CoVs) Objective: The present study aimed to evaluate bioactive compounds found in plants by using a molecular docking approach to inhibit Main Protease (Mpro) (PDB code: 6LU7) and Spike (S) Glycoprotein (PDB code: 6VXX) of SARS-CoV-2. Methods: Evaluation was performed on the docking scores calculated using AutoDock Vina as a docking engine. For each compound that was docked, a rule of five was calculated to determine whether a compound with certain pharmacological or biological activities might have chemical and physical properties that would make it an active drug orally in humans. Determination of the docking score was done by selecting the conformation of the ligand that has the lowest binding free energy (best pose). As a comparison, nelfinavir (an antiretroviral drug), chloroquine and hydroxychloroquine sulfate (anti-malarial drugs recommended by the FDA as emergency drugs) were used. Results: The results showed that hesperidine, cannabinoids, pectolinarin, epigallocatechin gallate, and rhoifolin had better poses than nelfinavir, chloroquine and hydroxychloroquine sulfate as spike glycoprotein inhibitors. Hesperidin, rhoifolin, pectolinarin, and cannabinoids had about the same pose as nelfinavir, but were better than chloroquine and hydroxychloroquine sulfate as Mpro inhibitors. These plant compounds have the potential to be developed as specific therapeutic agents against COVID-19. Conclusion: Several natural compounds of plants evaluated in this study showed better binding free energy compared to nelfinavir, chloroquine and hydroxychloroquine sulfate which so far are recommended in the treatment of COVID-19.

scholarly journals Potential of Plant Bioactive Compounds as SARS-CoV-2 Main Protease (Mpro) and Spike (S) Glycoprotein Inhibitors: A Molecular Docking Study

2020 ◽  
Author(s):  
Trina Ekawati Tallei ◽  
Sefren Geiner Tumilaar ◽  
Nurdjannah Jane Niode ◽  
Fatimawali Fatimawali ◽  
Billy Johnson Kepel ◽  
...  
Keyword(s):  
Free Energy ◽  
Molecular Docking ◽  
Bioactive Compounds ◽  
Binding Free Energy ◽  
Biological Activities ◽  
Epigallocatechin Gallate ◽  
Docking Study ◽  
Molecular Docking Study ◽  
Main Protease ◽  
Glycoprotein Inhibitors

Background: Since the outbreak of the coronavirus disease 2019 (COVID-19) pandemic, researchers have been trying to investigate several active compounds found in plants that have the potential to inhibit the proliferation of SARS-CoV-2 (severe acute respiratory syndrome coronavirus 2), the cause of COVID-19. The search for plant-based antivirals against the SARS-CoV-2 is promising, as several plants have been shown to possess antiviral activities against betacoronaviruses (beta-CoVs) Objective: The present study aimed to evaluate bioactive compounds found in plants by using a molecular docking approach to inhibit Main Protease (Mpro) (PDB code: 6LU7) and Spike (S) Glycoprotein (PDB code: 6VXX) of SARS-CoV-2. Methods: Evaluation was performed on the docking scores calculated using AutoDock Vina as a docking engine. For each compound that was docked, a rule of five was calculated to determine whether a compound with certain pharmacological or biological activities might have chemical and physical properties that would make it an active drug orally in humans. Determination of the docking score was done by selecting the conformation of the ligand that has the lowest binding free energy (best pose). As a comparison, nelfinavir (an antiretroviral drug), chloroquine and hydroxychloroquine sulfate (anti-malarial drugs recommended by the FDA as emergency drugs) were used. Results: The results showed that hesperidine, cannabinoids, pectolinarin, epigallocatechin gallate, and rhoifolin had better poses than nelfinavir, chloroquine and hydroxychloroquine sulfate as spike glycoprotein inhibitors. Hesperidin, rhoifolin, pectolinarin, and cannabinoids had about the same pose as nelfinavir, but were better than chloroquine and hydroxychloroquine sulfate as Mpro/3CLpro inhibitors. These plant compounds have the potential to be developed as specific therapeutic agents against COVID-19. Conclusion: Several natural compounds of plants evaluated in this study showed better binding free energy compared to nelfinavir, chloroquine and hydroxychloroquine sulfate which so far are recommended in the treatment of COVID-19.

scholarly journals Analysis of flavonoid compounds of Orange (Citrus sp.) peel as anti-main protease of SARS-CoV-2: A molecular docking study

2022 ◽  
Vol 951 (1) ◽  
pp. 012078
Author(s):  
N B Maulydia ◽  
T E Tallei ◽  
B Ginting ◽  
R Idroes ◽  
D N illian ◽  
...  
Keyword(s):  
Free Energy ◽  
Molecular Docking ◽  
Binding Free Energy ◽  
Docking Study ◽  
Molecular Docking Study ◽  
Flavonoid Compounds ◽  
Global Pandemic ◽  
Main Protease ◽  
New Type ◽  
The City

Abstract SARS-CoV-2 is a new type of coronavirus that causes COVID-19. This virus was first detected in the city of Wuhan, China, at the end of 2019, and until now, it has become a global pandemic. The FDA recently approved Vekluty (remdesivir) for adults and certain pediatric patients who have COVID-19 and are sick enough to require hospitalization. One of the potential drug target candidates for SARS-CoV-2 is the main protease (Mpro). The purpose of this study was to analyze the flavonoid compounds found in orange (Citrus sp.) peel to determine its potential as anti-Mpro through a molecular docking study. The compounds were initially screened for drug-like properties and then docked using Autodock Vina in the PyRx emulator software. The docking results were visualized using the BIOVIA Discovery Visualizer 2020. The result showed that the binding free energy of hesperidin (-8.6 kcal/mol) was higher than nelfinavir (-8.5 kcal/mol). In addition, hesperitin (-7.3 kcal/mol), sakuranetin (-7.1 kcal/mol), isosacuranetin (-7.2 kcal/mol) and tetra-o-methylscutallerin (-6.8 kcal/mol) exhibited lower binding free energy value than control. Based on these results, hesperidin has the potential as an inhibitor of the main protease’s SARS-CoV-2.

Molecular docking study and development of an empirical binding free energy model for phosphodiesterase 4 inhibitors

2006 ◽  
Vol 14 (17) ◽  
pp. 6001-6011 ◽  
Author(s):  
Fernanda G. Oliveira ◽  
Carlos M.R. Sant’Anna ◽  
Ernesto R. Caffarena ◽  
Laurent E. Dardenne ◽  
Eliezer J. Barreiro
Keyword(s):  
Free Energy ◽  
Molecular Docking ◽  
Binding Free Energy ◽  
Docking Study ◽  
Energy Model ◽  
Molecular Docking Study ◽  
Phosphodiesterase 4 ◽  
Phosphodiesterase 4 Inhibitors ◽  
Free Energy Model

scholarly journals Computational Determination of Potential Inhibitors of SARS-CoV-2 Main Protease

2020 ◽  
Author(s):  
Son Tung Ngo ◽  
Ngoc Quynh Anh Pham ◽  
Ly Le ◽  
Duc-Hung Pham ◽  
Van Vu
Keyword(s):  
Free Energy ◽  
Molecular Docking ◽  
Drug Targets ◽  
Binding Free Energy ◽  
Natural Compounds ◽  
Main Protease ◽  
Energy Perturbation ◽  
Novel Coronavirus ◽  
Potential Inhibitors ◽  
Hiv 1

<p>The novel coronavirus (SARS-CoV-2) has infected over 850,000 people and caused more than 42000 deaths worldwide as of April 1<sup>st</sup>, 2020. As the disease is spreading rapidly all over the world, it is urgent to find effective drugs to treat the virus. The main protease (Mpro) of SARS-CoV-2 is one of the potential drug targets. In this work, we used rigorous computational methods, including molecular docking, fast pulling of ligand (FPL), and free energy perturbation (FEP), to investigate potential inhibitors of SARS-CoV-2 Mpro. We first tested our approach with three reported inhibitors of SARS-CoV-2 Mpro; and our computational results are in good agreement with the respective experimental data. Subsequently, we applied our approach on a databases of ~4600 natural compounds found in Vietnamese plants, as well as 8 available HIV-1 protease (PR) inhibitors and an aza-peptide epoxide. Molecular docking resulted in a short list of 35 natural compounds, which was subsequently refined using the FPL scheme. FPL simulations resulted in five potential inhibitors, including 3 natural compounds and two available HIV-1 PR inhibitors. Finally, FEP, the most accurate and precise method, was used to determine the absolute binding free energy of these five compounds. FEP results indicate that two natural compounds, <i>cannabisin </i>A and <i>isoacteoside</i>, and an HIV-1 PR inhibitor, <i>darunavir</i>, exhibit large binding free energy to SARS-CoV-2 Mpro, which is larger than that of <b>13b</b>, the most reliable SARS-CoV-2 Mpro inhibitor recently reported. The binding free energy largely arises from van der Waals (vdW) interaction. We also found that Glu166 form H-bonds to all the inhibitors. Replacing Glu166 by an alanine residue leads to ~ 2.0 kcal/mol decreases in the affinity of <i>darunavir </i>to SARS-CoV-2 Mpro. Our results could contribute to the development of potentials drugs inhibiting SARS-CoV-2. </p>

scholarly journals Drug Repurposing Against SARS-CoV-2 Using E-Pharmacophore Based Virtual Screening and Molecular Docking with Main Protease as the Target

2020 ◽  
Author(s):  
arun kumar ◽  
Sharanya C.S ◽  
Abhithaj J ◽  
Dileep Francis ◽  
Sadasivan C
Keyword(s):  
Free Energy ◽  
Molecular Docking ◽  
Drug Target ◽  
Binding Free Energy ◽  
Drug Repurposing ◽  
Energy Calculation ◽  
Viral Protease ◽  
Energy Estimation ◽  
Main Protease ◽  
Potential Inhibitors

Since its first report in December 2019 from China the COVID-19 pandemic caused by the beta-coronavirus SARS-CoV-2 has spread at an alarming pace infecting about 26 lakh, and claiming the lives of more than 1.8 lakh individuals across the globe. Although social quarantine measures have succeeded in containing the spread of the virus to some extent, the lack of a clinically approved vaccine or drug remains the biggest bottleneck in combating the pandemic. Drug repurposing can expedite the process of drug development by identifying known drugs which are effective against SARS-CoV-2. The SARS-CoV-2 main protease is a promising drug target due to its indispensable role in viral multiplication inside the host. In the present study an E-pharmacophore hypothesis was generated using the crystal structure of the viral protease in complex with an imidazole carbaximide inhibitor as the drug target. Drugs available in the superDRUG2 database were used to identify candidate drugs for repurposing. The hits were further screened using a structure based approach involving molecular docking at different precisions. The most promising drugs were subjected to binding free energy estimation using MM-GBSA. Among the 4600 drugs screened 17 drugs were identified as candidate inhibitors of the viral protease based on the glide scores obtained from molecular docking. Binding free energy calculation showed that six drugs viz, Binifibrate, Macimorelin acetate, Bamifylline, Rilmazafon, Afatinib and Ezetimibe can act as potential inhibitors of the viral protease.

scholarly journals Molecular Docking Study on Several Benzoic Acid Derivatives against SARS-CoV-2

Molecules ◽  
2020 ◽  
Vol 25 (24) ◽  
pp. 5828
Author(s):  
Amalia Stefaniu ◽  
Lucia Pirvu ◽  
Bujor Albu ◽  
Lucia Pintilie
Keyword(s):  
Molecular Docking ◽  
Benzoic Acid ◽  
Density Functional ◽  
Chemical Reactivity ◽  
Principal Component ◽  
Docking Study ◽  
Docking Studies ◽  
Molecular Docking Study ◽  
Alkyl Gallates ◽  
Main Protease

Several derivatives of benzoic acid and semisynthetic alkyl gallates were investigated by an in silico approach to evaluate their potential antiviral activity against SARS-CoV-2 main protease. Molecular docking studies were used to predict their binding affinity and interactions with amino acids residues from the active binding site of SARS-CoV-2 main protease, compared to boceprevir. Deep structural insights and quantum chemical reactivity analysis according to Koopmans’ theorem, as a result of density functional theory (DFT) computations, are reported. Additionally, drug-likeness assessment in terms of Lipinski’s and Weber’s rules for pharmaceutical candidates, is provided. The outcomes of docking and key molecular descriptors and properties were forward analyzed by the statistical approach of principal component analysis (PCA) to identify the degree of their correlation. The obtained results suggest two promising candidates for future drug development to fight against the coronavirus infection.

scholarly journals MOLECULAR DOCKING STUDY BETWEEN 3 THAI MEDICINAL PLANTS COMPOUNDS AND COVID-19 THERAPEUTIC PROTEIN TARGETS: SARS-COV-2 MAIN PROTEASE, ACE-2, AND PAK-1

2021 ◽  
pp. 41-48
Author(s):  
SAFIRA CANDRA ASIH ◽  
RAFIDHA IRDIANI ◽  
MUHAMAD SAHLAN ◽  
MOHAMMAD NASIKIN
Keyword(s):  
Molecular Docking ◽  
Medicinal Plants ◽  
Profile Analysis ◽  
Binding Free Energy ◽  
Docking Study ◽  
Molecular Docking Study ◽  
Protein Targets ◽  
Main Protease ◽  
Docking Approach ◽  
Thai Medicinal Plants

Objective: The present study aimed to evaluate those 3 compounds among 122 Thai natural products by using a molecular docking approach to inhibit Main Protease (Mpro) of SARS-CoV-2 (PDB code: 6Y2F), Angiotensin Converting Enzyme (ACE)-2 (PDB code: 1R4L), and PAK-1 kinase (PDB code: 5DEW). Methods: The evaluation was performed on the docking scores calculated using AutoDock Vina as a docking engine and interaction profile analysis through 2-dimensional visualization using LigPlot+. The determination of the docking score was done by selecting the conformation of the ligand that has the lowest binding free energy (best pose). Result: The results of this study indicate that overall, Panduratin A has the best affinity in inhibiting the main protease of SARS-CoV-2, ACE-2, and PAK-1 compared to other compounds. Conclusion: The three thai medicinal plants compound has the potential to be developed as specific therapeutic agents against COVID-19.

scholarly journals In Silico Study on N-Ferrocenylmethyl-N-Phenylpropionohydrazide and N-Ferrocenylmethyl-N-Pheylbenzohydrazide as Anticancer Drugs for Breast and Prostate Cancer

2018 ◽  
Vol 11 ◽  
pp. 17-25 ◽  
Author(s):  
Zegheb Nadjiba ◽  
Boubekri Chérifa ◽  
Touhami Lanez ◽  
Elhafnaoui Lanez
Keyword(s):  
Prostate Cancer ◽  
Free Energy ◽  
Molecular Docking ◽  
Hydrogen Bonds ◽  
Binding Free Energy ◽  
Docking Study ◽  
Dominant Mode ◽  
Molecular Docking Study ◽  
Docking Calculations ◽  
Breast And Prostate Cancer

Molecular docking calculations were used to evaluate the antitumor activities of N-ferrocenylmethyl-N-phenylpropanamide (FP) and N-ferrocenylmethyl-N-pheylbenzohydrazide (FH) against the enzymes of breast cancer 17-beta-hydroxysteroid dehydrogenase type 1 (17β-HSD1) and human steroidogenic cytochrome P450 17A1 prostate cancer mutant A105L (CYP17A1). The molecular docking study was performed using the open source AutoDock 4.2 software. The obtained results showed that both FP and FH bind with 17β-HSD1 and CYP17A1 via hydrogen bonds, binding free energy values for the adducts FH-17β-HSD1 and FH-CYP17A1 were respectively equal to-27.67 and-27.55 KJmol-1, while for the adducts FP-17β-HSD1 and FP-CYP17A1 they were respectively equal to-29.13 and 29.18 KJmol-1. The negative values and the magnitude of the obtained binding free energy indicated respectively the spontaneity and the electrostatic interaction of both ligands FP and FH with 17β-HSD1 and CYP17A1 receptors as the dominant mode. Finally the ligand FP binds more strongly to the receptor CYP17A1 and forms two respective hydrogen bonds with Arg96 and His373; this finding clearly indicate that FP is best qualified as potential drug candidature for breast and prostate cancer.

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