Abstract
The coronavirus disease 2019 (COVID-19) has spread widely around the world and has seriously affected the human health of tens of millions of people. In view of lacking anti-virus drugs target to SARS-CoV-2, there is an urgent need to develop effective new drugs. In this study, we reported our discovery of SARS-CoV-2 Mpro inhibitors. We selected 15 natural compounds, including 7 flavonoids, 3 coumarins, 2 terpenoids, one henolic, one aldehyde and one steroid compound for molecular docking and enzymatic screening. Myricetin were identified to have potent inhibit activity with IC50 3.684 ± 0.076 μM in the enzyme assay. The binding pose of Myricetin with SARS-CoV-2 Mpro was identified using molecular docking method. In the binding pocket of SARS-CoV-2 Mpro, the chromone ring of Myricetin interacts with His41 through π-π stacking, and the 3’-, 4’- and 7-hydroxyl of Myricetin interact with Phe140, Glu166and Asp187 through hydrogen bonds. Significantly, our results showed that Myricetin has potent effect on bleomycin-induced pulmonary inflammation by inhibiting the infiltration of inflammatory cells and the secretion of inflammatory cytokines IL-6, IL-1α, TNF-α and IFN-γ. Overall, Myricetin may be a potential drug for anti-virus and symptomatic treatment of COVID-19.
Introduction
The new type of coronavirus pneumonia is called COVID-19, which is a viral respiratory disease caused by the SARS-CoV-2 infection (; ). COVID-19 caused a global health emergency and was declared a pandemic by the World Health Organization (; ). The spread of COVID-19 brought great harm and social impact (). As of December 1, 2020, the cumulative number of confirmed cases has near to 70 millions all over the world. The overall mortality reaches about 2.19% (). Based on the data from the Chinese National Reporting System, as of February 20, 2020, 80% of the reported confirmed cases were without pneumonie, or had mild to mode rate pneumonia; about 15% had severe pneumonia (). Although some mild patients can heal on their own, there are still many patients who progress rapidly in the later stages, and develop into acute respiratory distress syndrome and fibrosis (). And now, there are still no specific medicines and effective therapeutic methods. Therefore, there is an urgent need to developing specific drugs for COVID-19.
SARS-CoV-2 is a single positive-stranded RNA virus, it contains about 30,000 basic group and 14 open reading frames (ORFs), which can coding replicases, four structural proteins (Spike, Envelope, Membrane and Nucleocapsid protein), 16 non-structural proteins (NSPs) and nine accessory proteins (; ; ). NSPs play an important role in the replication and transcription cycle of the virus. NSP5 is the main protease of SARS-CoV-2, also called 3CLpro, it is essential for viral polyproteins processing and maturation (; ; ; ), therefore, it is recognized as an important potential drug target ().
Natural products (NPs) received great attention by scientific to discover potential drugs for the treatment of various diseases, such as cancer (), HIV (), malaria () and cardiovascular disease (). And recently, a large of studies reported the screening result of NPs as anti-SARS-CoV-2 inhibitors based on in-silico drug discovery approaches (; ; ), but there are few reports on the directly inhibition of enzyme activity. We identified Myricetin as a potent inhibitor of SARS-CoV-2 Mpro from 15 NPs by molecular docking and enzymatic assay in this study. Myricetin also exhibit potent anti-inflammation effect on bleomycin-treated mice. It suggests that Myricetin might be a promising candidate for COVID-19 therapy.
Method
Drugs and Reagents
The 15 test compounds were mainly obtained from Pusi Biotechnology Co. Ltd. (Chengdu, China). The enzyme activity inhibitor screening kit was purchased from Beyotime Biotechnology (Shanghai, China).
Molecular Docking
The crystal structure (PDB ID: 6LZE) of SARS-CoV-2 Mpro, which was resolved by Dai et al. (), was extracted from the RCSB Protein Data Bank (PDB). Then, the protein structure was prepared using the Protein Preparation Wizard module in Schrodinger 2017 () to remove all crystallographic water molecules, correct side chains with missing atoms, add hydrogen atoms and assign protonation states and partial charges with the OPLS_2005 force field. The Protein Preparation Wizard module of Schrödinger was applied to add hydrogen. The protonation states for the hydroxyl, Asn, Gln, and His were optimized using the ProtAssign module of Schrödinger. After that, the protein structure was minimized until the root-mean-square deviation (RMSD) of the nonhydrogen atoms reached less than 0.3 Å. The structures of the 15 natural compounds and 17 chemical compounds were prepared using the LigPrep module of the Schrodinger 2017 molecular modeling package to add hydrogen atoms, convert 2D structures to 3D, generate stereoisomers and determine the ionization state at pH 7.0 ± 2.0 with Epik. Using the prepared receptor structure, a receptor grid was generated around the original ligand site of the crystal structure. Then, the 15 natural compounds and 17 chemical compounds were docked to the receptor using the Glide XP protocol.
Protease Activity Assay
Enzyme activity inhibitor screening adopts fluorescence resonance energy transfer method. The protease assays were performed in 96-well black flat-bottomed plates with a final volume of 100 μl. The SARS-CoV-2 Mpro, at a final concentration of 0.3 μM was pre-incubated for 5 min at 37°C with different compounds, at a final concentration of 50 μM in the assay buffer (50 mM Tris, 150 mM NaCl, 1 mM EDTA, 1%glycerol, PH7.3). The FRET substrate, Dabcyl-KTSAVLQSGFRKME-Edans (), is added at a final concentration of 20 μM to the enzymatic reaction mixture for 10 min at 37°C. The blank control well consists of 93 μl assay buffer, 5 μl DMSO and 2 μl Substrate. Enzyme activity control well contains of 92 μl assay buffer, 1 μl Mpro, 5 μl DMSO and 2 μl Substrate, sample wells are 92 μl assay buffer, 1 μl Mpro, 5 μl compound and 2 μl Substrate. After incubating at 37°C for 5 min in the dark, the fluorescence signals (excitation/emission, 340 nm/490 nm) of released EDANS were measured using a multiscan spectrum (Thermo, United States). The results were plotted as dose inhibition curves using nonlinear regression with a variable slope to determine the IC50 values by GraghPad Prism 7.0.
Molecular Dynamics Simulation
To investigate the stability of Myricetin inside the active site of SARS-CoV-2 Mpro, molecular dynamics (MD) simulation was performed on the binding complex of SARS-CoV-2 Mpro with Myricetin obtained from the molecular docking. The MD simulation was carried out using the PMEMD module of AMBER18. The AMBER FF14SB force field () was used for SARS-CoV-2 Mpro and the GAFF force field () was used for Myricetin. The binding complex was neutralized by adding sodium counterions and was solvated in a rectangular box of TIP3P water molecules, with a minimal distance of 12 Å from the protein to the box boundary. The system was subject to energy minimization for 10,000 steps. Next, the complex was gradually heated from 0 to 310 K, followed by equilibration for 5 ns using NVT ensemble, and the protein and ligand were constrained with a force constraint of 50 kcal mol−1·Å−2. Then, the system was equilibrated for 30 ns using the NPT ensemble with constraint force constant gradually decreased and finally removed for the production MD simulation. The production MD at 310 K was kept running 100 ns to obtain a stable MD trajectory. During the MD simulation, a 12 Å nonbonded interaction cutoff was used, the SHAKE algorithm integration was used to constrain covalent bonds that involved hydrogen atoms and the particle mesh Ewald (PME) method was applied to treat long-range electrostatic interactions. The frames were saved every 5000 steps for analysis. Binding free energy between the SARS-CoV-2 Mpro and Myricetin was calculated with the MM-GBSA method.
Cytotoxicity Assay
BEAS-2B cells were cultured at 37°C with 5% CO2 in a humid atmosphere. BEAS-2B cells were maintained in 96-well plates at 5× 104 cells/ml, and were cultured with serially twice diluted Myricetin for 48 h. 15 μl MTT reagent was added in each well of 96-well plate, Cell viability was measured after 4 h of culture at 37°C. The resulting formazan crystals were dissolved with 120 μl of DMSO solution. The value of OD was measured at a wavelength of 570 nm by using Thermo Scientific™ Multiskan™ FC (New York, NY, United States). These experimental results were repeated at least three times.
Animals and Bleomycin Administration
Male C57BL/six mice (6–8 weeks, 20–25 g) were purchased from Charles River Laboratory (Beijing, China). All animal feeding and testing procedures comply with the criteria approved by the Institutional Animal Care and Use Committee (IACUC) of Nankai University (Permit No. SYXK 2014-0003). Mice were exposed to a controlled temperature (22–26°C), humidity (60 ± 2%)and a 12 h cycle of light and dark, giving them free access to food and water.
Mice were intratracheal injected with bleomycin (BLM). In short, mice were anesthetized by intraperitoneal injection of 1% pentobarbital sodium, followed by intratracheal injection of 2.5 U/kg bleomycin (BLM, China Hanfai Manufacturing Co., LTD.) with sterile insulin syringe. After injection, the mice were immediately raised and gently flapped to evenly distribute the liquid in the lungs. In the control group, the same method was used to inject the same amount of normal saline (0.9% NaCl), the 30 mice were randomly divided into six groups, with five mice in each group: control group, BLM model group, BLM + pirfenidone (PFD) group (200 mg/kg), BLM + Myricetin group (25 mg/kg), BLM + Myricetin group (50 mg/kg), BLM + Myricetin group (100 mg/kg). Pirfenidone was used as positive control. The drug Pirfenidone or Myricetin was given daily intragastric administration 1–7 days after BLM injury, the control group and BLM model group were given the same amount of normal saline. Mice were euthanized on the eighth day after administration to assess pulmonary inflammation.
Bronchoalveolar Lavage Fluid
The lungs were laved with PBS to collect bronchoalveolar lavage fluid (BALF), underwent lavage through a blunt needle attached to a syringe, which worked as a trachea cannula in the airway. Bronchoalveolar lavage fluid (BALF) was collected by washing the lung through a tracheal intubation. The lungs were washed twice times, and each time 1 ml PBS was used,rinse once and twice for the second time. The BALF was centrifuged at 3,000 rpm for 10 min and collected the supernatant and stored at −80°C. The supernatant was used for inflammatory factor analysis. The precipitated cells were resuspended with 1 ml red blood cell lysis buffer. H&E staining was performed on each suspension smear, and cell classification and count were performed. Neutrophils, macrophages and lymphocytes were counted under an optical microscope using standard morphological standards.
Histological Examination
The left lung was fixed with 10% paraformaldehyde for 24 h, the excess tissues were removed and embedded in paraffin. Lung sections were prepared (4 µm), hematoxylin -eosin (H&E) staining (Zsbio, China) for histological examination.
ELISA Detection
The supernatant of BALF was used to detect the concentration of inflammatory factors including IL-1α, IFN-γ, IL-6, TNF-α and IL-4 using enzyme-linked immunosorbent assay (ELISA) kits (Jianglai biotech, shanghai, China) in accordance with the manufacturer’s protocol.
Statistical Analysis
Statistical analysis was performed using GraphPad Prism 7.0 software. Differences between experimental and control group were assessed by Student’s t test. Significant differences among multiple groups were detected by one-way ANOVA. P <0.05 was considered as statistically significance, *P <0.05, **P <0.01, ***P <0.001, NS: nonsignificant.
Results
Molecular Docking
We docked the 15 natural compounds and 17 chemical compounds to the crystal structure of SARS-CoV-2 Mpro. The 2D structures of the 15 natural compounds and the corresponding Glide XP docking scores are listed in Table 1 and the 2D structures of the 17 chemical compounds and the corresponding Glide XP docking scores are listed in Supplementary Table S1. Among them, four compounds (i.e. Myricetin, Vitexin, Genistin and Oleuropein) show docking scores lower than −8.0, which indicates that these compounds might have effective inhibition on SARS-CoV-2 Mpro activity.
TABLE 1
| Flavonoids compounds | |||||
|---|---|---|---|---|---|
![]() | ![]() | ![]() | ![]() | ||
| Formononetin(1) | Myricetin(2) | Vitexin(3) | Genistin(4) | ||
| docking score (−5.988) | docking score (−8.473) | docking score (−8.359) | docking score (−7.934) | ||
![]() | ![]() | ![]() | |||
| Diosmetin(5) | Pinocembrin(6) | Cimifugin(7) | |||
| docking score (−7.761) | docking score (−6.748) | docking score (−6.578) | |||
| Coumarins compounds | |||||
![]() | ![]() | ![]() | |||
| Byakangelicin(8) | Toddalolactone(9) | Bengenin(10) | |||
| docking score (−7.177) | docking score (−6.527) | docking score (−6.143) | |||
| Terpenoid | |||||
![]() | ![]() | ||||
| Betulinic acid(11) | Oleuropein(12) | ||||
| docking score (−3.623) | docking score (−10.33) | ||||
| Henolic compound | Aldehyde compound | Steroid | |||
![]() | ![]() | ![]() | |||
| Ellagic acid(13) docking score (−7.222) | 3,4,5-Trihydroxybenzaldehyde(14) docking score (−3.828) | Cinobufotalin(15) docking score (−4.24) | |||
List of drug molecular docking and primary FRET assay against SARS-CoV-2 Mpro.
Fluorescence Resonance Energy Transfer (FRET)-Based Screening Assay
The selected 15 natural compounds belong to 6 different categories, 7 compounds are flavonoids, 3 compounds are coumarins. 2 compounds is terpenoid, one is henolic, one is aldehyde and one is steroid. We screened these 15 natural compounds and 17 chemical compounds by fluorescence resonance energy transfer enzymatic assay at a final concentration of 50 µM (Figure 1A and Supplementary Figure S3). We identified that Myricetin has effective inhibition on enzymatic activity, the inhibition rate reached 97.79%, but, other compounds did not show obvious inhibitory activity, including Oleuropein, Vitexin and Genistin with low molecular docking scores.
FIGURE 1
Myricetin Inhibit the SARS-CoV-2 Mpro Activity and Its Structural Basis
Given the encouraging results from the primary screening, we then further characterized the inhibitory activity of Myricetin in a dose gradient and the Myricetin inhibited SARS-CoV-2 Mpro with 50% inhibitory concentration values (IC50) of 3.684 ± 0.076 μM (Figure 1B). As the positive control, Ebselen inhibited Mpro with IC50 of 0.5417 ± 0.0306 μM (Supplementary Figure S4). We measured the cell toxicity of Myricetin to BEAS-2B cell, after treated with Myricetin for 48 h, Myricetin had no cytotoxicity within 50 μM (Supplementary Figure S2). We also identified the structural basis of Myricetin and Mpro. To investigate the stability of Myricetin inside the active site of SARS-CoV-2 Mpro, we performed 100 ns MD simulation on the binding complex of SARS-CoV-2 Mpro with Myricetin. The revealed binding mode of Myricetin with SARS-CoV-2 Mpro is depicted in Figure 2, and the interaction details between Myricetin and SARS-CoV-2 Mpro over time are shown in Supplementary Figure S5. The calculated RMSD shows the stability of the system (Supplementary Figure S5A). RMSF shows fluctuations are at the N-terminal and C-terminal ends of the protein (Supplementary Figure S5B). The chromone ring of Myricetin interacts with the imidazole side chain of His41 through π-π stacking (with the centroids distance of ∼6.1 Å, Supplementary Figure S5C). The 3’− and 4’−hydroxyl of Myricetin form hydrogen bonds with the backbone oxygen of Phe140 and the side chain carboxyl oxygen of Glu166 (with the hydrogen bond lengths of ∼2.3 Å and ∼2.0 Å, Supplementary Figures S5D,E). The 7-hydroxyl of Myricetin forms a hydrogen bond with the backbone oxygen of Asp187 (with the hydrogen bond length of ∼2.4 Å, Supplementary Figure S5F). These values indicate that Myricetin maintains its position in the binding pocket of SARS-CoV-2 Mpro. The binding free energy of Myricetin with SARS-CoV-2 Mpro is −32.98 kcal/mol calculated using the MMGBSA method. We also performed docking and MD simulation for the control drug Ebselen in the same binding pocket of Myricetin (i.e. the Cys145 site). The binding pose of Ebselen in the Cys145 pocket is shown in Supplementary Figure S6A. The benzisoselenazolone ring and the benzene ring of Ebselen interact with the imidazole side chain of His41 through π-π stacking (with the centroids distance of ∼4.8 and ∼5.4 Å, Supplementary Figures S6B,C) in this pocket, and the binding free energy is only −17.68 kcal/mol. Fortunately, we found that the crystal structure of Ebselen bound to SARS-CoV-2 Mpro was just deposited in the protein data bank quite recently (PDBID: 7BFB). In this structure, Ebselens covalently bind to SARS-CoV-2 Mpro through four binding sites, e.g. the Cys44 site, the Cys145 site, the Cys156 site and the Cys300 site. The aforementioned binding mode (in Supplementary Figure S6A) only reflects the binding of Ebselen in the Cys145 site. The molecular size of Ebselen is small, it can easily reach these four Cys sites in SARS-CoV-2 Mpro. Moreover, the sulfydryl group of Cys is quite active, when Ebselen enters the active site, they will react quickly and form the covalent complex. These provide the structural basis for Ebselen having lower IC50 than other ligands.
FIGURE 2
Myricetin Reduced the Inflammatory Response in Bleomycin-Treated Mice and Macrophage
To study the anti-inflammatory effect of Myricetin on lung injury, a BLM-induced lung injury model was established. The drug was administered continuously for 7 days, and pirfenidone was used as a positive control (Figure 3A). The results of H&E staining in lung biopsy showed that Myricetin significantly improved the infiltration of inflammatory cells in BLM damaged lung tissue (Figure 3B). In the BALF of BLM-treated mice, the total number of inflammatory cells and the number of different inflammatory cells were significantly up-regulated, while the number of inflammatory cells in Myricetin-treated mice was significantly down-regulated in a dose dependent manner. The effect of high dose Myricetin (100 mg/kg) is similar to that of the positive drug pirfenidone (Figures 3C–G). In addition, the expression levels of inflammatory factors such as IL-6, TNF-α,IFN-γ and IL-1α in BALF were measured, and the results showed that Myricetin significantly inhibited the expression levels of inflammatory factors (Figures 3H–K). These data showed that Myricetin reduced lung inflammation in BLM-induced mice.
FIGURE 3
Discussion
The popularity of coronavirus disease 2019 (COVID-19) has given rise to an urgent need for new therapy strategies (). At present, there is no available specific drugs targeting SARS-CoV-2 (), but new drug candidates targeting the SARS-CoV-2 Mpro to inhibit the viral replication are being explored with the X-ray crystal structure was reported (; ; ; ). Now, a large number of compounds have been screened by structure-based virtual screening, including FDA approved drug libraries (), drug candidates in clinical trials () and other pharmacologically active compounds (). Lopinavir and nelfinavir (; ), the FDA approved antiretroviral drug used against HIV, showed excellent binding affinity with the Mpro through virtual screening and in silico studies. However, it were proved that they have no inhibitory activity at 20 μM by FRET-based assay (), which reflecting the fact that no benefit was observed in patients with severe COVID-19. Tens of thousands of phytochemicals and Chinese medicinal agents, such as flavonoids, garlic, naturally occurring coumarin derivatives and green tea polyphenols, have been determined to have higher affinity than some marketed drugs and may be promising candidates, but their usefulness for targeting Mpro needs experimental validation and clinical manifestation (; ; ).
We compared the binding affinity of 15 natural compounds, contain of flavonoids, coumarins, terpenoids, henolic, aldehyde and steriod compounds, with SARS-CoV-2 Mpro through virtual analysis. Oleuropein, Myricetin and vitexin have high affinity with Mpro, however, only Myricetin exhibit significant inhibition with IC50 3.684 ± 0.076 μM by FRET-based assay. Structurally, Myricetin can interact with His41 through π-π stacking and form hydrogen bonds with Phe140, Glu166 and Asp187 in the catalytic center of SARS-CoV-2 Mpro. This result indicates that the anti-viral activity test based on experiments are necessary for developing more effective and reliable anti-SARS-CoV-2 drugs.
COVID-19 is an inflammatory disease caused by SARS-CoV-2 (). Excessive inflammation is central to a poor prognosis, and associated with inflammatory mediators such as IL-6 and lactate dehydrogenase (LDH) (; ). Here, we further evaluated the effect of Myricetin on pulmonary inflammation with bleomycin treated mice. The results showed that Myricetin can effective inhibit the infiltration of inflammatory cells and the secretion of inflammatory factors in the lung, especially lymphocytes and IL-6.
Conclusion
In a word, Myricetin may be an potential candidate drug for COVID-19 therapy by both anti-SARS-CoV-2 and anti-inflammation. Small-molecule bioactive natural products could be a useful source of SARS-CoV-2 Mpro inhibitors and an effective first line of defense against COVID-19.
Statements
Data availability statement
The datasets presented in this study can be found in online repositories. The names of the repository/repositories and accession numbers can be found in the article/Supplementary Material.
Ethics statement
The animal study was reviewed and approved by the Institutional Animal Care and Use Committee (IACUC) of Nankai University (Permit No. SYXK 2014-0003).
Author contributions
HZ, CY, and DL contributed to the conception and design. TX, MC, CZ, MW, and RS contributed to the collection and assembly of data. DG, JB, SR, and JL contributed to the data analysis and interpretation. BY and XL contributed to the data revision. TX and MC contributed to the manuscript writing. All author read and approved the final manuscript.
Funding
This study was supported by The National Natural Science Foundation of China (Grant 82070060), The Fundamental Research Funds for the Central University (Grant 735-63201241) and (Grant 735-63201239).
Conflict of interest
The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.
Supplementary material
The Supplementary Material for this article can be found online at: https://www.frontiersin.org/articles/10.3389/fphar.2021.669642/full#supplementary-material
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Summary
Keywords
COVID-19, SARS-CoV-2, 3CLpro (Mpro), myricetin, pulmonary inflammation
Citation
Xiao T, Cui M, Zheng C, Wang M, Sun R, Gao D, Bao J, Ren S, Yang B, Lin J, Li X, Li D, Yang C and Zhou H (2021) Myricetin Inhibits SARS-CoV-2 Viral Replication by Targeting Mpro and Ameliorates Pulmonary Inflammation. Front. Pharmacol. 12:669642. doi: 10.3389/fphar.2021.669642
Received
19 February 2021
Accepted
16 April 2021
Published
17 June 2021
Volume
12 - 2021
Edited by
Sugunadevi Sakkiah, National Center for Toxicological Research (FDA), United States
Reviewed by
Vinicius Cardoso Soares, Federal University of Rio de Janeiro, Brazil
Li Xiao Feng, Peking University Shenzhen Hospital, China
Mahmoud A. A. Ibrahim, Minia University, Egypt
Updates
Copyright
© 2021 Xiao, Cui, Zheng, Wang, Sun, Gao, Bao, Ren, Yang, Lin, Li, Li, Yang and Zhou.
This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.
*Correspondence: Dongmei Li, dongmeili@nankai.edu.cn; Cheng Yang, cheng.yang@nankai.edu.cn; Honggang Zhou, honggang.zhou@nankai.edu.cn
† These authors have contributed equally to this work
This article was submitted to Respiratory Pharmacology, a section of the journal Frontiers in Pharmacology
Disclaimer
All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.














