<?xml version="1.0" encoding="UTF-8"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<?covid-19-tdm?>
<article article-type="research-article" dtd-version="2.3" xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Chem.</journal-id>
<journal-title>Frontiers in Chemistry</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Chem.</abbrev-journal-title>
<issn pub-type="epub">2296-2646</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1100460</article-id>
<article-id pub-id-type="doi">10.3389/fchem.2022.1100460</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Chemistry</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Inhibitory effect of phytochemicals towards SARS-CoV-2 papain like protease (PLpro) proteolytic and deubiquitinase activity</article-title>
<alt-title alt-title-type="left-running-head">Kawall et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fchem.2022.1100460">10.3389/fchem.2022.1100460</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Kawall</surname>
<given-names>Anasha</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Lewis</surname>
<given-names>Devin S. M.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sharma</surname>
<given-names>Avini</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Chavada</surname>
<given-names>Krishna</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Deshmukh</surname>
<given-names>Rahul</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Rayalam</surname>
<given-names>Srujana</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1963943/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Mody</surname>
<given-names>Vicky</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1957469/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Taval</surname>
<given-names>Shashidharamurthy</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/596315/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Biomedical Sciences</institution>, <institution>Philadelphia College of Osteopathic Medicine&#x2014;Georgia Campus</institution>, <addr-line>Suwanee</addr-line>, <addr-line>GA</addr-line>, <country>United States</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Division of Research</institution>, <institution>Philadelphia College of Osteopathic Medicine&#x2014;Georgia Campus</institution>, <addr-line>Suwanee</addr-line>, <addr-line>GA</addr-line>, <country>United States</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Pharmaceutical Sciences</institution>, <institution>School of Pharmacy</institution>, <institution>Philadelphia College of Osteopathic Medicine&#x2014;Georgia Campus</institution>, <addr-line>Suwanee</addr-line>, <addr-line>GA</addr-line>, <country>United States</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Rosalind Franklin University of Medicine and Science</institution>, <addr-line>North Chicago</addr-line>, <addr-line>IL</addr-line>, <country>United States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/819454/overview">Wagdy Mohamed Eldehna</ext-link>, Kafrelsheikh University, Egypt</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1148132/overview">Ahmed A. Al-Karmalawy</ext-link>, Ahram Canadian University, Egypt</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/966232/overview">Zhonglei Wang</ext-link>, Qufu Normal University, China</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1015971/overview">Liyan Yang</ext-link>, Qufu Normal University, China</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Shashidharamurthy Taval, <email>rangaiahsh@pcom.edu</email>; Vicky Mody, <email>vickymo@pcom.edu</email>
</corresp>
<fn fn-type="other">
<p>This article was submitted to Medicinal and Pharmaceutical Chemistry, a section of the journal Frontiers in Chemistry</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>12</day>
<month>01</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>10</volume>
<elocation-id>1100460</elocation-id>
<history>
<date date-type="received">
<day>23</day>
<month>11</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>26</day>
<month>12</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Kawall, Lewis, Sharma, Chavada, Deshmukh, Rayalam, Mody and Taval.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Kawall, Lewis, Sharma, Chavada, Deshmukh, Rayalam, Mody and Taval</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>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.</p>
</license>
</permissions>
<abstract>
<p>Recent studies have shown that RNA-dependent RNA polymerase (RdRp), 3-chymotrypsin-like protease (3CLpro), and papain-like protease (PLpro) are necessary for SARS-CoV-2 replication. Among these three enzymes, PLpro exhibits both proteolytic and deubiquitinase (DUB) activity and is responsible for disrupting the host&#x2019;s innate immune response against SARS-CoV-2. Because of this unique property of PLpro, we investigated the inhibitory effects of phytochemicals on the SARS-CoV-2 PLpro enzyme. Our data indicates that the phytochemicals such as catechin, epigallocatechin gallate (EGCG), mangiferin, myricetin, rutin, and theaflavin exhibited inhibitory activity with IC<sub>50</sub> values of 14.2, 128.4, 95.3, 12.1, and 43.4, and 7.3&#xa0;&#x3bc;M, respectively, towards PLpro proteolytic activity. However, the IC<sub>50</sub> values of quercetin, oleuropein, and &#x3b3;-mangostin are ambiguous. We observed that EGCG, mangiferin, myricetin, oleuropein, rutin, and theaflavin have also inhibited the DUB activity with IC<sub>50</sub> values of 44.7, 104.3, 29.2, 131.5, 61.7, and 13.2&#xa0;&#x3bc;M, respectively. Mechanistically, the ligand-protein interaction structural modeling suggests that mangiferin, EGCG, theaflavin, and oleuropein shows that these four ligands interact with Glu<sup>167</sup>, and Tyr<sup>268</sup>, however mangiferin and oleuropein showed very weak interaction with Glu<sup>167</sup> as compared to EGCG, and theaflavin which reflects their low IC<sub>50</sub> values for DUB activity. Our data indicate that the phytochemicals mentioned above inhibit the proteolytic and DUB activity of SARS-CoV-2 PLpro, thus preventing viral replication and promoting host innate immune response. However, the therapeutic potential of these phytochemicals needs to be validated by pre-clinical and clinical studies.</p>
</abstract>
<abstract abstract-type="graphical">
<title>Graphical Abstract</title>
<p>
<fig>
<caption>
<p>Inhibition of proteolytic and deubiquitinase activity of SARS-CoV-2 PLpro enzyme by phytochemicals.</p>
</caption>
<graphic xlink:href="FCHEM_fchem-2022-1100460_wc_abs.tif" position="anchor"/>
</fig>
</p>
</abstract>
<kwd-group>
<kwd>SARS-CoV-2</kwd>
<kwd>PLpro</kwd>
<kwd>replication</kwd>
<kwd>phytochemicals</kwd>
<kwd>natural compounds</kwd>
</kwd-group>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>The emergence of severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) resulted in the coronavirus disease 19 (COVID-19) pandemic that claimed millions of lives globally (<ext-link ext-link-type="uri" xlink:href="https://coronavirus.jhu.edu/">https://coronavirus.jhu.edu/</ext-link>). SARS-CoV-2 belongs to &#x3b2;-CoVs family and has single-stranded RNA as a source of genetic material (<xref ref-type="bibr" rid="B39">Ul Qamar et al., 2020</xref>). The virus&#x2019;s life cycle begins with its spike proteins attaching to the host cells&#x2019; angiotensin-converting enzyme 2 (ACE2) receptor (<xref ref-type="bibr" rid="B2">Astuti and Ysrafil, 2020</xref>). After attachment, the viral envelope undergoes membrane fusion with the host cell membrane, which permits the release of the viral genome into the host cell&#x2019;s cytoplasm (<xref ref-type="bibr" rid="B13">Jackson et al., 2021</xref>). The viral genome (&#x2b;ssRNA) uses the host&#x2019;s ribosomes to translate a polypeptide chain (PP) of approximately 800&#xa0;kDa <sup>11</sup>. Two proteases encoded by the viral genome, papain-like proteases (PLpro) and 3-chymotrypsin-like protease (3CLpro), auto-cleave the newly generated PP chain to generate 16 non-structural proteins (NSPs) required for the viral replication (<xref ref-type="bibr" rid="B24">Mody et al., 2021</xref>).</p>
<p>Along with protease activity, SARS-CoV-2 PLpro exhibits deubiquitination (DUB) activity (<xref ref-type="bibr" rid="B22">Mahmoudvand and Shokri, 2021</xref>). Ubiquitination refers to the attachment of ubiquitin (UB) and ubiquitin-like proteins (UBL) to the cellular proteins that need to be degraded by the host proteasomal complex in the cytosol. Ubiquitination also plays a vital role in degrading the foreign proteins such as viral proteins upon infection to prevent viral propagation (<xref ref-type="bibr" rid="B16">Kikkert, 2020</xref>); thus, SARS-CoV-2 PLpro&#x2019;s DUB activity disrupts the host&#x2019;s antiviral immune response. Upon viral infection, innate immune cells produce Type-I interferon (IFN-&#x3b1;/&#x3b2;), inducing interferon-sensitive gene-15 (ISG-15). The upregulated ISG-15 protein conjugates with multiple signaling molecules, such as JAK, STAT, and IRF-3, through ISGylation to promote the Type-I IFN induced antiviral function (<xref ref-type="bibr" rid="B15">Jeon et al., 2010</xref>; <xref ref-type="bibr" rid="B29">Ratia et al., 2014</xref>; <xref ref-type="bibr" rid="B23">McClain and Vabret, 2020</xref>). It has been shown that SARS-CoV-2 PLpro mediates de-ISGylation of ISG-15 to the host signaling molecules that lead to the inhibition of the host antiviral innate immune response (<xref ref-type="bibr" rid="B23">McClain and Vabret, 2020</xref>; <xref ref-type="bibr" rid="B35">Shin et al., 2020</xref>). Thus, the SARS-CoV-2 PLpro&#x2019;s DUB activity impairs the primary interferon-mediated antiviral response, which is the main feature of COVID-19 (<xref ref-type="bibr" rid="B48">Yang et al., 2021</xref>). Numerous reports suggest that the SARS-CoV-2 mediated mortality is caused by the pro-inflammatory cytokine storm (<xref ref-type="bibr" rid="B11">Hojyo et al., 2020</xref>). The causation of the pro-inflammatory cytokine storm typical in SARS-CoV-2 infection may be due to the impaired interferon-mediated antiviral response. Thus, PLpro serves as a drug target to inhibit viral replication and suppress the cytokine storm during SARS-CoV-2 infection.</p>
<p>The effective measures, such as vaccines (<xref ref-type="bibr" rid="B38">Tomalka et al., 2022</xref>) and small-molecule inhibitors (<xref ref-type="bibr" rid="B40">Wang and Yang, 2020</xref>; <xref ref-type="bibr" rid="B42">Wang and Yang, 2022a</xref>; <xref ref-type="bibr" rid="B4">Calleja et al., 2022</xref>; <xref ref-type="bibr" rid="B21">Lv et al., 2022</xref>) are greatly needed to reduce SARS-CoV-2 transmission. However, promising drugs still do not exist (<xref ref-type="bibr" rid="B45">Wang et al., 2022a</xref>; <xref ref-type="bibr" rid="B43">Wang and Yang, 2022b</xref>; <xref ref-type="bibr" rid="B31">Rubin, 2022</xref>). As an indispensable resource, phytochemicals (<xref ref-type="bibr" rid="B3">Beura et al., 2021</xref>; <xref ref-type="bibr" rid="B17">Kumar et al., 2021</xref>; <xref ref-type="bibr" rid="B41">Wang and Yang, 2021</xref>; <xref ref-type="bibr" rid="B46">Wang et al., 2022b</xref>) have demonstrated potential value in countering SARS-CoV-2 infection. Phytochemicals have been used as natural antiviral compounds that can inhibit viral replication or viral entry (<xref ref-type="bibr" rid="B7">Cheng et al., 2006</xref>; <xref ref-type="bibr" rid="B19">Lin et al., 2014</xref>; <xref ref-type="bibr" rid="B6">Chakravarti et al., 2021</xref>; <xref ref-type="bibr" rid="B36">Srinivasan et al., 2022</xref>). They are derived from plants, vegetables, fruits, tea, and red wine and are used in traditional medicines. Phytochemicals were shown to inhibit viral replication, RNA synthesis, viral protein synthesis, and block viral attachment to the host cell (<xref ref-type="bibr" rid="B7">Cheng et al., 2006</xref>; <xref ref-type="bibr" rid="B19">Lin et al., 2014</xref>; <xref ref-type="bibr" rid="B6">Chakravarti et al., 2021</xref>; <xref ref-type="bibr" rid="B36">Srinivasan et al., 2022</xref>). In the present study, we have investigated the inhibitory effect of several commercially available phytochemicals against the PLpro enzymatic activity assay. Some of the phytochemicals such as myricetin (extracted from nuts, berries, and red wine), theaflavin (extracted from black tea), mangiferin (extracted from mangoes), oleuropein (extracted from olives), EGCG (extracted from green tea) and rutin (extracted from buckwheat) exhibited more than 50% inhibition activity in SARS-CoV-2 PLpro enzymatic activity. These results suggest their potential benefit in preventing the replication of the SARS-CoV-2.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>Materials and methods</title>
<sec id="s2-1">
<title>Reagents and phytochemicals</title>
<p>Molecular biology grade DMSO was from Sigma-Aldrich (St. Louis, MO, United States). Sterile PBS was purchased from ThermoFisher Scientific (Waltham, MA, United States). Recombinant full-length untagged PLpro with His-Tag (SARS-CoV-2), assay buffers, inhibitors, fluorescently labeled substrates, and deubiquitinase substrates were from BPS Biosciences (San Diego, CA, United States). The phytochemicals were purchased from Sigma-Aldrich (St. Louis, MO), MedChemExpress (Princeton, NJ), and Cayman Chemicals (Ann Arbor, MI). The names of the phytochemicals, manufacturer names, and catalog numbers are listed in <xref ref-type="sec" rid="s9">Supplementary Table S1</xref>.</p>
</sec>
<sec id="s2-2">
<title>High-throughput screening enzymatic assays</title>
<p>Phytochemicals stock (8&#xa0;mM) was prepared using either DMSO or PBS. Each phytochemical working stock (250 and 500&#xa0;&#xb5;M) was prepared in PBS and used for <italic>in vitro</italic> enzymatic assay. PLpro proteolytic and DUB assay were performed as described previously (<xref ref-type="bibr" rid="B18">Lewis et al., 2022</xref>). Briefly, 0.4&#xa0;ng/&#x3bc;L of PLpro in 30&#xa0;&#xb5;L of assay buffer was pre-incubated with the 10&#xa0;&#xb5;L of 250&#xa0;&#xb5;M phytochemicals for 1&#xa0;hour. The enzymatic reaction was initiated by adding 10&#xa0;&#xb5;L of 250&#xa0;&#xb5;M fluorescently labeled substrate. The deubiquitinase assay was initiated using PLpro-specific ubiquitinated substrate incubated for 24&#xa0;h&#xa0;s at room temperature under dark. Fluorescent reading was taken at 360/40 excitation and 460/40&#xa0;nm emission using Synergy HT fluorescent plate reader. For dose-dependent studies, compounds were screened from concentrations of 0&#x2013;100&#xa0;&#xb5;M. 10&#xb5;L of 1% DMSO with enzyme and 50&#xa0;&#xb5;M of substrate served as the positive control. Wells with 50&#xa0;&#xb5;M of GRL0617 compounds (BPS Biosciences) served as specificity controls. Wells with only 1% DMSO and 50&#xa0;&#xb5;M of substrate served as blank. All the values were subtracted from blank values to calculate the percent activity of the enzymes.</p>
</sec>
<sec id="s2-3">
<title>Cell viability assay</title>
<p>The cytotoxic effect of selected phytochemicals were carried out with Vero-E6 cells using PrestoBlue&#x2122; Cell Viability kit as described earlier (<xref ref-type="bibr" rid="B18">Lewis et al., 2022</xref>). Briefly, Vero-E6 cells (20,000 cells) were seeded overnight in 96 well plates. Then, 100&#xa0;&#xb5;L of complete media (EMEM&#x2b;10% FBS&#x2b;1%Pen/Strep) was added to refresh the cells along with 50, 100, and 200&#xa0;&#xb5;M selected phytochemicals, and incubation was continued for 24, 48, and 72&#xa0;hs at 37&#xb0;C respectively. Cytotoxicity detection regent (PrestoBlue solution) was added and incubated for additional 1h at 37&#xb0;C. The absorbance was taken at 530/25 excitation and 590/35&#xa0;nm emission using Bio-Tek Synergy HT fluorescent plate reader.</p>
</sec>
<sec id="s2-4">
<title>Preparation of phytochemicals and PLpro protein for computational studies</title>
<p>Molecular Operating Environment (MOE) 2020.09 was used to conduct molecular docking <italic>in silico</italic> studies using the Amber10:EHT forcefield. The crystal structure of SARS-CoV-2 PLpro was retrieved from the protein data bank (<ext-link ext-link-type="uri" xlink:href="http://www.rcsb.org">www.rcsb.org</ext-link>) with PDB format (ID: 7CMD and was prepared with the MOE QuickPrep application under default settings. The selected phytochemicals were prepared with the program ChemDraw Professional, Version 10, Cambridge Soft.</p>
<p>Integrated Computer-Aided Molecular design computing method MOE was used to dock both phytochemicals with PLpro. All phytochemicals were examined individually and refined with the Triangle Matcher placement method and induced fit protocol. The docked molecules were scored with the GBVI/WSA dG scoring function.</p>
</sec>
<sec id="s2-5">
<title>Statistical analysis and reproducibility</title>
<p>Statistical analysis was carried out using one-way analysis of variance (ANOVA) with Bonferroni&#x2019;s Multiple Comparison test with 99.9% confidence intervals and represented as the mean &#xb1; SEM. Two-way ANOVA was conducted with Dunnett&#x2019;s post-test to compare the grouped data. <italic>p</italic> values <italic>p</italic> &#x3c; .05 considered statistically significant. Non-linear regression (curve fit) with four variable dose vs<italic>.</italic> inhibition was performed to calculate the IC<sub>50</sub> values. GraphPad Prism (version 8; La Jolla, CA, United States) was used for statistical analysis. Four individual experiments were performed and triplicates are included in each experiment for reproducibility.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<sec id="s3-1">
<title>Inhibition of SARS-CoV-2 PLpro proteolytic activity by phytochemicals</title>
<p>Since phytochemicals are known to inhibit viral replication or viral entry, we performed the high throughput screening of a series of phytochemicals, selected based on the literature review, towards SARS-CoV-2 PLpro proteolytic activity (<xref ref-type="sec" rid="s9">Supplementary Table S2</xref>). Our data suggest that nine out of the 53 selected phytochemicals have the potential to inhibit SARS-CoV-2 PLpro proteolytic activity at least by 50% or lower when compared to untreated samples. <xref ref-type="fig" rid="F1">Figure 1A</xref> reveals that only colchicine out of all the tested alkaloids such as chelidonine, evodiamine, lycorine, sophocarpine and tetrandrine, could inhibit PLpro proteolytic activity. Colchicine was able to inhibit around 50% of the proteolytic activity at 200&#xa0;&#x3bc;M. The four xanthone compounds tested were &#x3b1;, &#x3b2;, and &#x3b3;-mangostin and mangiferin. Only &#x3b3;-mangostin and mangiferin exhibited more than 50% inhibitory activity at the higher concentration (200&#xa0;&#x3bc;M) against SARS-CoV-2 PLpro proteolytic activity (<xref ref-type="fig" rid="F1">Figure 1B</xref>). We observed that the terpenoids such as artemisinin, betulinic acid, glycyrrhizic acid, obacunone, and organosulfur compounds, including diallyl disulfide and diallyl trisulfide, did not show inhibitory activity towards SARS-CoV-2 PLpro proteolytic activity at all the tested concentrations (<xref ref-type="fig" rid="F1">Figure 1D</xref>).</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>Inhibition of proteolytic activity of SARS-CoV-2 PLpro enzyme by selected alkaloids <bold>(A)</bold>, xanthones <bold>(B)</bold>, terpenoids <bold>(C)</bold> and organosulfur molecules <bold>(D)</bold>. Selected alkaloids, xanthones, terpenoids, and organosulfur compounds were screened for their inhibitory activity against the SARS-CoV-2 PLpro enzyme as described under Materials and Methods. The fluorescence intensity was used to calculate the percent proteolytic activity considering DMSO treated control as 100% activity. Blank values were subtracted before calculating the percent activity. Representatives of four individual experiments (n &#x3d; 4) with triplicate values were presented graphically and analyzed using GraphPad Prism 8. <italic>p</italic> &#x3c;.05 considered as statistically significant compared to the DMSO control.</p>
</caption>
<graphic xlink:href="fchem-10-1100460-g001.tif"/>
</fig>
<p>All flavanols (<xref ref-type="fig" rid="F2">Figure 2A</xref>), including catechin, EGCG, and theaflavin, exhibited a significant decrease in proteolytic activity. The inhibitory effect of catechin was 25%, 44%, and 64%, EGCG was 65%, 81%, and 97%, and theaflavin had an average of 94%, 100% at 50, 100, and 200&#xa0;&#x3bc;M. We observed that none of the tested isoflavone compounds such as daidzein, daidzin, genistein, genistin, and isoflorentin demonstrated an inhibitory effect against PLpro proteolytic activity at the tested doses (<xref ref-type="fig" rid="F2">Figure 2B</xref>). As shown in <xref ref-type="fig" rid="F2">Figure 2C</xref>, flavanones such as myricetin inhibited 96% at as low as 50&#xa0;&#x3bc;M. Interestingly, quercetin inhibited 50% at 50&#x3bc;M, and its inhibitory effect did not alter at higher concentration of 200&#xa0;&#x3bc;M. Rutin exhibited 70% inhibitory activity at 50 and 100&#xa0;&#x3bc;M and 88% at 200&#xa0;&#x3bc;M. Non-etheless, none of the miscellaneous agents (<xref ref-type="fig" rid="F3">Figure 3</xref>) except oleuropein and rosmarinic acid exhibited significant inhibition of the proteolytic activity of SARS-CoV-2 PLpro (60% and 50% at 200&#xa0;&#x3bc;M).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p> Inhibition of proteolytic activity of SARS-CoV-2 PLpro enzyme by selected flavanols <bold>(A)</bold>, isoflavones <bold>(B)</bold> and flavanones <bold>(C)</bold>. Selected flavanols, isoflavones and flavanones were screened for their inhibitory activity against the SARS-CoV-2 PLpro enzyme as described under Materials and Methods. The fluorescence intensity was used to calculate the percent proteolytic activity considering DMSO treated control as 100% activity. Blank values were subtracted before calculating the percent activity. Representatives of four individual experiments (n &#x3d; 4) with triplicate values were presented graphically and analyzed using GraphPad Prism 8. <italic>p</italic>-values &#x3c;.05 considered as statistically significant compared to the DMSO control.</p>
</caption>
<graphic xlink:href="fchem-10-1100460-g002.tif"/>
</fig>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Inhibition of proteolytic activity of SARS-CoV-2 PLpro enzyme by selected miscellaneous phytochemicals. Miscellaneous phytochemicals were selected and screened for their inhibitory activity against the SARS-CoV-2 PLpro enzyme as described under Materials and Methods. The fluorescence intensity was used to calculate the percent proteolytic activity considering DMSO treated control as 100% activity. Blank values were subtracted before calculating the percent activity. Representatives of four individual experiments (n &#x3d; 4) with triplicate values were presented graphically and analyzed using GraphPad Prism 8. <italic>p</italic>-values &#x3c;.05 considered as statistically significant compared to the DMSO control.</p>
</caption>
<graphic xlink:href="fchem-10-1100460-g003.tif"/>
</fig>
</sec>
<sec id="s3-2">
<title>Inhibition of SARS-CoV-2 PLpro deubiquitinase activity by selected phytochemicals</title>
<p>Previous data revealed that catechin, EGCG, theaflavin, myricetin, quercetin, rutin, oleuropein, &#x3b3;-mangostin, and mangiferin inhibited proteolytic activity of PLpro enzyme, and therefore, we performed DUB activity in the presence of these inhibitory phytochemicals. As shown in <xref ref-type="fig" rid="F4">Figure 4A</xref>, flavanols such as catechin inhibited the DUB activity by 30%, 40%, and 50%, whereas, EGCG by 70%, 90%, and 95%, at 50, 100, and 200&#xa0;&#x3bc;M, respectively. Interestingly, theaflavin exhibited complete inhibition of DUB activity at concentration as low as 50&#xa0;&#x3bc;M. Flavonones (myricetin, quercetin, and rutin) were selected to test for potential inhibitory activity against SARS-CoV-2 PLpro&#x2019;s deubiquitinase activity. <xref ref-type="fig" rid="F4">Figure 4B</xref> suggests that myricetin inhibited DUB activity by 60%, 90%, and 100% at 50, 100, and 200&#xa0;&#x3bc;M, respectively, whereas quercetin and rutin exhibited minimal inhibitory (20%&#x2013;40%) activity against DUB activity of PLpro at the tested doses. Oleuropein was the only polyphenol compound classified as miscelleanous agent that exhibited partial inhibitory activity (50% at 200&#xa0;&#x3bc;M) against SARS-CoV-2 PLpro&#x2019;s DUB activity (<xref ref-type="fig" rid="F4">Figure 4C</xref>). Interestingly, xanthones such as &#x3b3; -mangostin (50%) and mangiferin exhibited (70%) inhibitory activity towards the proteolytic activity of the PLpro enzyme (<xref ref-type="fig" rid="F1">Figure 1B</xref>), but we observed very minimal DUB inhibitory activity (10%&#x2013;30%) even at 200&#xa0;&#x3bc;M concentration (<xref ref-type="fig" rid="F4">Figure 4B</xref>). At present we do not know the reason for the difference in the inhibitory activity of &#x3b3;-mangostin and mangiferin against proteolytic and DUB activity of SARS CoV-2 PLpro enzyme. The higher inhibitory effect of mangiferin towards proteolytic activity of PLpro might be due to the presence glycosidic unit compared to &#x3b3; -mangostin, as we observed with Aloin-A and B (29).</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Selected phytochemicals Flavanols <bold>(A)</bold>, Flavonones <bold>(B)</bold>, Miscelleneous Drugs <bold>(C)</bold>, and Xanthones <bold>(D)</bold> that exhibited inhibitory effect against deubiquitinase (DUB) activity of SARS-CoV-2 PLpro enzyme. Phytochemicals that inhibited the proteolytic activity of SARS-CoV-2 PLpro enzyme were selected and screened for their inhibitory effect towards DUB activity as described under Materials and Methods. The fluorescence intensity was used to calculate the percent DUB activity considering DMSO treated control as 100% activity. Blank values were subtracted before calculating the percent activity. Representatives of four individual experiments (n &#x3d; 4) with triplicate values were presented graphically and analyzed using GraphPad Prism 8. <italic>p</italic>-values &#x3c;.05 considered as statistically significant compared to the DMSO control.</p>
</caption>
<graphic xlink:href="fchem-10-1100460-g004.tif"/>
</fig>
</sec>
<sec id="s3-3">
<title>Dose-dependent inhibition of proteolytic and DUB activity of SARS-CoV-2 PLpro enzymatic activity</title>
<p>Phytochemicals that exhibited more than 50% inhibitory activity against proteolytic and DUB activity of SARS-CoV-2 PLpro enzyme were tested for dose-dependent inhibitory effects to determine the concentration required to inhibit the 50% of enzymatic activity (IC<sub>50</sub>). Here we represent the IC<sub>50</sub> values of the selected phytochemicals that exhibited inhibitory activity against the PLpro enzyme. As shown in the <xref ref-type="fig" rid="F5">Figure 5</xref>, catechin, EGCG, myricetin, mangiferin, rutin, and theaflavin exhibited IC<sub>50</sub> values of 14.2, 128.4, 12.1, 43.4, 95.3, and 7.3&#xa0;&#x3bc;M, respectively towards PLpro proteolytic activity. However, the IC<sub>50</sub> values &#x3b3;-mangostin, oleuropein, and quercetin are ambiguous. We observed that EGCG, mangiferin, myricetin, oleuropein, rutin, and theaflavin have IC<sub>50</sub> values of 44.7, 104.3, 29.2, 131.5, 61.7, and 13.2&#xa0;&#x3bc;M, respectively for DUB activity (<xref ref-type="fig" rid="F6">Figure 6</xref>).</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Dose-dependent inhibition of SARS-CoV-2 PLpro proteolytic activity by EGCG, catechin, myricetin, mangiferin, and &#x3b3;-mangostin, oleuropein, quercetin, rutin, and theaflavin: The phytochemicals that exhibited at least 50% inhibition of proteolytic activity of PLpro enzyme were selected and screened for their dose-dependent inhibitory activity as described under Materials and Methods. The fluorescence intensity was used to calculate the percent enzymatic activity considering DMSO treated control as 100% activity. Blank values were subtracted before calculating the percent activity. Representatives of four individual experiments (n &#x3d; 4) with triplicate values were analyzed using GraphPad Prism8 and presented graphically. IC50 values were calculated using non-linear regression (curve fit) with four variable dose vs<italic>.</italic> inhibition by GraphPad Prism8.</p>
</caption>
<graphic xlink:href="fchem-10-1100460-g005.tif"/>
</fig>
<fig id="F6" position="float">
<label>FIGURE 6</label>
<caption>
<p>Dose-dependent inhibition of SARS-CoV-2 PLpro DUB activity by EGCG, mangiferin, myricetin, oleuropein, rutin, and theaflavin: The phytochemicals that exhibited at least 50% inhibition of DUB activity of PLpro enzyme were selected and screened for their dose-dependent inhibitory activity as described under Martials and Methods. The fluorescence intensity was used to calculate the percent enzymatic activity considering DMSO treated control as 100% activity. Blank values were subtracted before calculating the percent activity. Representatives of four individual experiments (n &#x3d; 4) with triplicate values were analyzed using GraphPad Prism8 and presented graphically. IC50 values were calculated using non-linear regression (curve fit) with four variable dose vs<italic>.</italic> inhibition by GraphPad Prism8.</p>
</caption>
<graphic xlink:href="fchem-10-1100460-g006.tif"/>
</fig>
<p>Furthermore, we investigated the cytotoxic effect of EGCG, mangiferin, myricetin, oleuropein, rutin, and theaflavin since they exhibited inhibitory activity for both proteolytic and DUB activity of PLpro. Out of the six phytochemicals tested, four of them did not have cytotoxic effect on Vero-E6 for 24, 48, and 72&#xa0;h&#xa0;s at 50, 100, and 200&#xa0;&#xb5;M, respectively. However, we observed minimal cytotoxic effect (20%&#x2013;30%) from myricetin and oleuropein after 48&#xa0;hs (<xref ref-type="sec" rid="s9">Supplementary Figure S1</xref>). We selected Vero-E6 cell line because of its sensitivity towards SARS-CoV-2 infection (<xref ref-type="bibr" rid="B30">Ren et al., 2006</xref>; <xref ref-type="bibr" rid="B1">Asrani et al., 2021</xref>). Although selected phytochemicals exhibited minimal cytotoxic effects, it is possible that the cytotoxic effects of phytochemicals might be altered in the virus infected cells, therefore it is warranted that the effective concentration of these phytochemicals may change during viral challenge studies.</p>
</sec>
<sec id="s3-4">
<title>Structural interaction of phytochemicals with SARS-CoV-2 PLpro</title>
<p>The structure of SARS-CoV-2 PLpro is divided into four main sub-domains, the N-terminal Ubiquitin-like domain, &#x3b1;-helical thumb domain, &#x3b2;-stranded finger domain and the palm domain. The structure of ubiquitin-specific proteases deubiquitinating enzyme (DUB) shares a low homology (10%) (<xref ref-type="bibr" rid="B28">Osipiuk et al., 2021</xref>) with that of SARS-CoV-2 PLpro. The fingers subdomain is made of six &#x3b2;-strands and two &#x3b1;-helices, whereas, the thumb comprises six &#x3b1;-helices and a small &#x3b2;-hairpin. The palm subdomain is comprised of six &#x3b2;-strands. The proteolytic and DUB sites in SARS-CoV-2 PLpro are independent of each other implying two possible activities of PLpro. The interface of palm and thumb subdomains is the location for conventional catalytic triad Cys<sup>111</sup>-His<sup>272</sup>-Asp<sup>286</sup>. In addition to the catalytic triad, three additional residues play an important role in the enzymatic activity of SARS-CoV-2 PLpro: &#x3b2;-turn/loop (Glu<sup>266</sup> -Gly<sup>271</sup>) which closes upon substrate and/or inhibitor binding is found adjacent to the active site. The Tyr<sup>268</sup> part of the (Glu<sup>266</sup> -Gly<sup>271</sup>) plays a critical role in the proteolytic activity of SARS-COV-2 PLpro and the Glu<sup>167</sup> in SARS-COV-2 PLpro plays an important role in ubiquitin core recognition. The mutation of Tyr<sup>268</sup> has shown to interfere with the proteolytic activity of SARS-COV-2 PLpro and the mutations of Glu<sup>167</sup>causes a significant loss of DUB activity (<xref ref-type="bibr" rid="B28">Osipiuk et al., 2021</xref>). Any molecule which forms hydrogen bond with Tyr<sup>268</sup> or Glu<sup>167</sup> will interfere with the proteolytic and the DUB activity of the SARS-CoV-2 PLpro, respectively and hence will show inhibitory activity.</p>
<p>The interaction of EGCG, mangiferin, myricetin, oleuropein, theaflavin, and rutin to the ligand site of GRL-0617, in the SARS-COV-2 PLpro (PDBID: 7cmd) was analyzed using MOE software. Molecular docking studies of EGCG, mangiferin, myricetin, oleuropein, theaflavin, and rutin with PLpro showed that myricetin and rutin did not interact with the catalytic site of PLpro enzyme and hence we were not able to obtain any docking studies for them and these molecules are not discussed further in molecular docking studies. The molecular docking studies resulted in 15&#x2013;20 orientations each for the rest of the ligands used in the docking studies. The analysis of protein-ligand interaction between the SARS-CoV-2 PLpro enzyme and EGCG, and theaflavin showed a strong interaction with Try<sup>268</sup> and Gln<sup>167</sup> whereas, oleuropein and mangiferin interacted with Try<sup>268</sup> (<xref ref-type="fig" rid="F7">Figures 7A&#x2013;D</xref>). As mentioned earlier, Glu<sup>167</sup> plays an important role in the deubiquitination of the enzyme molecular modeling predicted that EGCG, and theaflavin significantly impair the DUB activity of SARS-CoV-2 PLpro. The ligand-protein fingerprint scan of mangiferin, EGCG, theaflavin, and oleuropein (<xref ref-type="fig" rid="F8">Figures 8A&#x2013;D</xref>) also shows that these four ligands show interaction with Glu<sup>167</sup> and Tyr<sup>268</sup>, however mangiferin and oleuropein showed very weak interaction with Glu<sup>167</sup> as compared to EGCG, and theaflavin which is reflected in their low IC<sub>50</sub> values for DUB activity.</p>
<fig id="F7" position="float">
<label>FIGURE 7</label>
<caption>
<p>Interaction of selected phytochemicals with SARS-CoV-2 PLpro. <bold>(A)</bold> Interaction of EGCG with Glu<sup>167</sup>, Cys<sup>111</sup> and Tyr<sup>268</sup> of PLpro through hydrogen bonding. <bold>(B)</bold> Interaction of mangiferin with Tyr<sup>268</sup> and Lys<sup>157</sup> of PLpro through hydrogen bonding. <bold>(C)</bold> Interaction of oleuropein with Tyr<sup>286</sup> of PLpro through hydrogen bonding. <bold>(D)</bold> Interaction of Theaflavin with Try<sup>268</sup> and Glu<sup>167</sup> of PLpro through hydrogen bonding. Site view and ligand interaction maps were presented to illustrate the hydrogen bonding.</p>
</caption>
<graphic xlink:href="fchem-10-1100460-g007.tif"/>
</fig>
<fig id="F8" position="float">
<label>FIGURE 8</label>
<caption>
<p>Fingerprinting population map of SARS-CoV-2 PLpro-ligand interaction. <bold>(A)</bold> EGCG shows a stronger interaction strength with Glu<sup>167</sup> than Tyr<sup>268</sup>. <bold>(B)</bold> Mangiferin demonstrates a stronger interaction strength with Tyr<sup>268</sup>. <bold>(C)</bold> Oleuropein shows a weak interaction with Tyr<sup>268</sup>. <bold>(D)</bold> Theaflavin shows a weaker interaction with Tyr<sup>268</sup> than Glu<sup>167</sup> of PLpro but this interaction is stronger than EGCG, Mangiferin, and Oleuropein. The interaction of the molecules with specific amino acids of PLpro enzyme are represented as black bar.</p>
</caption>
<graphic xlink:href="fchem-10-1100460-g008.tif"/>
</fig>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>The outbreak of novel severe acute respiratory syndrome coronavirus-2 (SARS-CoV-2), causing the disease known as COVID-19, is a significant threat to public health globally because of the high rate of infection with the new emerging variants of concerns (<xref ref-type="bibr" rid="B25">Morens and Fauci, 2020</xref>; <xref ref-type="bibr" rid="B44">Wang and Yang, 2022c</xref>; <xref ref-type="bibr" rid="B37">Tiecco et al., 2022</xref>). Although global vaccination is currently ongoing, with the new mutations emerging, there is a greater need to develop therapeutics to protect high-risk populations, especially pregnant women, children, and people living with comorbidity. Currently, only a few antivirals (Paxlovid and Lagevrio) have been approved by the FDA for emergency use to treat COVID-19, however, rebound, mutated, commercialized antivirals remain expensive, and the mutagenic potential of these small molecule antivirals in human cells is challenging their effectiveness (<xref ref-type="bibr" rid="B32">Saravolatz et al., 2022</xref>). Previous studies suggested that viral replicative enzymes such as proteases are essential for viral replication (<xref ref-type="bibr" rid="B9">de Leuw and Stephan, 2018</xref>), and therefore, may serve as drug targets. The PLpro cleaves the newly generated PP chain auto-proteolytically to generate 3 NSPs required for the viral replication. Besides the protease activity, SARS-CoV-2 PLpro exhibits DUB activity responsible for inhibiting the host&#x2019;s antiviral immune response (<xref ref-type="bibr" rid="B24">Mody et al., 2021</xref>; <xref ref-type="bibr" rid="B18">Lewis et al., 2022</xref>). Thus, PLpro serves as a drug target to inhibit viral replication and suppress the cytokine storm during SARS-CoV-2 infection.</p>
<p>Our data suggests that EGCG, myricetin, mangiferin, oleuropein, rutin, and theaflavin have the potential to inhibit SARS-CoV-2 PLpro proteolytic and DUB activity, whereas catechin, &#x3b3;-mangostin and quercetin inhibits only proteolytic activity. This study indicates that the above-mentioned phytochemicals are potential inhibitors against SARS-CoV-2 PLpro proteolytic and deubiquitinase activity.</p>
<p>EGCG is an antioxidant commonly found in green and black tea and is the most potent catechin derivative for antitumor activity and disrupting molecular signaling pathways in breast, pancreatic, prostate, lung, and stomach cancers based on <italic>in vitro</italic> and <italic>in vivo</italic> studies (<xref ref-type="bibr" rid="B8">Chourasia et al., 2021</xref>). EGCG also demonstrated antiviral properties in retroviruses such as the Zika virus, influenza A, and Chikungunya virus (<xref ref-type="bibr" rid="B5">Carneiro et al., 2016</xref>; <xref ref-type="bibr" rid="B20">Lu et al., 2017</xref>; <xref ref-type="bibr" rid="B26">Mou et al., 2020</xref>). The anti-SARS-CoV-2 effects of EGCG were reported to be mediated through the inhibition of 3CLpro enzyme (<xref ref-type="bibr" rid="B14">Jang et al., 2020</xref>). Mangiferin is a C-glucosyl xanthone (2-&#x3b2;-D-glucopyranosyl-1,3,6,7-tetrahydroxy-9H-xanthan-9-one) and a significant component in mango peel and seed with many valuable properties such as antioxidant, anti-microbial, anti-diabetic, anti-allergic, anticancer, hypocholesterolemic, and immunomodulatory effects (<xref ref-type="bibr" rid="B12">Imran et al., 2017</xref>). It is also known to inhibit the activation of peroxisome proliferator-activated receptors (<xref ref-type="bibr" rid="B12">Imran et al., 2017</xref>). Mangiferin is also known to inhibit the type-I herpes simplex virus (HSV-I) replication in a cell culture model (<xref ref-type="bibr" rid="B12">Imran et al., 2017</xref>). Myricetin is a 3, 5, 7, 3&#x2032;, 4&#x2032;, 5&#x2032;-hexahydroxyflavone abundantly found in fruits, vegetables, tea, and some medicinal plants; however, its primary source is the Chinese bayberry (<xref ref-type="bibr" rid="B49">Zhang et al., 2015</xref>; <xref ref-type="bibr" rid="B33">Semwal et al., 2016</xref>). Myricetin draws much consideration because of its several health-beneficial effects: antioxidant, anti-inflammatory, anti-diabetic, anti-Alzheimer, anti-cancer, anti-bacterial, anti-microbial, and anti-viral (<xref ref-type="bibr" rid="B33">Semwal et al., 2016</xref>). Its antioxidant activity allows it to serve as a reactive oxygen species scavenger (<xref ref-type="bibr" rid="B33">Semwal et al., 2016</xref>). Recent study suggest that myricetin inhibits the SARS-CoV-2 3CLpro enzyme (<xref ref-type="bibr" rid="B47">Xiao et al., 2021</xref>). Oleuropein is the primary phenolic compound derived from <italic>Olea europaea</italic>, which also produces olive oil and possesses many pharmacological properties such as antioxidant, anti-inflammatory, anti-atherogenic, anti-cancer, antimicrobial, and antiviral (<xref ref-type="bibr" rid="B27">Omar, 2010</xref>). Several epidemiological and clinical studies suggest that theaflavin from black tea has remarkable pharmacological properties, including anti-inflammatory, antioxidant, anti-cancer, anti-obesity, anti-osteoporotic, anti-microbial, and anti-viral effects (<xref ref-type="bibr" rid="B34">Shan et al., 2021</xref>). Recent <italic>in vitro</italic> studies suggest that theaflavin inhibits the SARS-CoV-2 3CLpro enzyme (<xref ref-type="bibr" rid="B14">Jang et al., 2020</xref>). Rutin is a flavonoid derived from the plant <italic>Ruta graveolens</italic> and is commonly found in teas, apples, and buckwheat. Rutin is commonly known as vitamin P. Rutin has multiple pharmacological activities on different body systems, making it a solid therapeutic phytochemical to fight against several pathological conditions. Additionally, rutin also possesses antiviral activity against retroviruses and viruses such as herpes and hepatitis C and B (<xref ref-type="bibr" rid="B10">Ganeshpurkar and Saluja, 2017</xref>).</p>
<p>In conclusion, among the 53 phytochemicals tested, only EGCG, mangiferin, myricetin, oleuropein, theaflavin, and rutin effectively inhibited both proteolytic and DUB activities of PLpro enzyme. Additionally, EGCG, myricetin and theaflavin are known to inhibit 3CLpro, a main protease of SARS-CoV-2 (<xref ref-type="bibr" rid="B14">Jang et al., 2020</xref>; <xref ref-type="bibr" rid="B47">Xiao et al., 2021</xref>). Our data suggest that EGCG, myricetin and theaflavin also inhibits the SARS-CoV-2 PLpro enzymatic activity, thus providing the evidence of dual target of these molecules to inhibit the SARS-CoV-2 replication. The overall data suggests that the phytochemicals mentioned above have strong potential as antiviral drug candidates to inhibit the SARS-CoV-2 replication and regulate cytokine storm prevalent in COVID-19 patients. Nevertheless, the therapeutic potential of these phytochemicals needs to be further validated by viral challenges and clinical studies to halt the viral spread of SARS-CoV-2 infection.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s9">Supplementary Material</xref>, further inquiries can be directed to the corresponding authors.</p>
</sec>
<sec id="s6">
<title>Author contributions</title>
<p>VM, ST, and SR designed and wrote the manuscript. AK, DL, AS, KC, and RD collected the data on drugs and performed the experiments. All authors reviewed the manuscript.</p>
</sec>
<ack>
<p>We thank Travis Field, Tu Dang, Handong Ma, and Yan Wu for their technical support during the study. We also thank Deepa Machiah for her critical inputs and proof reading the manuscript. This work was supported by internal funding from Division of Research, PCOM to ST, VM, and RS.</p>
</ack>
<sec sec-type="COI-statement" id="s7">
<title>Conflict of interest</title>
<p>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.</p>
</sec>
<sec sec-type="disclaimer" id="s8">
<title>Publisher&#x2019;s note</title>
<p>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.</p>
</sec>
<sec id="s9">
<title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fchem.2022.1100460/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fchem.2022.1100460/full&#x23;supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet1.PDF" id="SM1" mimetype="application/PDF" xmlns:xlink="http://www.w3.org/1999/xlink"/>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Asrani</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Eapen</surname>
<given-names>M. S.</given-names>
</name>
<name>
<surname>Chia</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Haug</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Weber</surname>
<given-names>H. C.</given-names>
</name>
<name>
<surname>Hassan</surname>
<given-names>M. I.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Diagnostic approaches in COVID-19: Clinical updates</article-title>. <source>Expert Rev. Respir. Med.</source> <volume>15</volume> (<issue>2</issue>), <fpage>197</fpage>&#x2013;<lpage>212</lpage>. <pub-id pub-id-type="doi">10.1080/17476348.2021.1823833</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Astuti</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Ysrafil</surname>
</name>
</person-group> (<year>2020</year>). <article-title>Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2): An overview of viral structure and host response</article-title>. <source>Diabetes metabolic syndrome</source> <volume>14</volume> (<issue>4</issue>), <fpage>407</fpage>&#x2013;<lpage>412</lpage>. <pub-id pub-id-type="doi">10.1016/j.dsx.2020.04.020</pub-id>
</citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Beura</surname>
<given-names>S. K.</given-names>
</name>
<name>
<surname>Panigrahi</surname>
<given-names>A. R.</given-names>
</name>
<name>
<surname>Yadav</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Singh</surname>
<given-names>S. K.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Phytochemicals as potential therapeutics for SARS-CoV-2&#x2013;induced cardiovascular complications: Thrombosis and platelet perspective</article-title>. <source>Front. Pharmacol.</source> <volume>12</volume>, <fpage>658273</fpage>. <pub-id pub-id-type="doi">10.3389/fphar.2021.658273</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Calleja</surname>
<given-names>D. J.</given-names>
</name>
<name>
<surname>Lessene</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Komander</surname>
<given-names>D.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Inhibitors of SARS-CoV-2 PLpro</article-title>. <source>Front. Chem.</source> <volume>10</volume>, <fpage>876212</fpage>. <pub-id pub-id-type="doi">10.3389/fchem.2022.876212</pub-id>
</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Carneiro</surname>
<given-names>B. M.</given-names>
</name>
<name>
<surname>Batista</surname>
<given-names>M. N.</given-names>
</name>
<name>
<surname>Braga</surname>
<given-names>A. C. S.</given-names>
</name>
<name>
<surname>Nogueira</surname>
<given-names>M. L.</given-names>
</name>
<name>
<surname>Rahal</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>The green tea molecule EGCG inhibits Zika virus entry</article-title>. <source>Virology</source> <volume>496</volume>, <fpage>215</fpage>&#x2013;<lpage>218</lpage>. <pub-id pub-id-type="doi">10.1016/j.virol.2016.06.012</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chakravarti</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Singh</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Ghosh</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Dey</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Sharma</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Velayutham</surname>
<given-names>R.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>A review on potential of natural products in the management of COVID-19</article-title>. <source>RSC Adv.</source> <volume>11</volume> (<issue>27</issue>), <fpage>16711</fpage>&#x2013;<lpage>16735</lpage>. <pub-id pub-id-type="doi">10.1039/d1ra00644d</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cheng</surname>
<given-names>P. W.</given-names>
</name>
<name>
<surname>Ng</surname>
<given-names>L. T.</given-names>
</name>
<name>
<surname>Chiang</surname>
<given-names>L. C.</given-names>
</name>
<name>
<surname>Lin</surname>
<given-names>C. C.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Antiviral effects of saikosaponins on human coronavirus 229E <italic>in vitro</italic>
</article-title>. <source>Clin. Exp. Pharmacol. Physiol.</source> <volume>33</volume> (<issue>7</issue>), <fpage>612</fpage>&#x2013;<lpage>616</lpage>. <pub-id pub-id-type="doi">10.1111/j.1440-1681.2006.04415.x</pub-id>
</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chourasia</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Koppula</surname>
<given-names>P. R.</given-names>
</name>
<name>
<surname>Battu</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Ouseph</surname>
<given-names>M. M.</given-names>
</name>
<name>
<surname>Singh</surname>
<given-names>A. K.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>EGCG, a green tea catechin, as a potential therapeutic agent for symptomatic and asymptomatic SARS-CoV-2 infection</article-title>. <source>Molecules</source> <volume>26</volume> (<issue>5</issue>), <fpage>1200</fpage>. <pub-id pub-id-type="doi">10.3390/molecules26051200</pub-id>
</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>de Leuw</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Stephan</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Protease inhibitor therapy for hepatitis C virus-infection</article-title>. <source>Expert Opin. Pharmacother.</source> <volume>19</volume> (<issue>6</issue>), <fpage>577</fpage>&#x2013;<lpage>587</lpage>. <pub-id pub-id-type="doi">10.1080/14656566.2018.1454428</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ganeshpurkar</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Saluja</surname>
<given-names>A. K.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>The pharmacological potential of rutin</article-title>. <source>Saudi Pharm. J.</source> <volume>25</volume> (<issue>2</issue>), <fpage>149</fpage>&#x2013;<lpage>164</lpage>. <pub-id pub-id-type="doi">10.1016/j.jsps.2016.04.025</pub-id>
</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hojyo</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Uchida</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Tanaka</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Hasebe</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Tanaka</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Murakami</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>How COVID-19 induces cytokine storm with high mortality</article-title>. <source>Inflamm. Regen.</source> <volume>40</volume>, <fpage>37</fpage>. <pub-id pub-id-type="doi">10.1186/s41232-020-00146-3</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Imran</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Arshad</surname>
<given-names>M. S.</given-names>
</name>
<name>
<surname>Butt</surname>
<given-names>M. S.</given-names>
</name>
<name>
<surname>Kwon</surname>
<given-names>J. H.</given-names>
</name>
<name>
<surname>Arshad</surname>
<given-names>M. U.</given-names>
</name>
<name>
<surname>Sultan</surname>
<given-names>M. T.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Mangiferin: A natural miracle bioactive compound against lifestyle related disorders</article-title>. <source>Lipids Health Dis.</source> <volume>16</volume> (<issue>1</issue>), <fpage>84</fpage>. <pub-id pub-id-type="doi">10.1186/s12944-017-0449-y</pub-id>
</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jackson</surname>
<given-names>C. B.</given-names>
</name>
<name>
<surname>Farzan</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Choe</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Mechanisms of SARS-CoV-2 entry into cells</article-title>. <source>Nat. Rev. Mol. Cell. Biol.</source> <volume>23</volume>, <fpage>3</fpage>&#x2013;<lpage>20</lpage>. <pub-id pub-id-type="doi">10.1038/s41580-021-00418-x</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jang</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Park</surname>
<given-names>Y. I.</given-names>
</name>
<name>
<surname>Cha</surname>
<given-names>Y. E.</given-names>
</name>
<name>
<surname>Park</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Namkoong</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Lee</surname>
<given-names>J. I.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Tea polyphenols EGCG and theaflavin inhibit the activity of SARS-CoV-2 3CL-protease <italic>in vitro</italic>
</article-title>. <source>Evid. Based Complement. Altern. Med.</source> <volume>2020</volume>, <fpage>1</fpage>&#x2013;<lpage>7</lpage>. <pub-id pub-id-type="doi">10.1155/2020/5630838</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jeon</surname>
<given-names>Y. J.</given-names>
</name>
<name>
<surname>Yoo</surname>
<given-names>H. M.</given-names>
</name>
<name>
<surname>Chung</surname>
<given-names>C. H.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>ISG15 and immune diseases</article-title>. <source>Biochim. Biophys. Acta</source> <volume>1802</volume> (<issue>5</issue>), <fpage>485</fpage>&#x2013;<lpage>496</lpage>. <pub-id pub-id-type="doi">10.1016/j.bbadis.2010.02.006</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kikkert</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Innate immune evasion by human respiratory RNA viruses</article-title>. <source>J. Innate Immun.</source> <volume>12</volume> (<issue>1</issue>), <fpage>4</fpage>&#x2013;<lpage>20</lpage>. <pub-id pub-id-type="doi">10.1159/000503030</pub-id>
</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kumar</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Mishra</surname>
<given-names>D. C.</given-names>
</name>
<name>
<surname>Angadi</surname>
<given-names>U. B.</given-names>
</name>
<name>
<surname>Yadav</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Rai</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Kumar</surname>
<given-names>D.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Inhibition potencies of phytochemicals derived from sesame against SARS-CoV-2 main protease: A molecular docking and simulation study</article-title>. <source>Front. Chem.</source> <volume>9</volume>, <fpage>744376</fpage>. <pub-id pub-id-type="doi">10.3389/fchem.2021.744376</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lewis</surname>
<given-names>D. S. M.</given-names>
</name>
<name>
<surname>Ho</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Wills</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Kawall</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Sharma</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Chavada</surname>
<given-names>K.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Aloin isoforms (A and B) selectively inhibits proteolytic and deubiquitinating activity of papain like protease (PLpro) of SARS-CoV-2 <italic>in vitro</italic>
</article-title>. <source>Sci. Rep.</source> <volume>12</volume> (<issue>1</issue>), <fpage>2145</fpage>. <pub-id pub-id-type="doi">10.1038/s41598-022-06104-y</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lin</surname>
<given-names>L. T.</given-names>
</name>
<name>
<surname>Hsu</surname>
<given-names>W. C.</given-names>
</name>
<name>
<surname>Lin</surname>
<given-names>C. C.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Antiviral natural products and herbal medicines</article-title>. <source>J. Tradit. Complement. Med.</source> <volume>4</volume> (<issue>1</issue>), <fpage>24</fpage>&#x2013;<lpage>35</lpage>. <pub-id pub-id-type="doi">10.4103/2225-4110.124335</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lu</surname>
<given-names>J. W.</given-names>
</name>
<name>
<surname>Hsieh</surname>
<given-names>P. S.</given-names>
</name>
<name>
<surname>Lin</surname>
<given-names>C. C.</given-names>
</name>
<name>
<surname>Hu</surname>
<given-names>M. K.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>S. M.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>Y. M.</given-names>
</name>
<etal/>
</person-group> (<year>2017</year>). <article-title>Synergistic effects of combination treatment using EGCG and suramin against the chikungunya virus</article-title>. <source>Biochem. biophysical Res. Commun.</source> <volume>491</volume> (<issue>3</issue>), <fpage>595</fpage>&#x2013;<lpage>602</lpage>. <pub-id pub-id-type="doi">10.1016/j.bbrc.2017.07.157</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lv</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Cano</surname>
<given-names>K. E.</given-names>
</name>
<name>
<surname>Jia</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Drag</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>T. T.</given-names>
</name>
<name>
<surname>Olsen</surname>
<given-names>S. K.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Targeting SARS-CoV-2 proteases for COVID-19 antiviral development</article-title>. <source>Front. Chem.</source> <volume>9</volume>, <fpage>819165</fpage>. <pub-id pub-id-type="doi">10.3389/fchem.2021.819165</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mahmoudvand</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Shokri</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Interactions between SARS coronavirus 2 papain-like protease and immune system: A potential drug target for the treatment of COVID-19</article-title>. <source>Scand. J. Immunol.</source> <volume>94</volume>, <fpage>e13044</fpage>. <pub-id pub-id-type="doi">10.1111/sji.13044</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>McClain</surname>
<given-names>C. B.</given-names>
</name>
<name>
<surname>Vabret</surname>
<given-names>N.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>SARS-CoV-2: The many pros of targeting PLpro</article-title>. <source>Signal Transduct. Target Ther.</source> <volume>5</volume> (<issue>1</issue>), <fpage>223</fpage>. <pub-id pub-id-type="doi">10.1038/s41392-020-00335-z</pub-id>
</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mody</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Ho</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Wills</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Mawri</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Lawson</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Ebert</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Identification of 3-chymotrypsin like protease (3CLPro) inhibitors as potential anti-SARS-CoV-2 agents</article-title>. <source>Commun. Biol.</source> <volume>4</volume> (<issue>1</issue>), <fpage>93</fpage>. <pub-id pub-id-type="doi">10.1038/s42003-020-01577-x</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Morens</surname>
<given-names>D. M.</given-names>
</name>
<name>
<surname>Fauci</surname>
<given-names>A. S.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Emerging pandemic diseases: How we got to COVID-19</article-title>. <source>Cell.</source> <volume>182</volume> (<issue>5</issue>), <fpage>837</fpage>&#x2013;<lpage>892</lpage>. <pub-id pub-id-type="doi">10.1016/j.cell.2020.10.022</pub-id>
</citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mou</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Jiang</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Zhu</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Ren</surname>
<given-names>T.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>EGCG induces beta-defensin 3 against influenza A virus H1N1 by the MAPK signaling pathway</article-title>. <source>Exp. Ther. Med.</source> <volume>20</volume> (<issue>4</issue>), <fpage>3017</fpage>&#x2013;<lpage>3024</lpage>. <pub-id pub-id-type="doi">10.3892/etm.2020.9047</pub-id>
</citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Omar</surname>
<given-names>S. H.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Oleuropein in olive and its pharmacological effects</article-title>. <source>Sci. Pharm.</source> <volume>78</volume> (<issue>2</issue>), <fpage>133</fpage>&#x2013;<lpage>154</lpage>. <pub-id pub-id-type="doi">10.3797/scipharm.0912-18</pub-id>
</citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Osipiuk</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Azizi</surname>
<given-names>S. A.</given-names>
</name>
<name>
<surname>Dvorkin</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Endres</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Jedrzejczak</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Jones</surname>
<given-names>K. A.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Structure of papain-like protease from SARS-CoV-2 and its complexes with non-covalent inhibitors</article-title>. <source>Nat. Commun.</source> <volume>12</volume> (<issue>1</issue>), <fpage>743</fpage>. <pub-id pub-id-type="doi">10.1038/s41467-021-21060-3</pub-id>
</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ratia</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Kilianski</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Baez-Santos</surname>
<given-names>Y. M.</given-names>
</name>
<name>
<surname>Baker</surname>
<given-names>S. C.</given-names>
</name>
<name>
<surname>Mesecar</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Structural Basis for the Ubiquitin-Linkage Specificity and deISGylating activity of SARS-CoV papain-like protease</article-title>. <source>PLoS Pathog.</source> <volume>10</volume> (<issue>5</issue>), <fpage>e1004113</fpage>. <pub-id pub-id-type="doi">10.1371/journal.ppat.1004113</pub-id>
</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ren</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Glende</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Al-Falah</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>de Vries</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Schwegmann-Wessels</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Qu</surname>
<given-names>X.</given-names>
</name>
<etal/>
</person-group> (<year>2006</year>). <article-title>Analysis of ACE2 in polarized epithelial cells: Surface expression and function as receptor for severe acute respiratory syndrome-associated coronavirus</article-title>. <source>J. Gen. Virol.</source> <volume>87</volume> (<issue>6</issue>), <fpage>1691</fpage>&#x2013;<lpage>1695</lpage>. <pub-id pub-id-type="doi">10.1099/vir.0.81749-0</pub-id>
</citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rubin</surname>
<given-names>R.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>From positive to negative to positive again&#x2014;the mystery of why COVID-19 rebounds in some patients who take paxlovid</article-title>. <source>JAMA</source> <volume>327</volume> (<issue>24</issue>), <fpage>2380</fpage>&#x2013;<lpage>2382</lpage>. <pub-id pub-id-type="doi">10.1001/jama.2022.9925</pub-id>
</citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Saravolatz</surname>
<given-names>L. D.</given-names>
</name>
<name>
<surname>Depcinski</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Sharma</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Molnupiravir and nirmatrelvir-ritonavir: Oral COVID antiviral drugs</article-title>. <source>Clin. Infect. Dis.</source>, <fpage>ciac180</fpage>. <pub-id pub-id-type="doi">10.1093/cid/ciac180</pub-id>
</citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Semwal</surname>
<given-names>D. K.</given-names>
</name>
<name>
<surname>Semwal</surname>
<given-names>R. B.</given-names>
</name>
<name>
<surname>Combrinck</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Viljoen</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>Myricetin: A dietary molecule with diverse biological activities</article-title>. <source>Nutrients</source> <volume>8</volume> (<issue>2</issue>), <fpage>90</fpage>. <pub-id pub-id-type="doi">10.3390/nu8020090</pub-id>
</citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shan</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Nisar</surname>
<given-names>M. F.</given-names>
</name>
<name>
<surname>Li</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Wan</surname>
<given-names>C. C.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Theaflavin Chemistry and its health benefits</article-title>. <source>Oxid. Med. Cell. Longev.</source> <volume>2021</volume>, <fpage>1</fpage>&#x2013;<lpage>16</lpage>. <pub-id pub-id-type="doi">10.1155/2021/6256618</pub-id>
</citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shin</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Mukherjee</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Grewe</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Bojkova</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Baek</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Bhattacharya</surname>
<given-names>A.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Papain-like protease regulates SARS-CoV-2 viral spread and innate immunity</article-title>. <source>Nature</source> <volume>587</volume> (<issue>7835</issue>), <fpage>657</fpage>&#x2013;<lpage>662</lpage>. <pub-id pub-id-type="doi">10.1038/s41586-020-2601-5</pub-id>
</citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Srinivasan</surname>
<given-names>V.</given-names>
</name>
<name>
<surname>Brognaro</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Prabhu</surname>
<given-names>P. R.</given-names>
</name>
<name>
<surname>de Souza</surname>
<given-names>E. E.</given-names>
</name>
<name>
<surname>Gunther</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Reinke</surname>
<given-names>P. Y. A.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Antiviral activity of natural phenolic compounds in complex at an allosteric site of SARS-CoV-2 papain-like protease</article-title>. <source>Commun. Biol.</source> <volume>5</volume> (<issue>1</issue>), <fpage>805</fpage>. <pub-id pub-id-type="doi">10.1038/s42003-022-03737-7</pub-id>
</citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tiecco</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Storti</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Degli Antoni</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Foc&#xe0;</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Castelli</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Quiros-Roldan</surname>
<given-names>E.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Omicron genetic and clinical peculiarities that may overturn SARS-CoV-2 pandemic: A literature review</article-title>. <source>Int. J. Mol. Sci.</source> <volume>23</volume> (<issue>4</issue>), <fpage>1987</fpage>. <pub-id pub-id-type="doi">10.3390/ijms23041987</pub-id>
</citation>
</ref>
<ref id="B38">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Tomalka</surname>
<given-names>J. A.</given-names>
</name>
<name>
<surname>Suthar</surname>
<given-names>M. S.</given-names>
</name>
<name>
<surname>Deeks</surname>
<given-names>S. G.</given-names>
</name>
<name>
<surname>Sekaly</surname>
<given-names>R. P.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Fighting the SARS-CoV-2 pandemic requires a global approach to understanding the heterogeneity of vaccine responses</article-title>. <source>Nat. Immunol.</source> <volume>23</volume> (<issue>3</issue>), <fpage>360</fpage>&#x2013;<lpage>370</lpage>. <pub-id pub-id-type="doi">10.1038/s41590-022-01130-4</pub-id>
</citation>
</ref>
<ref id="B39">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ul Qamar</surname>
<given-names>M. T.</given-names>
</name>
<name>
<surname>Alqahtani</surname>
<given-names>S. M.</given-names>
</name>
<name>
<surname>Alamri</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Chen</surname>
<given-names>L-L.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Structural basis of SARS-CoV-2 3CL(pro) and anti-COVID-19 drug discovery from medicinal plants</article-title>. <source>J. Pharm. Anal.</source> <volume>10</volume>, <fpage>313</fpage>&#x2013;<lpage>319</lpage>. <pub-id pub-id-type="doi">10.1016/j.jpha.2020.03.009</pub-id>
</citation>
</ref>
<ref id="B40">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>GS-5734: A potentially approved drug by FDA against SARS-cov-2</article-title>. <source>New J. Chem.</source> <volume>44</volume> (<issue>29</issue>), <fpage>12417</fpage>&#x2013;<lpage>12429</lpage>. <pub-id pub-id-type="doi">10.1039/d0nj02656e</pub-id>
</citation>
</ref>
<ref id="B41">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Chinese herbal medicine: Fighting SARS-CoV-2 infection on all fronts</article-title>. <source>J. Ethnopharmacol.</source> <volume>270</volume>, <fpage>113869</fpage>. <pub-id pub-id-type="doi">10.1016/j.jep.2021.113869</pub-id>
</citation>
</ref>
<ref id="B42">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Broad-spectrum prodrugs with anti-SARS-CoV-2 activities: Strategies, benefits, and challenges</article-title>. <source>J. Med. Virol.</source> <volume>94</volume> (<issue>4</issue>), <fpage>1373</fpage>&#x2013;<lpage>1390</lpage>. <pub-id pub-id-type="doi">10.1002/jmv.27517</pub-id>
</citation>
</ref>
<ref id="B43">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>In the age of Omicron variant: Paxlovid raises new hopes of COVID&#x2010;19 recovery</article-title>. <source>J. Med. Virol.</source> <volume>94</volume> (<issue>5</issue>), <fpage>1766</fpage>&#x2013;<lpage>1767</lpage>. <pub-id pub-id-type="doi">10.1002/jmv.27540</pub-id>
</citation>
</ref>
<ref id="B44">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>L.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Post-acute sequelae of SARS-CoV-2 infection: A neglected public health issue</article-title>. <source>Front. Public Health</source> <volume>10</volume>, <fpage>908757</fpage>. <pub-id pub-id-type="doi">10.3389/fpubh.2022.908757</pub-id>
</citation>
</ref>
<ref id="B45">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Song</surname>
<given-names>X-Q.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Oral GS-441524 derivatives: Next-generation inhibitors of SARS&#x2010;CoV&#x2010;2 RNA&#x2010;dependent RNA polymerase</article-title>. <source>Front. Immunol.</source> <volume>13</volume>, <fpage>1015355</fpage>. <pub-id pub-id-type="doi">10.3389/fimmu.2022.1015355</pub-id>
</citation>
</ref>
<ref id="B46">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Wang</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Yang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Song</surname>
<given-names>X-Q.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Bioactive natural products in COVID-19 therapy</article-title>. <source>Front. Pharmacol.</source> <volume>13</volume>, <fpage>926507</fpage>. <pub-id pub-id-type="doi">10.3389/fphar.2022.926507</pub-id>
</citation>
</ref>
<ref id="B47">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xiao</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Cui</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Zheng</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Wang</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Gao</surname>
<given-names>D.</given-names>
</name>
<etal/>
</person-group> (<year>2021</year>). <article-title>Myricetin inhibits SARS-CoV-2 viral replication by targeting M(pro) and ameliorates pulmonary inflammation</article-title>. <source>Front. Pharmacol.</source> <volume>12</volume>, <fpage>669642</fpage>. <pub-id pub-id-type="doi">10.3389/fphar.2021.669642</pub-id>
</citation>
</ref>
<ref id="B48">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Yang</surname>
<given-names>L.</given-names>
</name>
<name>
<surname>Xie</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Tu</surname>
<given-names>Z.</given-names>
</name>
<name>
<surname>Fu</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Zhou</surname>
<given-names>Y.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>The signal pathways and treatment of cytokine storm in COVID-19</article-title>. <source>Signal Transduct. Target Ther.</source> <volume>6</volume> (<issue>1</issue>), <fpage>255</fpage>. <pub-id pub-id-type="doi">10.1038/s41392-021-00679-0</pub-id>
</citation>
</ref>
<ref id="B49">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zhang</surname>
<given-names>X.</given-names>
</name>
<name>
<surname>Huang</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Zhang</surname>
<given-names>Q.</given-names>
</name>
<name>
<surname>Fan</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Xu</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Sun</surname>
<given-names>C.</given-names>
</name>
<etal/>
</person-group> (<year>2015</year>). <article-title>Phytochemical Characterization of Chinese Bayberry (Myrica rubra Sieb. et Zucc.) of 17 Cultivars and Their Antioxidant Properties</article-title>. <source>Int. J. Mol. Sci.</source> <volume>16</volume> (<issue>6</issue>), <fpage>12467</fpage>&#x2013;<lpage>12481</lpage>. <pub-id pub-id-type="doi">10.3390/ijms160612467</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>