<?xml version="1.0" encoding="UTF-8"?>
<?covid-19-tdm?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" xmlns:xsi="http://www.w3.org/2001/XMLSchema-instance" article-type="research-article" dtd-version="2.3" xml:lang="EN">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Cell. Infect. Microbiol.</journal-id>
<journal-title>Frontiers in Cellular and Infection Microbiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Cell. Infect. Microbiol.</abbrev-journal-title>
<issn pub-type="epub">2235-2988</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fcimb.2021.730288</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Cellular and Infection Microbiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Identification of Natural Inhibitors Against SARS-CoV-2 Drugable Targets Using Molecular Docking, Molecular Dynamics Simulation, and MM-PBSA Approach</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Kushwaha</surname>
<given-names>Prem Prakash</given-names>
</name>
<xref ref-type="author-notes" rid="fn002">
<sup>&#x2020;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Singh</surname>
<given-names>Atul Kumar</given-names>
</name>
<xref ref-type="author-notes" rid="fn002">
<sup>&#x2020;</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/757031"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Bansal</surname>
<given-names>Tanya</given-names>
</name>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2021;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Yadav</surname>
<given-names>Akansha</given-names>
</name>
<xref ref-type="author-notes" rid="fn003">
<sup>&#x2021;</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Prajapati</surname>
<given-names>Kumari Sunita</given-names>
</name>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Shuaib</surname>
<given-names>Mohd</given-names>
</name>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Kumar</surname>
<given-names>Shashank</given-names>
</name>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/201352"/>
</contrib>
</contrib-group>
<aff id="aff1">
<institution>Molecular Signaling &amp; Drug Discovery Laboratory, Department of Biochemistry, Central University of Punjab</institution>, <addr-line>Bathinda</addr-line>, <country>India</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Hardeep Singh Tuli, Maharishi Markandeshwar University, Mullana, India</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Ajay Kumar, Banaras Hindu University, India; Mahesh Kulharia, Central University of Himachal Pradesh, India</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Shashank Kumar, <email xlink:href="mailto:shashankbiochemau@gmail.com">shashankbiochemau@gmail.com</email>
</p>
</fn>
<fn fn-type="equal" id="fn002">
<p>&#x2020;These authors have contributed equally to this work</p>
</fn>
<fn fn-type="equal" id="fn003">
<p>&#x2021;These authors have contributed equally to this work</p>
</fn>
<fn fn-type="other" id="fn004">
<p>This article was submitted to Clinical Microbiology, a section of the journal Frontiers in Cellular and Infection Microbiology</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>12</day>
<month>08</month>
<year>2021</year>
</pub-date>
<pub-date pub-type="collection">
<year>2021</year>
</pub-date>
<volume>11</volume>
<elocation-id>730288</elocation-id>
<history>
<date date-type="received">
<day>24</day>
<month>06</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>22</day>
<month>07</month>
<year>2021</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2021 Kushwaha, Singh, Bansal, Yadav, Prajapati, Shuaib and Kumar</copyright-statement>
<copyright-year>2021</copyright-year>
<copyright-holder>Kushwaha, Singh, Bansal, Yadav, Prajapati, Shuaib and Kumar</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>The present study explores the SARS-CoV-2 drugable target inhibition efficacy of phytochemicals from Indian medicinal plants using molecular docking, molecular dynamics (MD) simulation, and MM-PBSA analysis. A total of 130 phytochemicals were screened against SARS-CoV-2 Spike (S)-protein, RNA-dependent RNA polymerase (RdRp), and Main protease (M<sup>pro</sup>). Result of molecular docking showed that Isoquercetin potentially binds with the active site/protein binding site of the Spike, RdRP, and Mpro targets with a docking score of -8.22, -6.86, and -9.73 kcal/mole, respectively. Further, MS&#xa0;3, 7-Hydroxyaloin B, 10-Hydroxyaloin A, showed -9.57, -7.07, -8.57 kcal/mole docking score against Spike, RdRP, and M<sup>pro</sup> targets respectively. The MD simulation was performed to study the favorable confirmation and energetically stable complex formation ability of Isoquercetin and 10-Hydroxyaloin A phytochemicals in M<sup>pro</sup>-unbound/ligand bound/standard inhibitor bound system. The parameters such as RMSD, RMSF, Rg, SASA, Hydrogen-bond formation, energy landscape, principal component analysis showed that the lead phytochemicals form stable and energetically stabilized complex with the target protein. Further, MM-PBSA analysis was performed to compare the Gibbs free energy of the M<sup>pro</sup>-ligand bound and standard inhibitor bound complexes. The analysis revealed that the His-41, Cys145, Met49, and Leu27 amino acid residues were majorly responsible for the lower free energy of the complex. Drug likeness and physiochemical properties of the test compounds showed satisfactory results. Taken together, the study concludes that that the Isoquercetin and 10-Hydroxyaloin A phytochemical possess significant efficacy to bind SARS-Cov-2 M<sup>pro</sup> active site. The study necessitates further <italic>in vitro</italic> and <italic>in vivo</italic> experimental validation of these lead phytochemicals to assess their anti-SARS-CoV-2 potential.</p>
</abstract>
<kwd-group>
<kwd>isoquercetin</kwd>
<kwd>10-hydroxyaloin A</kwd>
<kwd>SARS-CoV-2</kwd>
<kwd>
<italic>in silico</italic>
</kwd>
<kwd>drugable targets</kwd>
</kwd-group>
<counts>
<fig-count count="11"/>
<table-count count="5"/>
<equation-count count="1"/>
<ref-count count="53"/>
<page-count count="17"/>
<word-count count="8458"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>SARS-CoV-2 is a single-stranded RNA-enveloped virus whose gene fragments consist of structural and non-structural proteins. Some of the genes (<italic>viz.</italic>, E, M, N, and S) encode structural proteins, whereas some encode important non-structural proteins (<italic>viz.</italic>, papain-like protease- PLpro, 3-chymotrypsin-like/main protease-M<sup>pro</sup>, Spike-protein, and RNA-dependent RNA polymerase-RdRp) by the ORF region. The Spike-protein possesses two subunits (S1 and S2), which play important roles in the receptor recognition and membrane fusion process. The S1 subunit encompasses a receptor-binding domain (RBD) which interacts with the host receptor protein [such as angiotensin-converting enzyme 2 [ACE2] or TMPRSS2 protein], whereas the S2 subunit negotiates fusion of the virus to the host cellular membrane. These two events are critical to the entry of the viral particle into the host cells. After entry into the host cells, the viral RNA is released into the cell and the polyproteins are processed by the M<sup>pro</sup> protein. The M<sup>pro</sup> protease of SARS-CoV-2 is identified as a cysteine protease that possesses a catalytic dyad Cys145-His41 in the active site of the protease, responsible for its activity. M<sup>pro</sup> plays an important role in the processing of replicase polyprotein and in the maturation of virus. The RNA-dependent RNA polymerase (RdRp) is essentially required for the viral RNA synthesis, which ultimately enhances the viral virulence. Thus, the SARS-CoV-2 Spike-protein, M<sup>pro</sup>, and RdRp proteins are important drugable target to mitigate the viral entry and virulence of the disease. Several preclinical and clinical studies on the chemically synthesized inhibitors of these drugable targets showed significant toxicity and other adverse effects. For instance, antiviral drugs such as lopinavir and remdesivir exert many side-effects in COIVD-19 patients (<xref ref-type="bibr" rid="B6">Barlow et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B9">Cao et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B29">Liu et&#xa0;al., 2020</xref>). Therefore, there is an urgent need to identify potential natural SARAS-CoV-2 drugable target inhibitors. Plant-based small molecules showed efficacy against different diseases/ailment including antiviral disease in <italic>in silico</italic> and <italic>in vitro</italic> experiments (<xref ref-type="bibr" rid="B18">Gupta et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B24">Kushwaha et&#xa0;al., 2020a</xref>; <xref ref-type="bibr" rid="B25">Kushwaha et&#xa0;al., 2020b</xref>; <xref ref-type="bibr" rid="B22">Kushwaha et&#xa0;al., 2021a</xref>). In the present study we selected two Indian medicinal plants (<italic>Azadirachta indica</italic> and <italic>Aloe vera</italic>) based on the rationale reviewed through the literature.</p>
<p>
<xref ref-type="bibr" rid="B51">Verma (1974)</xref> first time reported antiviral potential (against potato virus X) in <italic>Azadirachta indica</italic> phytochemical (<xref ref-type="bibr" rid="B51">Verma, 1974</xref>). After that several antiviral activities have been reported in extract and/or pure isolated compounds from the plant against Coxsackie B group of viruses, Polio virus, Dengue virus type-2, HIV, Herpes simplex virus type 1, etc. Phytochemicals present in <italic>A. indica</italic> has potential to modulate the early event of viral replication cycle (<xref ref-type="bibr" rid="B4">Badam et&#xa0;al., 1999</xref>). <xref ref-type="bibr" rid="B40">SaiRam et&#xa0;al. (2000)</xref> proposed that neem phytochemicals have the ability to neutralize the viral particle before entering the cells (<xref ref-type="bibr" rid="B40">SaiRam et&#xa0;al., 2000</xref>). They also indicate the entry point inhibition potential in neem phytochemical against viral entry into the host cell. <xref ref-type="bibr" rid="B34">Parida et&#xa0;al. (2002)</xref> in their study also indicated that the neem phytoconstituents could inhibit the viral entry into the host cells (<xref ref-type="bibr" rid="B34">Parida et&#xa0;al., 2002</xref>). In a different study, <xref ref-type="bibr" rid="B49">Udeinya et&#xa0;al. (2004)</xref> reported that neem extract ameliorates adverse effects of human immunodeficiency virus (HIV) in human subjects possibly by inhibiting the cellular entry of the virus (<xref ref-type="bibr" rid="B49">Udeinya et&#xa0;al., 2004</xref>). In an interesting study, <xref ref-type="bibr" rid="B53">Xu et&#xa0;al. (2012)</xref> reported that the phytochemicals present in <italic>A. indica</italic> have the potential to neutralize the viral particle and inhibit the viral entry (<xref ref-type="bibr" rid="B53">Xu et&#xa0;al., 2012</xref>). Different studies reported the antiviral efficacy such as disruption of herpes simplex virus type 1 envelope, treatment of genital herpes virus, pigeon paramyxovirus type 1 Replication, anti-influenza activity, porcine epidemic diarrhea anti-viral activity of <italic>Aloe vera</italic> extracts/phytochemicals in various experimental models and clinical study (<xref ref-type="bibr" rid="B47">Sydiskis et&#xa0;al., 1991</xref>; <xref ref-type="bibr" rid="B36">Perfect et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B13">Dziewulska et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B8">Borges-Arg&#xe1;ez et&#xa0;al., 2019</xref>). Interestingly, <italic>A. vera</italic> is an active ingredient of &#x201c;Bioaron C&#x201d;&#xa0;syrup, which is a herbal medicine known to prevent upper respiratory tract infections (URTIs). Besides, the plant has been used as medicine for URTIs for many decades (<xref ref-type="bibr" rid="B15">Glatthaar-Saalm&#xfc;ller et&#xa0;al., 2015</xref>). Over all the literature revealed the multimechanism-mediated antiviral potential in <italic>A. Indica</italic> and <italic>A. vera</italic> phytochemicals.</p>
<p>Our research group identified lead <italic>A. Indica</italic> phytochemicals having potential to bind human host protein TMPRSS2 involved in Spike-protein entry into the cell (<xref ref-type="bibr" rid="B42">Senapati et&#xa0;al., 2021</xref>). <xref ref-type="bibr" rid="B30">Matveeva et&#xa0;al. (2020)</xref> studied selected phytochemicals (n=1,911) from 55 plant species to find anti-SARAS-CoV-2 protein inhibitors. This showed about 36 phytochemicals per plant species. Similarly, few studies reported the main protease binding potential of only <italic>A. Indica</italic> phytochemicals, but they considered less number of phytochemicals (<xref ref-type="bibr" rid="B14">Garg et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B3">Adegbola et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B50">Umar et&#xa0;al., 2021</xref>). <xref ref-type="bibr" rid="B28">Lim et&#xa0;al. (2021)</xref> suggested <italic>A. indica</italic> as a potential herbal source of anti-SARS-CoV-2 agent with a multimodal efficacy of antiviral, anti-inflammatory, and immunomodulatory properties. Recently two different randomized controlled trials of <italic>A. indica</italic> extract/capsule on COVID-19 positive patients established the significant anti-SARS-CoV-2 potential in <italic>A. indica</italic> plant (<xref ref-type="bibr" rid="B21">Khan et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B32">Nesari et&#xa0;al., 2021</xref>). Similarly, few studies reported the <italic>Aloe vera</italic> phytochemicals as SARS-CoV-2 M<sup>pro</sup> and RdRp binding potential (<xref ref-type="bibr" rid="B31">Mpiana et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B1">Abouelela et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B5">Balkrishna et&#xa0;al., 2021</xref>). These studies either considered fewer compounds or concerned only the <italic>Aloe vera</italic>&#x2013;specific phytochemicals for the study. In the present study we targeted the three SARS-CoV-2 drugable targets (M<sup>pro</sup>, Spike-protein, and RdRp) and considered phytochemicals especially reported in <italic>Aloe vera</italic> plant. Keeping all the abovementioned facts, we selected the <italic>A. indica</italic> and <italic>A. vera</italic> phytochemicals (at larger scale) to revisit the identification of potential antiviral inhibitor of plant origin.</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<title>Materials and Methods</title>
<sec id="s2_1">
<title>
<italic>Azadirachta indica</italic> and <italic>Aloe</italic>&#xa0;<italic>vera</italic>&#xa0;(L.) Phytochemical Retrieval and Preparation</title>
<p>Compounds present in <italic>Azadirachta indica</italic> (n=93) and <italic>Aloe vera</italic> (L.) (n=37) were searched from different sources such as Science Direct, PubMed Central Google Scholar, Web of Science, PubMed, Scopus, Semantic Scholar, Medline, and Google Scholar (<xref ref-type="bibr" rid="B25">Kushwaha et&#xa0;al., 2021b</xref>). Marvin Sketch software (<uri xlink:href="https://chemaxon.com/products/marvin">https://chemaxon.com/products/marvin</uri>) was used to prepare the structures of phytochemicals. Three-dimensional or two-dimensional structures of compounds were retrieved form NCBI PubChem database (<xref ref-type="bibr" rid="B52">Xie, 2010</xref>). Two-dimensional structures of compounds were converted into three-dimensional structure by using Open Babel software (<xref ref-type="bibr" rid="B33">O&#x2019;Boyle et&#xa0;al., 2011</xref>). Using PyRx-Python prescription 0.8 for 200 steps, energy minimization of the ligands was performed by using Merck molecular force field (MMFF94) along with conjugate gradient optimization algorithm (<xref ref-type="bibr" rid="B10">Chitrala &amp; Yeguvapalli, 2014</xref>).</p>
</sec>
<sec id="s2_2">
<title>Protein Retrieval and Preparation</title>
<p>Crystal structures of target proteins, <italic>viz.</italic>, M<sup>pro</sup> (PDB ID: 5RFS), Spike glycoprotein (PDB ID: 6VSB), RdRp (PDB ID: 6M71), were obtained from Protein Data Bank (<uri xlink:href="https://www.rcsb.org/">https://www.rcsb.org/</uri>) with a resolution of 1.70, 3.46, and 2.90 &#xc5;, respectively. Three-dimensional structures of the targeted proteins were prepared for molecular docking using UCSF Chimera (<xref ref-type="bibr" rid="B37">Pettersen et&#xa0;al., 2004</xref>). All water molecules and ligands present in crystallized structure were removed. Steepest descent protocol with 100 steps and 0.02 step size along with conjugate gradient with 10 steps and step size 0.02 &#xc5; was applied for the energy minimization of the obtained protein structures.</p>
</sec>
<sec id="s2_3">
<title>Molecular Docking</title>
<p>Auto Dock Tools 1.5.6 (ADT) was used to perform molecular docking of obtained proteins and ligands (<xref ref-type="bibr" rid="B48">Trott and Olson, 2010</xref>; <xref ref-type="bibr" rid="B39">Pushpendra et&#xa0;al., 2018</xref>). Proteins and ligands were loaded in ADT. Following this, the merging of non-polar hydrogens and torsions was used for the ligands by allowing the rotation of all rotatable bonds. Gestgeiger partial charge was assigned for the ligands. Docking calculations were performed for the all protein models. ADT tools were applied for the assignment of Kollman charges, polar hydrogen atoms, and solvation parameters. To explore the active binding region having differential efficacy, the Lamarckian Genetic Algorithm was used. The whole binding site was used to assign grid boxes of the target proteins to allow sufficient space for the ligands&#x2019; translational and rotational walk. Then 27,000 GA operations were generated with a single population of 150 individuals for every 30 independent runs. PyMOL software was used for visualization, and Discovery studio visualizer was used for the analysis of interface between receptors and ligands (<xref ref-type="bibr" rid="B12">DeLano, 2002</xref>).</p>
</sec>
<sec id="s2_4">
<title>Molecular Dynamics Simulation</title>
<p>Following the docking studies, lead compounds obtained from both <italic>Aloe vera</italic> and <italic>Azadirachta indica</italic> were subjected to MD simulation studies for the evaluation of their binding efficacy and to illustrate the effect of lead compound binding on the internal dynamics of M<sup>pro</sup> protein, along with standard inhibitor and unbound protein (<xref ref-type="bibr" rid="B18">Gupta et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B45">Singh et&#xa0;al., 2021</xref>). The GROMACS (Version 2020.4) was utilized to perform MD simulation (<xref ref-type="bibr" rid="B30">Abraham et&#xa0;al., 2015</xref>). GROMOS54a7 force field and single-point charge (SPC) water model was applied to conduct MD simulation of all complexes. Topologies and parameter files of the lead compounds and the standard inhibitor were generated using PRODRG server (<xref ref-type="bibr" rid="B41">Sch&#xfc;ttelkopf and Van Aalten, 2004</xref>). All the complexes were simulated inside a cubic box with 1 &#xc5; of buffer distance. For the electro neutralization of the complexes, the respective number of ions were added. Bad contacts and clashes in the protein were resolved by energy minimization using 5,000 steps of steepest decent method. Following the energy minimization, all the complexes underwent two steps of equilibration, first 100 ps of NVT equilibration followed by 100 ps of NVT equilibration. In order to avoid the cold solute&#x2013;hot solvent difficulty, temperature coupling was applied, which was achieved by indexing the system into non-water and water components by using <italic>gmx make_ndx</italic> module of GROMACS (<xref ref-type="bibr" rid="B27">Lemkul, 2019</xref>). The temperature of the system was maintained at 300&#xb0;C by using Berendsen thermostat (<xref ref-type="bibr" rid="B7">Berendsen et&#xa0;al., 1984</xref>). Similarly, the pressure of the system was maintained by using Parrinello-Rahman barostat (<xref ref-type="bibr" rid="B35">Parrinello and Rahman, 1981</xref>). Long-range interaction present in the system was treated by applying the LINCS method (<xref ref-type="bibr" rid="B19">Hess et&#xa0;al., 1997</xref>). MD simulations were performed for 20,000 ps, and the coordinates were saved at every 1 ps for all the system. Structural and conformational analysis of all system was conducted using various analysis modules implemented in GROMACS package.</p>
</sec>
<sec id="s2_5">
<title>Trajectory Analysis</title>
<p>Trajectories obtained following the molecular dynamics simulation were studied using tools available in the GROMACS package. The RMSD and RMSF of the lead phytochemical bound, standard inhibitor bound, and non-bound proteins were computed using <italic>gmx rms</italic> and <italic>gmx rmsf</italic> tools, respectively. The SASA and Rg were computed using <italic>gmx sasa</italic> and <italic>gmx gyrate</italic> tools, respectively. The energy calculations were performed using <italic>gmx energy</italic> tool. The change in the secondary structure of the unbound and ligand-bound test protein was analyzed using <italic>gmx do_dssp</italic> tool. The hydrogen bond formation was analyzed using <italic>gmx hbond</italic> tool. Visualization was performed using VMD and PyMol software (<xref ref-type="bibr" rid="B20">Humphrey et&#xa0;al., 1996</xref>; <xref ref-type="bibr" rid="B12">DeLano, 2002</xref>). Graphical representations were made using Grace Software (<uri xlink:href="https://plasma-gate.weizmann.ac.il/Grace/">https://plasma-gate.weizmann.ac.il/Grace/</uri>).</p>
</sec>
<sec id="s2_6">
<title>Principal Component Analysis</title>
<p>The PCA is a popular analytical tool to assess the reduction in the dimensionality of large datasets. It is also a widely applied technique in MD simulations for the illustration of the slow/functional movements in biomolecules (<xref ref-type="bibr" rid="B18">Gupta et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B45">Singh et&#xa0;al., 2021</xref>). The principal components for all three complexes were obtained by diagonalization and solvation of the eigenvalues and eigenvectors for the covariance matrices. The eigenvectors and eigenvalues demonstrate the direction and the magnitude of the motion, respectively. Calculation of covariance matrix was performed using GROMACS tool <italic>gmx covar</italic>. The <italic>gmx covar</italic> tool of the GROMACS package was applied to build and also diagonalize the covariance matrix. Further <italic>gmx anaeig</italic> was applied for the calculation of overlap between the computed principal components and coordinates of the trajectory.</p>
</sec>
<sec id="s2_7">
<title>Free Energy Surface and Dynamical Cross-Correlation Matrix</title>
<p>Free energy surface (FES) is used to represent the possible conformation of the proteins in MD simulations. The change in possible conformation and the Gibbs free energy of the test protein (both in unbound and in ligand-bound complex) was studied. FES demonstrates the two variables that illustrate individual properties of the M<sup>pro</sup>-lead phytochemical bound, standard inhibitor bound, and unbound protein systems. The FES calculations also measured the conformational variability of the test systems. The FES calculation was made by calculating the probability distribution of the first two eigenvectors. For the DCCM analysis, GROMACS trajectory files (.xtc) were converted into Nanoscale Molecular Dynamics (NAMD) format (.dcd) (<xref ref-type="bibr" rid="B38">Phillips et&#xa0;al., 2020</xref>). Trajectory conversion was performed using VMD software. Bio3D package was used to calculate DCCM (<xref ref-type="bibr" rid="B17">Grant et&#xa0;al., 2006</xref>).</p>
</sec>
<sec id="s2_8">
<title>g_mmpbsa Analysis</title>
<p>The <italic>g_mmpbsa</italic> is an important package used with GROMACS for the calculation of binding free energy (BE) of the ligand-bound complexes. The g_mmpbsa applies Molecular Mechanic/Poisson-Boltzmann Surface Area (MM-PBSA) approach for the BE calculation (<xref ref-type="bibr" rid="B18">Gupta et&#xa0;al., 2020</xref>). The BE was calculated for the known standard and the <italic>A. indica</italic> and <italic>A. vera</italic> lead phytochemicals bound at the active site of the target protein. The MD simulation trajectories for the last 5 ns (15&#x2013;20 ns) were utilized to calculate the BE of the test complexes. The representation of the BE (&#x394;G<sub>binding</sub>) of the lead <italic>A. indica</italic> and <italic>A. vera</italic> phytochemical-bound protein complex was calculated using the following equation:</p>
<disp-formula>
<mml:math display="block" id="M1">
<mml:mrow>
<mml:mi>&#x394;</mml:mi>
<mml:msub>
<mml:mtext>G</mml:mtext>
<mml:mrow>
<mml:mtext>binding</mml:mtext>
</mml:mrow>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:msub>
<mml:mtext>G</mml:mtext>
<mml:mrow>
<mml:mtext>complex</mml:mtext>
</mml:mrow>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mo stretchy="false">(</mml:mo>
<mml:msub>
<mml:mtext>G</mml:mtext>
<mml:mrow>
<mml:mtext>protein</mml:mtext>
</mml:mrow>
</mml:msub>
<mml:mo>+</mml:mo>
<mml:msub>
<mml:mtext>G</mml:mtext>
<mml:mrow>
<mml:mtext>ligand</mml:mtext>
</mml:mrow>
</mml:msub>
<mml:mo stretchy="false">)</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<p>In above equation, G<sub>complex</sub> demonstrates energy of the lead phytochemical/standard inhibitor bound test protein complex, and G<sub>protein</sub> and G<sub>ligand</sub> demonstrate the protein and ligand energy in water surrounded environment, respectively.</p>
</sec>
<sec id="s2_9">
<title>ADMET Parameter and Bioactivity Prediction</title>
<p>Physicochemical properties and pharmacokinetics parameters of the identified compounds were evaluated by using the free web tool SwissADME (<uri xlink:href="http://www.swissadme.ch/">http://www.swissadme.ch/</uri>) (<xref ref-type="bibr" rid="B11">Daina et&#xa0;al., 2017</xref>). Boiled egg and bioavailability radar analysis was performed to evaluate the absorption and bioavailability of identified compounds.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<p>In the present study, a total of 130 phytochemicals present in <italic>Azadirachta indica</italic> and <italic>Aloe vera</italic> were identified in literature-based search. The phytochemicals were docked at SARS-CoV-2 Spike, RdRp, and M<sup>pro</sup> proteins. Docking score of the <italic>Aloe vera</italic> and <italic>Azadirachta indica</italic> lead phytochemicals (&#x2264;&#x2212;6.0 kcal/mole cut-off value) against the test proteins is tabulated in <xref ref-type="table" rid="T1">
<bold>Tables&#xa0;1</bold>
</xref>, <xref ref-type="table" rid="T2">
<bold>2</bold>
</xref>, respectively. The 2D structures of the top lead compounds against various test proteins are depicted in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Docking score of <italic>Aloe vera</italic> phytochemicals against drugable targets of SARS-CoV-2 virus.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Protein</th>
<th valign="top" align="center">PubChem ID</th>
<th valign="top" align="center">Compound Name</th>
<th valign="top" align="center">Docking Score Kcal/mole</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" colspan="4" align="left">
<bold>M<sup>pro</sup>
</bold>
</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">14889736</td>
<td valign="top" align="left">10-Hydroxyaloin A</td>
<td valign="top" align="center">-8.57</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">158096</td>
<td valign="top" align="left">7-Hydroxyaloin B</td>
<td valign="top" align="center">-8.37</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">10648253</td>
<td valign="top" align="left">10-Hydroxyaloin B 6&#x2019;-catate</td>
<td valign="top" align="center">-8.35</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">12305761</td>
<td valign="top" align="left">Barbaloin</td>
<td valign="top" align="center">-7.54</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">6857486</td>
<td valign="top" align="left">CHEBI:35671</td>
<td valign="top" align="center">-7.45</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">AA</td>
<td valign="top" align="center">-7.38</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">160190</td>
<td valign="top" align="left">Aloesin</td>
<td valign="top" align="center">-6.97</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">10207</td>
<td valign="top" align="left">Aloe-Emodin</td>
<td valign="top" align="center">-6.95</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">100450</td>
<td valign="top" align="left">MS 3</td>
<td valign="top" align="center">-6.93</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">5464178</td>
<td valign="top" align="left">1,3,6,8-Tetranitro-4,5-Dihydroxy-2-Hydroxymethylanthraquinones</td>
<td valign="top" align="center">-6.81</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">5317657</td>
<td valign="top" align="left">UNII-73899319HU</td>
<td valign="top" align="center">-6.62</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">5317653</td>
<td valign="top" align="left">CHEMBL518845</td>
<td valign="top" align="center">-6.6</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">442866</td>
<td valign="top" align="left">Mycosporine</td>
<td valign="top" align="center">-6.41</td>
</tr>
<tr>
<td valign="top" colspan="4" align="left">
<bold>Spike Protein</bold>
</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">100450</td>
<td valign="top" align="left">MS 3</td>
<td valign="top" align="center">-9.75</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">AA</td>
<td valign="top" align="center">-8.57</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">12305761</td>
<td valign="top" align="left">Barbaloin</td>
<td valign="top" align="center">-8.03</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">158096</td>
<td valign="top" align="left">7-Hydroxyaloin B</td>
<td valign="top" align="center">-7.86</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">5904246</td>
<td valign="top" align="left">SCHEMBL4210152</td>
<td valign="top" align="center">-7.71</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">14889736</td>
<td valign="top" align="left">10-Hydroxyaloin A</td>
<td valign="top" align="center">-7.46</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">5317657</td>
<td valign="top" align="left">10-Hydroxyaloin A</td>
<td valign="top" align="center">-7.46</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">6857486</td>
<td valign="top" align="left">CHEBI:35671</td>
<td valign="top" align="center">-7.25</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">160190</td>
<td valign="top" align="left">Aloesin</td>
<td valign="top" align="center">-7.22</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">11850</td>
<td valign="top" align="left">Galactitol</td>
<td valign="top" align="center">-7.1</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">5317653</td>
<td valign="top" align="left">CHEMBL518845</td>
<td valign="top" align="center">-6.91</td>
</tr>
<tr>
<td valign="top" colspan="4" align="left">
<bold>RdRP</bold>
</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">158096</td>
<td valign="top" align="left">7-Hydroxyaloin B</td>
<td valign="top" align="center">-7.07</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">6857486</td>
<td valign="top" align="left">CHEBI:35671</td>
<td valign="top" align="center">-6.96</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">5317657</td>
<td valign="top" align="left">UNII-73899319HU</td>
<td valign="top" align="center">-6.77</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">10648253</td>
<td valign="top" align="left">10-Hydroxyaloin B 6&#x2019;-catate</td>
<td valign="top" align="center">-6.66</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">14889736</td>
<td valign="top" align="left">10-Hydroxyaloin A</td>
<td valign="top" align="center">-6.59</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">AA</td>
<td valign="top" align="center">-6.46</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Docking Score with cutoff &lt;&#x2212;6.0 kcal/mole is considered. MS 3-3-hydroxy-4,5-bis(hydroxymethyl)-2-(3-methylbut-2-en-1-yl)phenyl 2,4-dihydroxy-6-methylbenzoate; AA-(10R)&#x2010;2,8&#x2010;dihydroxy&#x2010;6&#x2010;(hydroxymethyl)&#x2010;1&#x2010;methoxy&#x2010;10&#x2010;[(2R,3R,4R,5R,6R)&#x2010;3,4,5&#x2010;trihydroxy&#x2010;6&#x2010;(hydroxymethyl)oxan&#x2010;2&#x2010;yl]&#x2010;9,10&#x2010;dihydroanthracen&#x2010;9&#x2010;one.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Docking score of <italic>Azadirachta indica</italic> phytochemicals against drugable targets of SARS-CoV-2 virus.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Protein</th>
<th valign="top" align="center">PubChem ID</th>
<th valign="top" align="center">Compound Name</th>
<th valign="top" align="center">Docking Score (Kcal/mole)</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" colspan="4" align="left">
<bold>M<sup>pro</sup>
</bold>
</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">10813969</td>
<td valign="top" align="left">Isoquercetin</td>
<td valign="top" align="center">-9.73</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">97343-95-8</td>
<td valign="top" align="left">VEPAOL</td>
<td valign="top" align="center">-9.43</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">29803-85-8</td>
<td valign="top" align="left">Nimbidiol</td>
<td valign="top" align="center">-6.8</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">11334829</td>
<td valign="top" align="left">Nimbidiol</td>
<td valign="top" align="center">-6.62</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">21725519</td>
<td valign="top" align="left">Vilasinin</td>
<td valign="top" align="center">-6.55</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">13875774</td>
<td valign="top" align="left">Nimbocinolide</td>
<td valign="top" align="center">-6.44</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">5280863</td>
<td valign="top" align="left">Kaempferol</td>
<td valign="top" align="center">-6.35</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">102090424</td>
<td valign="top" align="left">Melianin B</td>
<td valign="top" align="center">-6.33</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">185704</td>
<td valign="top" align="left">Salannic (nimbidic) Acid</td>
<td valign="top" align="center">-6.27</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">102146586</td>
<td valign="top" align="left">Azadirachtanin</td>
<td valign="top" align="center">-6.19</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">23256847</td>
<td valign="top" align="left">Azadirachtol</td>
<td valign="top" align="center">-6.18</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">6442906</td>
<td valign="top" align="left">Nimocinolide</td>
<td valign="top" align="center">-6.1</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">105404-75-9</td>
<td valign="top" align="left">Margosinolide</td>
<td valign="top" align="center">-6.03</td>
</tr>
<tr>
<td valign="top" colspan="4" align="left">
<bold>Spike</bold>
</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">10813969</td>
<td valign="top" align="left">Isoquercetin</td>
<td valign="top" align="center">-8.22</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">97343-95-8</td>
<td valign="top" align="left">VEPAOL</td>
<td valign="top" align="center">-7.71</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">5280863</td>
<td valign="top" align="left">Kaempferol</td>
<td valign="top" align="center">-6.24</td>
</tr>
<tr>
<td valign="top" colspan="4" align="left">
<bold>RdRp</bold>
</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">10813969</td>
<td valign="top" align="left">Isoquercetin</td>
<td valign="top" align="center">-6.86</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="center">184310</td>
<td valign="top" align="left">Isonimocinolide</td>
<td valign="top" align="center">-6.29</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Docking Score with cutoff &lt;&#x2212;6.0 kcal/mole is considered.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Structure of lead phytochemicals present in <italic>Aloe vera</italic> and <italic>Azadirachta indica</italic> having potential to bind at the active sites/protein binding sites of the SARS-CoV-2 drugable proteins.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-11-730288-g001.tif"/>
</fig>
<p>In the present study, Isoquercetin, MS 3, 7-Hydroxyaloin B, and 10-Hydroxyaloin A present in <italic>Azadirachta indica</italic> and <italic>Aloe vera</italic> medicinal plants showed potential binding against SARS-CoV-2 drugable targets, <italic>viz.</italic>, Spike-protein, RdRp, and Main protease proteins. The standard inhibitors lopinavir, VE607, and ribinavir were used to compare the docking efficacy of phytochemicals against M<sup>pro</sup>, Spike, and RdRp proteins, respectively. The 10-Hydroxyaloin A, 7-Hydroxyaloin B, and 10-Hydroxyaloin B 6&#x2019;-catate <italic>A. vera</italic> compounds showed -8.57, -8.37, and -8.35 kcal/mole docking score against M<sup>pro</sup> protein. Top three M<sup>pro</sup> inhibitors present in <italic>A. indica</italic> (Isoquercetin, VEPAOL, and Nimbidiol) showed -9.73, -9.43, and -6.8 kcal/mole binding efficacy at the active site of the M<sup>pro</sup> protein. The standard inhibitor lopinavir showed -5.33 kcal/mole binding efficacy. The binding pose of the lead M<sup>pro</sup> inhibitors (Isoquercetin and 10-Hydroxyaloin A) and standard compound is depicted in <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2A</bold>
</xref>. Amino acids involved in the binding with Isoquercetin, 10-Hydroxyaloin A, and standard inhibitor are depicted in <xref ref-type="fig" rid="f2">
<bold>Figures&#xa0;2B&#x2013;D</bold>
</xref>. Asn142, residue of M<sup>pro</sup>, was involved in hydrogen bond formation with lopinavir. Besides, amino acid residues Ser46, Thr45, Cys44, Thr25, Thr24, Leu27, Gly143, Thr26, Met49, Arg188, His41, Asp187, Val186, His164, Met165, Ser144, Phe140, Leu141, Cys145, His163, Glu166, and Gln189 were involved in hydrophobic interaction with protease (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). Isoquercetin formed hydrogen bonds with residues Glu166, Asn146, and His41. Gly143, Leu27, Thr25, Cys44, Val42, Met49, Cys145, Met165, Arg188, Gln189, Thr190, Pro168, Leu167, Leu141, Ser144, His163, and Phe140 amino acid residues of M<sup>pro</sup> protein interacted with Isoquercetin by hydrophobic interaction (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). 10-Hydroxyaloin A showed hydrogen bonding with His41, Leu141, Gly143, and Cys145 residues and furthermore interacted with Leu27, Arg188, Thr26, Glu166, Ser144, His164, Asn142, His163, Thr25, Thr45, Cys44, Ser46, Met49, Gln189, Met165 amino acid residues <italic>via</italic> hydrophobic interaction. The top three lead molecules from <italic>Azadirachta indica</italic> and <italic>Aloe vera</italic> (10-Hydroxyaloin A, 7-Hydroxyaloin B, 10-Hydroxyaloin B 6&#x2019;-catate, Isoquercetin, VEPAOL, and Nimbidiol) showed H-bond interaction with His41, Leu141, Gly143, Cys145, Gln189, Glu166, Thr190, His164, Phe140, Asn146, Thr26, Asn142 residues. Moreover, the active phytochemicals showed hydrophobic interaction at the test protein active site (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref> and <xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Interaction of lead phytochemicals and standard inhibitor at the M<sup>pro</sup> active site. <bold>(A)</bold> Binding pose of lopinavir (Cyan), Isoquercetin (Red), and 10-Hydroxyaloin A (Pink). <bold>(B)</bold> Interaction of M<sup>pro</sup> protein with isoquercetin shown with the hydrogen bond surface of receptor. <bold>(C)</bold> Interaction of M<sup>pro</sup> protein with 10-Hydroxyaloin A shown with the hydrogen bond surface of receptor. <bold>(D)</bold> Interaction of M<sup>pro</sup> protein with lopinavir shown with the hydrogen bond surface of receptor.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-11-730288-g002.tif"/>
</fig>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p> Docking score and type of interaction of standard inhibitor and top three <italic>Azadirachta indica</italic> and <italic>Aloe&#xa0;barbadensis</italic> phytochemicals against SARS-CoV-2 M<sup>pro</sup>, spike, and RdRp proteins.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Target</th>
<th valign="top" align="center">PMID of ligand</th>
<th valign="top" align="center">Ligand name</th>
<th valign="top" align="center">Hydrogen-forming residues</th>
<th valign="top" align="center">Residues with hydrophobic interaction</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" colspan="5" align="left">
<bold>M<sup>pro</sup>
</bold>
</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" colspan="4" align="left">
<bold>Standard</bold>
</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">92727</td>
<td valign="top" align="left">Lopinavir</td>
<td valign="top" colspan="2" align="left">
<bold>Asn142,</bold> Ser46, Thr45, Cys44, Thr25, Thr24, Leu27, Gly143, Thr26, Met49, Arg188, His41, Asp187, Val186, His164, Met165, Ser144, Phe140, Leu141, Cys145, His163, Glu166, Gln189,</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" colspan="4" align="left">
<bold>Aloe</bold>
</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">14889736</td>
<td valign="top" align="left">10-Hydroxyaloin A</td>
<td valign="top" colspan="2" align="left">
<bold>His41, Leu141, Gly143, Cys145,</bold> Leu27, Arg188, Thr26, Glu166, Ser144, His164, Asn142, His163, Thr25, Thr45, Cys44, Ser46, Met49, Gln189, Met165</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">158096</td>
<td valign="top" align="left">7-Hydroxyaloin B</td>
<td valign="top" colspan="2" align="left">
<bold>Leu141, His41, Gln189, Glu166, Thr190,</bold> Met49, Asn142, His163, Pro168, Met165, Arg188,</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">10648253</td>
<td valign="top" align="left">10-Hydroxyaloin B 6&#x2019;-catate</td>
<td valign="top" colspan="2" align="left">
<bold>Gly143, His164, Cys145, Phe140,</bold> Ser46, Thr45, His41, Thr25, Cys44, Met49, Gln189, Met165, Leu141, Glu166, His163</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" colspan="4" align="left">
<bold>Neem</bold>
</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">10813969</td>
<td valign="top" align="left">Isoquercetin</td>
<td valign="top" colspan="2" align="left">
<bold>Glu166, Asn146, His41,</bold> Gly143, Leu27, Thr25, Cys44, Val42, Met49, Cys145, Met165, Arg188, Gln189, Thr190, Pro168, Leu167, Leu141, Ser144, His163, Phe140</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">97343-95-8</td>
<td valign="top" align="left">VEPAOL</td>
<td valign="top" colspan="2" align="left">
<bold>Thr26, Asn142, Gly143,</bold> Ser46, Gln189, Met49, His41, Leu27, His164, Met165, Glu166, His163, Ser144, Leu141, Phe140, HSI172, Cys145, Thr24, Thr25</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">29803-85-8</td>
<td valign="top" align="left">Nimbidiol</td>
<td valign="top" colspan="2" align="left">
<bold>Gly143, Thr26,</bold> Met49, Gln189, Ser46, Asn142, Thr24, Thr25, Leu27, Ser144, Cys145, His164, His41, Met165, Glu166</td>
</tr>
<tr>
<td valign="top" colspan="5" align="left">
<bold>Spike</bold>
</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" colspan="4" align="left">
<bold>Standard</bold>
</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">VE607</td>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" colspan="2" align="left">
<bold>Asp422,</bold> Arg346, Thr345, Phe347, Arg509, Ser494, Lys417, Tyr421, Pro491, Leu492, Tyr351, Gln493, Ile418, Val350, Tyr495, Ile402, Ser349, Ala348, Phe497, Asp442</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" colspan="4" align="left">
<bold>Aloe</bold>
</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">100450</td>
<td valign="top" align="left">MS 3</td>
<td valign="top" colspan="2" align="left">
<bold>Ser494, Gln493,</bold> Leu492, Pro491, Tyr421, Asn422, Lys417, Ile418, Tyr495, Val350, Gly496, Ser349</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">&#x2013;</td>
<td valign="top" align="left">
<bold>BB</bold>
</td>
<td valign="top" colspan="2" align="left">
<bold>Phe497, Asp442, Phe347,</bold> Tyr495, Ser349, Val401, Ser443</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">12305761</td>
<td valign="top" align="left">Barbaloin</td>
<td valign="top" colspan="2" align="left">
<bold>Tyr495, Ser494, Val401,</bold> Gln493, Val350, Ser349</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">158096</td>
<td valign="top" align="left">7-Hydroxyaloin B</td>
<td valign="top" colspan="2" align="left">
<bold>Phe347, Asp442,</bold> Arg346, Val401, Tyr495, Val350, Ser494, Ser349, Phe497</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" colspan="4" align="left">
<bold>Neem</bold>
</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">10813969</td>
<td valign="top" align="left">Isoquercitin</td>
<td valign="top" colspan="2" align="left">
<bold>Phe347, Val350, Asp442, Phe497,</bold> Arg509, Arg346, Ala348, Val401, Ser349, Gln493, Tyr495, Tyr351, Ser494, Gln498, Pro499, Ser443</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">97343-95-8</td>
<td valign="top" align="left">Vepaol</td>
<td valign="top" colspan="2" align="left">
<bold>Val350, Asn422, Pro491, Tyr351,</bold> Gln493, Leu492, Lys417, Ile418, Tyr495, Ser349</td>
</tr>
<tr>
<td valign="top" colspan="5" align="left">
<bold>RdRp</bold>
</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">
<bold>Standard</bold>
</td>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">37542</td>
<td valign="top" align="left">Ribavirin</td>
<td valign="top" colspan="2" align="left">
<bold>Trp617, Asp618, Lys798, Glu811,</bold> Tyr619, Ser814, Phe812, Asp761, Asp760, Ala762, Gly616, Trp800, Cys799,</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">
<bold>Aloe</bold>
</td>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">158096</td>
<td valign="top" align="left">7-Hydroxyaloin B</td>
<td valign="top" colspan="2" align="left">
<bold>Asp618, Tyr619, Lys621, Asp760, Lys798, Glu811,</bold>
<break/>Asp761, Asp623, Cys622, Pro620, Lys551, Arg553, Ser814</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">6857486</td>
<td valign="top" align="left">CHEBI:35671</td>
<td valign="top" colspan="2" align="left">
<bold>Asp760, Asp761, Ala762, His810, Glu811,</bold> Asp618, Tyr619, Lys798, Cys799, Trp800, Gly616, Trp617, Val763, Phe812, Ser759, Ser814</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">5317657</td>
<td valign="top" align="left">UNII-73899319HU</td>
<td valign="top" colspan="2" align="left">
<bold>Arg553, Ser759, Asp760, Ser814, Lys798,</bold> Lys545, Glu811, Phe812, Trp800, Cys799, Trp617, Tyr619, Trp617, Cys813, Asp618, Asp761, Leu758,</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">
<bold>Neem</bold>
</td>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
<td valign="top" align="left"/>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">10813969</td>
<td valign="top" align="left">Isoquercetin</td>
<td valign="top" colspan="2" align="left">
<bold>Trp617, Asp618, Tyr619, Asp760, Lys798,</bold> Pro620, Lys621, Cys622, Cys799, Trp800, Gly616, Ala762, Asp761, Glu811, Ser814, Ser759</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">184310</td>
<td valign="top" align="left">Isonimocinolide</td>
<td valign="top" colspan="2" align="left">
<bold>Tyr619, Lys621, Asp761, Ser814,</bold> Asp618, Lys798, Asp623, Cys622, Pro620, Leu758, Asp760, Ser759, Cys813, Ala762, Phe812, Glu811, Trp617, Gly616, Trp800</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>
<bold>BB</bold>- (10R)&#x2010;2,8&#x2010;dihydroxy&#x2010;6&#x2010;(hydroxymethyl)&#x2010;1&#x2010;methoxy&#x2010;10&#x2010;[(2R,3R,4R,5R,6R)&#x2010;3,4,5&#x2010;trihydroxy&#x2010;6&#x2010;(hydroxymethyl)oxan&#x2010;2&#x2010;yl]&#x2010;9,10&#x2010;dihydroanthracen&#x2010;9&#x2010;one.</p>
<p>The amino acids shown in bold were involved in hydrogen bond formation with their respective protein.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>MS 3, <bold>BB</bold>, and Barbaloin phytochemicals in <italic>A. vera</italic> plant showed -9.57, -8.57, and -8.03 kcal/mole docking score against SARS-CoV-2 Spike-protein. The top three Spike-protein inhibitors present in <italic>A. indica</italic> (Isoquercetin, VEPAOL, and Kaempferol) showed -8.22, -7.71, and -6.24 kcal/mole binding efficacy at the protein binding site (S1) of the Spike protein. The standard inhibitor VE607 showed -7.81 kcal/mole binding efficacy. The binding pose of the lead Spike protein inhibitors (MS 3 and Isoquercetin) and standard compound is depicted in&#xa0;<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3A</bold>
</xref>. Amino acids involved in the binding with MS&#xa0;3,&#xa0;Isoquercetin, and standard inhibitor are depicted in <xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3B&#x2013;D</bold>
</xref>. Asp422 residue of Spike protein S1 domain was involved in hydrogen bond formation with the VE607. Besides, several amino acid residues Arg346, Thr345, Phe347, Arg509, Ser494, Lys417, Tyr421, Pro491, Leu492, Tyr351, Gln493, Ile418, Val350, Tyr495, Ile402, Ser349, Ala348, Phe497, and Asp442 were involved in hydrophobic interaction with the protein-binding domain (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). MS 3 formed hydrogen with residues Ser494, and Gln493. Leu492, Pro491, Tyr421, Asn422, Lys417, Ile418, Tyr495, Val350, Gly496, and Ser349 amino acid residues of the S1 domain of Spike protein interacted with MS 3 by hydrophobic interaction (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). Isoquercetin showed hydrogen bonding with Phe347, Val350, Asp442, and Phe497. Furthermore, it interacted with Arg509, Arg346, Ala348, Val401, Ser349, Gln493, Tyr495, Tyr351, Ser494, Gln498, Pro499, Ser443 amino acid residues by hydrophobic interaction. The top two lead molecules from <italic>Azadirachta indica</italic> and top three <italic>Aloe vera</italic> (MS 3, <bold>BB</bold>; Barbaloin, Isoquercetin, and VEPAOL) showed H-bond interaction with Ser494, Gln493, Phe497, Asp442, Phe347 Tyr495, Val401, Val350, Val350, Asn422, Pro491, Tyr351 amino acid residues. Moreover, the active phytochemicals showed hydrophobic interaction at the test protein active site (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref> and <xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Interaction of lead phytochemicals and standard inhibitor with RdRp protein of SARS-CoV-2. <bold>(A)</bold> Binding pose of VE607 (Blue), Isoquercetin (Orange), and 10-Hydroxyaloin A (Pink) at the active site of the RdRp. <bold>(B)</bold> Interaction of RdRp active site with isoquercetin shown with the hydrogen bond surface of receptor. <bold>(C)</bold> Interaction of RdRp active site with 10-Hydroxyaloin A shown with the hydrogen bond surface of receptor. <bold>(D)</bold> Interaction of RdRp active site with VE607 shown with the hydrogen bond surface of receptor.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-11-730288-g003.tif"/>
</fig>
<p>The 7-Hydroxyaloin B, CHEBI:35671, and UNII-73899319HU <italic>A. vera</italic> compounds showed -7.07, -6.96, and -6.77 kcal/mole docking score against SARS-CoV-2 RdRp protein. The top RdRp protein inhibitors (above the cut-off value) present in <italic>A. indica</italic> (Isoquercetin and Isonimocinolide) showed -6.86 and -6.29 kcal/mole binding efficacy at the active site of the protein. The standard inhibitor ribinavir showed -6.13 kcal/mole binding efficacy. The binding pose of the lead RdRp protein inhibitors (7-Hydroxyaloin B and Isoquercetin) and standard compound is depicted in <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>. Amino acids involved in the binding with 7-Hydroxyaloin B, Isoquercetin, and standard inhibitor are depicted in <xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4B&#x2013;D</bold>
</xref>. Trp617, Asp618, Lys798, and Glu811 residues of RdRp active site were involved in hydrogen bond formation with ribinavir. Besides, Tyr619, Ser814, Phe812, Asp761, Asp760, Ala762, Gly616, Trp800, and Cys799 amino acid residues showed hydrophobic interaction at the RdRp active site (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). The 7-Hydroxyaloin B formed hydrogen with residues Asp618, Tyr619, Lys621, Asp760, Lys798, and Glu811. Furthermore 7-Hydroxyaloin B interacted with residues Asp761, Asp623, Cys622, Pro620, Lys551, Arg553, and Ser814 hydrophobically (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). Isoquercetin formed hydrogen bonding with Trp617, Asp618, Tyr619, Asp760, and Lys798 amino acid residues. Furthermore, isoquercetin interacted with residues Pro620, Lys621, Cys622, Cys799, Trp800, Gly616, Ala762, Asp761, Glu811, Ser814, and Ser759 hydrophobically. The top two lead molecules from <italic>Azadirachta indica</italic> and top three from <italic>Aloe vera</italic> (7-Hydroxyaloin B, CHEBI:35671, and UNII-73899319HU, Isoquercetin, and Isonimocinolide) showed H-bond interaction with Asp618, Tyr619, Lys621, Asp760, Lys798, Glu811, Asp761, Ala762, His810, Arg553, Ser759, Ser814, and Trp617 amino acid residues of the RdRp protein. Moreover, the active phytochemicals showed hydrophobic interaction at the test protein active site (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref> and <xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>).</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Interaction of lead phytochemicals and standard inhibitor with RdRp protein of SARS-CoV-2. <bold>(A)</bold> Binding pose of ribinavir (Cyan), Isoquercetin (Violet), and 10-Hydroxyaloin A (Green). <bold>(B)</bold> Interaction of Spike-protein RBD domain with isoquercetin shown with the hydrogen bond surface of receptor. <bold>(C)</bold> Interaction of Spike-protein RBD domain with 10-Hydroxyaloin A shown with the hydrogen bond surface of receptor. <bold>(D)</bold> Interaction of Spike-protein RBD domain with ribinavir shown with the hydrogen bond surface of receptor.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-11-730288-g004.tif"/>
</fig>
<sec id="s3_1">
<title>Molecular Dynamics Simulation</title>
<p>On the basis of docking results, we selected M<sup>pro</sup> protein to perform molecular dynamics simulation study. The simulation was carried out on M<sup>pro</sup> unbound, <italic>A. indica</italic>&#x2013;, and <italic>A. vera</italic>&#x2013;bound systems to study the dynamic behavior of the targeted protein. Simultaneously, the M<sup>pro</sup> bound with its experimentally validated inhibitor was also performed to compare the results. Quality check parameters for the simulated system (temperature, pressure, potential/kinetic energy) were evaluated to check the validity of the performed simulations. Results showed that the quality check parameters were stable throughout the simulation period (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures&#xa0;1A&#x2013;H</bold>
</xref>). MD simulation results for M<sup>pro</sup>-10-Hydroxyaloin A (MHA) complex, M<sup>pro</sup>-Isoquercetin (MIQ) complex, the unbound M<sup>pro</sup> protein and M<sup>pro</sup>-Lopinavir (MLP) complex are shown in <xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5A, B</bold>
</xref>. The&#xa0;systems were stabilized and showed no significant alterations in density, temperature, volume, kinetic/potential/total energies, and pressure in unbound and lead ligand/standard&#xa0;inhibitor&#x2013;bound protein/protein complex during the 20 ns MD simulation period (data not shown). Root mean square deviation (RMSD) of the MHA, MIQ, and MLP complexes did not show any significant deviation in comparison to unbound protein (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5A, B</bold>
</xref>). RMSD of 10-Hydroxyaloin A and Isoquercetin-bound M<sup>pro</sup> complexes were comparable to known inhibitor-bound complexes. Root-mean-square fluctuation (RMSF) was assessed to analyze the impact of lead phytochemicals binding on the flexible portion of the targeted protein. Significant reduction in the RMSF values was observed in Isoquercetin-bound M<sup>pro</sup> complex. The 10-Hydroxyaloin A and lopinavir-bound complexes did not show significant fluctuations in comparison to unbound protein (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5C, D</bold>
</xref>).</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>MD simulation trajectory plot of SARS-CoV-2 main protease in unbound and standard inhibitor ligand/natural lead compound bound complex. <bold>(A)</bold> The RMSD of the M<sup>pro</sup> protein and lopinavir/10-Hydroxyaloin A lead compound complex during 20 ns MD simulation. <bold>(B)</bold> The RMSD of the M<sup>pro</sup> and lopinavir/Isoquercetin lead compound complex during 20 ns MD simulation. <bold>(C)</bold> The RMSF values of M<sup>pro</sup> protein and lopinavir/10-Hydroxyaloin A lead compound complex during 20 ns MD simulation. <bold>(D)</bold> The RMSF values of M<sup>pro</sup> protein and lopinavir/Isoquercetin lead compound complex during 20 ns MD simulation Unbound protein, black color; <italic>Aloe vera</italic>&#x2013;bound complex, pink; Neem-bound complex, red; and Lopinavir-bound complex is shown in light-blue color.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-11-730288-g005.tif"/>
</fig>
<p>Radius of gyration (Rg) and Solvent accessible surface area (SASA) analyses for M<sup>pro</sup>-10-Hydroxyaloin A (MHA) complex, M<sup>pro</sup>-Isoquercetin (MIQ) complex, M<sup>pro</sup>-Lopinavir (MLP) complex, and the unbound M<sup>pro</sup> protein were compared, and the results are shown in <xref ref-type="fig" rid="f6">
<bold>Figures&#xa0;6A&#x2013;D</bold>
</xref>. Result showed that 10-Hydroxyaloin A reduced the Rg value during the 20 ns simulation period in comparison to free protein and lopinavir-bound M<sup>pro</sup> protein complex (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6A</bold>
</xref>). Isoquercetin showed similar Rg value pattern to lopinavir-bound M<sup>pro</sup> complex (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6B</bold>
</xref>). Solvent accessible surface area analysis of the MD simulation trajectory revealed that 10-Hydroxyaloin A binding did not affect the SASA value significantly in comparison to MLP and pro systems (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6C</bold>
</xref>). It should be noted that the binding of Isoquercetin significantly reduced the SASA in comparison to lopinavir-bound and non-bound M<sup>pro</sup> complexes during the entire 100 ns of MD simulation (<xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6D</bold>
</xref>).</p>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Radius of gyration (Rg) and solvent accessible surface (SASA) region of SARS-CoV-2 main protease in unbound and standard inhibitor ligand/natural lead compound&#x2013;bound complex. <bold>(A)</bold> The Rg of the M<sup>pro</sup> protein and lopinavir/10-Hydroxyaloin A lead&#x2013;bound complex during 20 ns MD simulation. <bold>(B)</bold> The Rg of the solvated M<sup>pro</sup> protein and lopinavir/Isoquercetin lead&#x2013;bound complex during 20 ns MD simulation. <bold>(C)</bold> The SASA values of M<sup>pro</sup> protein and lopinavir/10-Hydroxyaloin A lead&#x2013;bound complex during 20 ns MD simulation. <bold>(D)</bold> The SASA values of M<sup>pro</sup> protein and lopinavir/Isoquercetin lead&#x2013;bound complex during 20 ns MD simulation. Unbound protein, black color; <italic>Aloe vera</italic>&#x2013;bound complex, pink; Neem-bound complex, red; and Lopinavir-bound complex is shown in light-blue color.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-11-730288-g006.tif"/>
</fig>
<p>Hydrogen bond formation between the protein (ligand bound and unbound state) and the surrounding water molecules, within the protein (ligand bound and unbound state), as well as between the protein and lead compound/standard inhibitor was assessed, and the results are shown in <xref ref-type="fig" rid="f7">
<bold>Figures&#xa0;7A&#x2013;G</bold>
</xref>. About 570 intermolecular hydrogen bonds were formed between unbound protein and water molecules. 10-Hydroxyaloin A binding with the M<sup>pro</sup> protein significantly reduced the protein-water molecule H-bonding (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7A</bold>
</xref>). Isoquercetin showed lesser effect on H-bond formation between the test protein and surrounding water molecules (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7B</bold>
</xref>). The results were comparable with the standard inhibitor&#x2013;bound protein complex (<xref ref-type="fig" rid="f7">
<bold>Figures&#xa0;7A, B</bold>
</xref>). Binding of 10-Hydroxyaloin A phytochemical to M<sup>pro</sup> active site significantly increased (250) the intraprotein hydrogen bonding in comparison to unbound and lopinavir-bound M<sup>pro</sup> protein (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7C</bold>
</xref>). Isoquercetin did not affect the interprotein H-bond formation in comparison to unbound and inhibitor-bound M<sup>pro</sup> complex (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7D</bold>
</xref>). The&#xa0;H-bond formation between the protein and ligand (lead&#xa0;phytochemicals/standard inhibitor) showed that 10-Hydroxyaloin A and Isoquercetin binding favored H-bond formation in comparison to lopinavir binding at the active site of the M<sup>pro</sup> protein during the MD simulation period (<xref ref-type="fig" rid="f7">
<bold>Figures&#xa0;7F, G</bold>
</xref>).</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Plot of hydrogen bond formation during the MD simulation period of M<sup>pro</sup> protein in ligand-bound and unbound conformation. Hydrogen bond formation between water and test protein in unbound, lopinavir-bound, <bold>(A)</bold> <italic>Aloe vera</italic> lead compound 10-Hydroxyaloin A&#x2013;bound, and <bold>(B)</bold> Neem lead compound Isoquercetin-bound complexes. Intraprotein hydrogen bond formation in unbound, lopinavir&#x2013;bound, <bold>(C)</bold> <italic>Aloe vera</italic> lead compound 10-Hydroxyaloin A&#x2013;bound, and <bold>(D)</bold> Neem lead compound Isoquercetin-bound complexes. Hydrogen bond formation between M<sup>pro</sup> complexed with <bold>(E)</bold> <italic>Aloe vera</italic> lead compound 10-Hydroxyaloin A, <bold>(F)</bold> Neem lead compound Isoquercetin, and <bold>(G)</bold> Lopinavir. Unbound protein, black color; <italic>Aloe vera</italic>&#x2013;bound complex, pink; Neem-bound complex, red; and Lopinavir-bound complex is shown in light-blue color.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-11-730288-g007.tif"/>
</fig>
<p>Principal component analysis (PCA) of MD simulation trajectories was analyzed to show the collective motion of the active site&#x2013;bound 10-Hydroxyaloin A and Isoquercetin-bound M<sup>pro</sup> protein complexes. The results were compared with the unbound and standard inhibitor&#x2013;bound M<sup>pro</sup> protein/protein complex. The results of PCA analysis of the test system are depicted in <xref ref-type="fig" rid="f8">
<bold>Figures&#xa0;8A&#x2013;F</bold>
</xref>. Results showed that binding of lead phytochemicals significantly decreased the collective motion of the M<sup>pro</sup> protein in comparison to M<sup>pro</sup> unbound and MLP systems.</p>
<fig id="f8" position="float">
<label>Figure&#xa0;8</label>
<caption>
<p>Projection of SARS-CoV-2 M<sup>pro</sup> protein atoms in phase space along the first two principal eigenvectors. <bold>(A)</bold> Unbound M<sup>pro</sup> protein. <bold>(B)</bold> Lopinavir-bound M<sup>pro</sup> complex, <bold>(C)</bold> <italic>Aloe vera</italic> lead compound 10-Hydroxyaloin A&#x2013;bound M<sup>pro</sup> complex, <bold>(D)</bold> Neem lead compound Isoquercetin-bound M<sup>pro</sup> complex, <bold>(E)</bold> Unbound M<sup>pro</sup> and lopinavir/<italic>Aloe vera</italic> lead compound&#x2013;bound complex, <bold>(F)</bold> Unbound M<sup>pro</sup> and lopinavir/Neem lead compound&#x2013;bound complex. Unbound protein, purple color; <italic>Aloe vera</italic>&#x2013;bound complex, pink; Neem-bound complex, red; and Lopinavir-bound complex is shown in light-blue color.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-11-730288-g008.tif"/>
</fig>
<p>Changes in secondary structure content (SSC) in the ligand-bound complex were studied for the change in structural behavior of the test protein in the presence of ligand at the active site. The SSC was studied in MHA, MLP, MIQ, and Mpro systems; and the results are depicted in <xref ref-type="fig" rid="f9">
<bold>Figures&#xa0;9A&#x2013;D</bold>
</xref>. Results showed that the lopinavir binding did not affect significantly the various secondary structures in the Mpro protein (<xref ref-type="fig" rid="f9">
<bold>Figures&#xa0;9A, B</bold>
</xref>). A little fluctuation in the &#x3b2;-sheet of the M<sup>pro</sup> protein was observed in 10-Hydroxyaloin A and Isoquercetin-bound M<sup>pro</sup> protein complex (<xref ref-type="fig" rid="f9">
<bold>Figures&#xa0;9C, D</bold>
</xref>). To visualize the energy minima landscape of M<sup>pro</sup>-10-Hydroxyaloin A (MHA) complex, M<sup>pro</sup>-Isoquercetin (MIQ) complex, M<sup>pro</sup>-Lopinavir (MLP) complex, and the unbound M<sup>pro</sup> protein, the FEL against PC1 (Rg) and PC2 (RMSD) was studied. The concise minimal energy area (blue color) obtained for the M<sup>pro</sup>-10-Hydroxyaloin A (MHA) and M<sup>pro</sup>-Isoquercetin (MIQ) complexes in comparison to lopinavir-bound and unbound protein is shown in <xref ref-type="fig" rid="f9">
<bold>Figures&#xa0;9Ei&#x2013;iv</bold>
</xref>. The DCCM analysis was performed to find the effect of ligand binding on the correlated and anti-correlated motions of the target protein. It is evident from the DCCM analysis that the binding of 10-Hydroxyaloin A results in the significant decrease in both correlated (cyan color) and anti-correlated motions (pink color) of the M<sup>pro</sup> protein in comparison to the unbound and lopinavir-bound M<sup>pro</sup> protein (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figures&#xa0;2A&#x2013;C</bold>
</xref>). Binding of isoquercetin did not show significant effect on correlated and anti-correlated motions of target protein in comparison to the unbound and lopinavir-bound protein (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Figure&#xa0;2D</bold>
</xref>).</p>
<fig id="f9" position="float">
<label>Figure&#xa0;9</label>
<caption>
<p>Secondary structure change and protein-ligand energy landscape of SARS-CoV-2 Main protease unbound and ligand-bound conformation. The secondary structure changes during the 20 ns MD simulation in <bold>(A)</bold> Unbound M<sup>pro</sup> protein, <bold>(B)</bold> Lopinavir-bound M<sup>pro</sup> complex, <bold>(C)</bold> <italic>Aloe vera</italic> lead compound 10-Hydroxyaloin A&#x2013;bound M<sup>pro</sup> complex, and <bold>(D)</bold> Neem lead compound Isoquercetin-bound M<sup>pro</sup> complex. The free energy landscape of the <bold>(Ei)</bold> Unbound M<sup>pro</sup> protein, <bold>(Eii)</bold> Lopinavir-bound M<sup>pro</sup> complex, <bold>(Eiii)</bold> <italic>Aloe vera</italic> lead compound&#x2013;bound M<sup>pro</sup> complex, and <bold>(Eiv)</bold> Neem lead compound&#x2013;bound M<sup>pro</sup> complex.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-11-730288-g009.tif"/>
</fig>
<p>Further, we performed the MM-PBSA analysis of the last 5 ns (15&#x2013;20 ns) of the lead phytochemical/standard inhibitor&#x2013;bound M<sup>pro</sup> complex trajectories (obtained from 20 ns MD simulations) to calculate the thermodynamics parameters of the complex such as binding free/van der Waals/electrostatic/polar solvation energies (&#x394;E<sub>binding</sub>; E<sub>vdw</sub>; E<sub>elec</sub>; &#x394;E<sub>polar</sub> respectively) and SASA (<xref ref-type="fig" rid="f10">
<bold>Figures&#xa0;10A&#x2013;D</bold>
</xref> and <xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>). The binding energy of <italic>A. indica</italic> and <italic>A. vera</italic> lead phytochemical&#x2013;bound M<sup>pro</sup> complexes was stable during the analysis of the simulation trajectory (<xref ref-type="fig" rid="f10">
<bold>Figures&#xa0;10A, B</bold>
</xref>). The MM-PBSA data analysis also allows us to calculate the contribution of amino acid residues in the studied parameters (total binding energy). The total binding free energy was decomposed into the per amino acid residue contribution energy. The results for the amino acid residue contribution in the binding of lead phytochemicals are shown in <xref ref-type="fig" rid="f10">
<bold>Figures&#xa0;10B, C</bold>
</xref>. The M<sup>pro</sup>-10-Hydroxyaloin A binding analysis showed that the amino acid residues Met49, His41, Asp48, Cys145, Met165, Pro52, Leu50, and Leu27 played significant roles in the complex formation (<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10A</bold>
</xref>). Similarly, M<sup>pro</sup>-Isoquercetin binding involved the significant contribution of leu27, His41, Met49, Asp142, Gly143, Leu167, Asp187, and Glu189 amino acid residues (<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10B</bold>
</xref>).</p>
<fig id="f10" position="float">
<label>Figure&#xa0;10</label>
<caption>
<p>Binding energy of the lead phytochemicals and contribution energy of amino acid residues in the g_mmpbsa analysis. <bold>(A)</bold> Binding energy plot of M<sup>pro</sup>-lopinavir (light-blue color) and 10-Hydroxyaloin A (pink color) complex. <bold>(B)</bold> Binding energy plot of M<sup>pro</sup>-lopinavir (light-blue color) and Isoquercetin (red color) complex. <bold>(C)</bold> Residue contribution plot of M<sup>pro</sup>-10-Hydroxyaloin A complex. <bold>(D)</bold> Residue contribution plot of M<sup>pro</sup>- Isoquercetin complex.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-11-730288-g010.tif"/>
</fig>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>Binding free energy for Main protease complexes with standard inhibitor and lead phytochemical&#x2013;bound complexes.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">BE type</th>
<th valign="top" align="center">BE values MLP</th>
<th valign="top" align="center">BE values MHA</th>
<th valign="top" align="center">BE values MIQ</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">&#x394;<italic>E</italic>
<sub>binding</sub> (kj/mol)</td>
<td valign="top" align="center">-154.850 +/&#x2212; 16.491</td>
<td valign="top" align="center">-122.513 +/&#x2212; 14.118</td>
<td valign="top" align="center">-156.650 +/&#x2212; 12.970</td>
</tr>
<tr>
<td valign="top" align="left">SASA (kj/mol)</td>
<td valign="top" align="center">-25.582 +/&#x2212; 1.701</td>
<td valign="top" align="center">-15.250 +/&#x2212; 1.268</td>
<td valign="top" align="center">-19.524 +/&#x2212; 1.316</td>
</tr>
<tr>
<td valign="top" align="left">&#x394;<italic>E</italic>
<sub>polar solvation</sub> (kj/mol)</td>
<td valign="top" align="center">145.474 +/&#x2212; 18.030</td>
<td valign="top" align="center">49.261+/&#x2212; 8.881</td>
<td valign="top" align="center">71.794 +/&#x2212; 13.762</td>
</tr>
<tr>
<td valign="top" align="left">&#x394;<italic>E</italic>
<sub>Electrostatic</sub> (kj/mol)</td>
<td valign="top" align="center">-29.830 +/&#x2212; 9.759</td>
<td valign="top" align="center">-7.357+/&#x2212; 7.080</td>
<td valign="top" align="center">-5.438+/&#x2212; 7.347</td>
</tr>
<tr>
<td valign="top" align="left">&#x394;<italic>E</italic>
<sub>Van der Waal</sub> (kj/mol)</td>
<td valign="top" align="center">-244.912 +/&#x2212; 16.819</td>
<td valign="top" align="center">-149.166+/&#x2212; 12.217</td>
<td valign="top" align="center">-203.481 +/&#x2212; 14.122</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>BE, Binding Energy; MLP, M<sup>pro</sup>-Lopinavir complex; MHA, M<sup>pro</sup>-10-Hydroxyaloin A complex; MIQ, M<sup>pro</sup>- Isoquercetin complex.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>The boiled egg diagram for the lead phytochemicals (MS 3, 10-Hydroxyaloin A, 7-Hydroxyaloin B, and Isoquercetin) was prepared to study their blood&#x2013;brain barrier crossing potential. All the phytochemicals showed satisfactory results (<xref ref-type="fig" rid="f11">
<bold>Figure&#xa0;11A</bold>
</xref>). The bioavailability radars for the lead phytochemicals against the Spike-protein, M<sup>pro</sup>, and RdRp drugable targets of SARS-CoV-2 were studied, and the results are shown in <xref ref-type="fig" rid="f11">
<bold>Figure&#xa0;11</bold>
</xref>. The radar plot shows the important drug-likeness properties such as lipophilicity, molecular weight, polarity, insolubility, insaturation, and rotatable bond flexibility of the test compounds. The bioavailability radars of the lead compounds were in the range and satisfactory. The 10-Hydroxyaloin A, 7-Hydroxyaloin B, and Isoquercetin showed little deviation from the required flexibility region of the radar (<xref ref-type="fig" rid="f11">
<bold>Figures&#xa0;11C&#x2013;E</bold>
</xref>). Further, the various physiochemical properties of MS 3, 10-Hydroxyaloin A, 7-Hydroxyaloin B, and Isoquercetin are summarized in <xref ref-type="table" rid="T5">
<bold>Table&#xa0;5</bold>
</xref>.</p>
<fig id="f11" position="float">
<label>Figure&#xa0;11</label>
<caption>
<p>Boiled egg diagram and bioavailability radar map of lead phytochemicals. <bold>(A)</bold> Boiled egg model of MS 3, 10-Hydroxyaloin A, and 7-Hydroxyaloin B phytochemicals. The isoquercetin molecule value was out of range of the boiled egg plot. Bioavailability radar map of <bold>(B)</bold> MS 3, <bold>(C)</bold> 10-Hydroxyaloin A, <bold>(D)</bold> 7-Hydroxyaloin B, and <bold>(E)</bold> Isoquercetin. LIPO, lipophilicity; SIZE, molecular weight; POLAR, polarity; INSOLU, insolubility; INSATU, insaturation; FLEX, rotatable bond flexibility.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcimb-11-730288-g011.tif"/>
</fig>
<table-wrap id="T5" position="float">
<label>Table&#xa0;5</label>
<caption>
<p>Physiochemical properties of the lead phytochemicals.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Molecule</th>
<th valign="top" align="center">MS 3</th>
<th valign="top" align="center">7-Hydroxyaloin B</th>
<th valign="top" align="center">10-Hydroxyaloin A</th>
<th valign="top" align="center">Isoquercetin</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">
<bold>Formula</bold>
</td>
<td valign="top" align="center">C<sub>21</sub>H<sub>24</sub>O<sub>7</sub>
</td>
<td valign="top" align="center">C<sub>21</sub>H<sub>22</sub>O<sub>10</sub>
</td>
<td valign="top" align="center">C<sub>21</sub>H<sub>22</sub>O<sub>10</sub>
</td>
<td valign="top" align="center">C<sub>21</sub>H<sub>20</sub>O<sub>12</sub>
</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>MW(g/mol)</bold>
</td>
<td valign="top" align="center">388.41</td>
<td valign="top" align="center">434.4</td>
<td valign="top" align="center">434.39</td>
<td valign="top" align="center">464.38</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>HA</bold>
</td>
<td valign="top" align="center">28</td>
<td valign="top" align="center">31</td>
<td valign="top" align="center">31</td>
<td valign="top" align="center">33</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>AHA</bold>
</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">16</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>FCsp3</bold>
</td>
<td valign="top" align="center">0.29</td>
<td valign="top" align="center">0.38</td>
<td valign="top" align="center">0.38</td>
<td valign="top" align="center">0.29</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>HBA</bold>
</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">10</td>
<td valign="top" align="center">12</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>HBD</bold>
</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">8</td>
<td valign="top" align="center">8</td>
<td valign="top" align="center">8</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>MR</bold>
</td>
<td valign="top" align="center">104.85</td>
<td valign="top" align="center">103.98</td>
<td valign="top" align="center">103.01</td>
<td valign="top" align="center">110.16</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>TPSA</bold>
</td>
<td valign="top" align="center">127.45</td>
<td valign="top" align="center">188.14</td>
<td valign="top" align="center">188.14</td>
<td valign="top" align="center">210.51</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>ESOL-S (mg/ml)</bold>
</td>
<td valign="top" align="center">1.08</td>
<td valign="top" align="center">2.08</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">4.23</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>ESOL-C</bold>
</td>
<td valign="top" align="center">MS</td>
<td valign="top" align="center">S</td>
<td valign="top" align="center">VS</td>
<td valign="top" align="center">S</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>MW, Molecular weight; HA, Heavy atoms; AHA, Aromatic heavy atoms; FCsp3, Fraction Csp3; HBA, Hydrogen bond acceptor; HBD, Hydrogen bond donors; MR, Molar refractivity; TPSA, The polar surface area; ESOL-S, ESOL-Solubility; ESOL-C, ESOL Class; S, Soluble; PS, Poorly soluble; MS, Moderately soluble; GIA, GI absorption; BBB-P, BBB permeant; Pgp-S, Pgp substrate; BS, Bioavailability score.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>In the present study we found the potential interaction of phytochemicals with the drugable targets of SARS-CoV-2-mediated infection in human. For this we targeted the three key steps of the viral pathogenesis, <italic>viz.</italic>, viral entry into the host cell (Spike-protein), conversion of viral precursor to functional proteins (M<sup>pro</sup>), and viral genome replication (RdRp). Interaction of Spike-protein RBD with the ACE-2 receptor (human host protein) is a critical step in viral entry into the host cell (<xref ref-type="bibr" rid="B43">Senapati et&#xa0;al., 2020</xref>). Recently <xref ref-type="bibr" rid="B44">Shang et&#xa0;al. (2020)</xref> reported that residues 455, 482&#x2013;486, 493, 494, and 501 are critical SARS-CoV-2 S1 domain amino acids involved in interaction with human ACE-2 protein (<xref ref-type="bibr" rid="B44">Shang et&#xa0;al., 2020</xref>). Our research group reported inhibitory potential of phytochemicals against SARS-CoV-2 drugable proteins. The <italic>in silico</italic> inhibitory potential of <italic>Curcuma longa</italic> and <italic>Withania somnifera</italic> phytochemicals against M<sup>pro</sup> protein of SARS-CoV-2 has been reported recently (<xref ref-type="bibr" rid="B18">Gupta et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B22">Kushwaha et&#xa0;al., 2021c</xref>). The identified lead phytochemicals showed significantly increased binding potential at the M<sup>pro</sup> active site in comparison to standard inhibitors in molecular docking and molecular dynamics simulation study (<xref ref-type="bibr" rid="B18">Gupta et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B22">Kushwaha et&#xa0;al., 2021c</xref>). In the present study, we found that lead <italic>A. indica</italic> and <italic>A. vera</italic> phytochemicals interacted with two of the critical amino acids (Gln493 and Ser494) (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). Isoquercetin formed hydrogen bonding, while MS 3 showed hydrophobic interaction with the Gln493 and Ser494 amino acids, which are critical for viral Spike-protein and human host ACE-2 binding receptor. MS 3 showed H-bonding with the Asn422 amino acid residue, which is reported to be involved in ACE-2 binding of Spike-protein (<xref ref-type="bibr" rid="B16">Gordon et&#xa0;al., 2020</xref>). Lead phytochemicals (binding efficacy below &lt;&#x2212;6.0 kcal/mole) also showed hydrophobic and hydrogen bond interaction with the key amino acids involved in Spike-protein RBD domain and ACE-2 protein-protein interaction (Asp442, Ser494, and Gln493). The results indicate that Isoquercetin and MS 3 have potential to disrupt spike glycoprotein-ACE-2 protein-protein interaction by binding at SARS-CoV-2 RBD. Thus, the lead molecules might inhibit viral entry into the cell. It has been shown that RdRp inhibitors (such as remdesivir) potentially block the RNA synthesis and thereby delay the chain termination process in SARS-CoV-2 RNA synthesis (<xref ref-type="bibr" rid="B16">Gordon et&#xa0;al., 2020</xref>). SARS-CoV-2 RdRp inhibitors are being studied in clinical trials in various countries of the world. Binding of <italic>A. indica</italic> and <italic>A. vera</italic> lead compounds at RdRp active site showed interaction with similar amino acids (Asp618, Tyr619, Asp760, Lys798, Glu811, and Asp761), indicating the SARS-CoV-2 RdRp inhibition potential in the test medicinal plants (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). The SARS-CoV-2 RNA&#x2013;mediated translation generated polyproteins that later on cleaved at some specific sites by Main protease enzyme to produce functional proteins. This step aids in the virulence of SARS-CoV-2. Literature reports that a Cystine-Histidine dyad is essential for the protease activity of M<sup>pro</sup>. Besides, the alanine, glycine, glutamate, serine, and leucine residue also play important roles in the cleavage catalysis process (<xref ref-type="bibr" rid="B18">Gupta et&#xa0;al., 2020</xref>). In the present study, the 10-Hydroxyaloin A and Isoquercetin showed hydrogen bond interaction with the Cys and His residues, indicating the Cys-His dyad disruption potential of the lead phytochemicals. The dyad disruption might lead to the decreased M<sup>Pro</sup> activity, which in turn inhibits the production of functional protein. Thus, the 10-Hydroxyaloin A and Isoquercetin might be involved in the SARS-CoV-2 virulence mitigation.</p>
<p>RMSD is a parameter that computes the distance between protein atoms. The average distance between the atoms in unbound and ligand/standard inhibitor&#x2013;bound targeted protein allows us to assess the comparative conformation and stability of the protein (<xref ref-type="bibr" rid="B18">Gupta et&#xa0;al., 2020</xref>). The present study indicates that the binding of 10-Hydroxyaloin A and Isoquercetin did not affect the conformational stability of the M<sup>Pro</sup> protein (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5A, B</bold>
</xref>). The result indicates the stable M<sup>pro</sup>-10-Hydroxyaloin A (MHA) and M<sup>pro</sup>-Isoquercetin (MNB) complex formation. RMSF is an important parameter to assess the fluctuation of protein atoms across the time duration from a reference position. This allows us to study the comparative fluctuations in the portion of target protein (residue) before and after the ligand binding. In this study, binding of 10-Hydroxyaloin A and Isoquercetin showed the stabilization of the 40&#x2013;45 and 140&#x2013;165 amino acid residues during the simulation time (<xref ref-type="fig" rid="f5">
<bold>Figures&#xa0;5C, D</bold>
</xref>). The key amino acids required for the catalytic activity of the test protein fall in these areas. Thus, it might be inferred that the lead phytochemicals tightly bind with the key amino acids and stabilize the active site of the protein. In the previous studies in our laboratory, we found that phytochemical binding mediated lesser fluctuations in target protein amino acid residues (<xref ref-type="bibr" rid="B18">Gupta et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B22">Kushwaha et&#xa0;al., 2021c</xref>). Radius of gyration (Rg) provides valuable information about the folding of regular secondary structure of the targeted protein into the tertiary or functional structure before and after binding of the ligand/inhibitor molecule. In comparison to unbound protein, the 10-Hydroxyaloin A and Isoquercetin binding mediated decreased Rg value during the simulation period, indicating the compact and stabilized folding in the ligand-bound complexes (<xref ref-type="fig" rid="f6">
<bold>Figures&#xa0;6A, B</bold>
</xref>). The binding of a ligand at the active site of a protein surrounding a solvent is a solvent-substitution process. Thus, calculations of Solvent accessibility surface area (SASA) of ligand-bound and unbound protein give important information about the potential ligand binding. Isoquercetin binding mediated significantly decreased SASA value of the complex (in comparison to standard inhibitor&#x2013;bound and non-bound protein), indicating the stabilized protein structure/active site throughout the simulation period (<xref ref-type="fig" rid="f6">
<bold>Figures&#xa0;6C, D</bold>
</xref>). Although the various types of interactions among ligand and targeted protein are involved in the complex stabilization process, hydrogen bond formation plays a significant role in this process. The greater the number of hydrogen bond incidence during the ligand-protein complex formation, the greater the stability of the complex. In the present study, the increased hydrogen formation potential (in comparison to standard inhibitor) of the 10-Hydroxyaloin A and Isoquercetin phytochemicals during the simulation period indicates the potential stability of the protein complex (<xref ref-type="fig" rid="f7">
<bold>Figures&#xa0;7E&#x2013;G</bold>
</xref>). The greater number of hydrogen bond formation in the test compound interaction with the M<sup>pro</sup> protein corroborates the more negative docking score of the lead compounds in comparison to standard inhibitor. The PCA and free energy landscape results (compact structure and increased centric energy respectively) indicate the compactness of the M<sup>pro</sup> protein structure after binding the lead molecules at the active site of the protein (<xref ref-type="fig" rid="f8">
<bold>Figures&#xa0;8</bold>
</xref>, <xref ref-type="fig" rid="f9">
<bold>9</bold>
</xref>). The analysis of the various secondary structures of the test protein in the presence of 10-Hydroxyaloin A and Isoquercetin indicated the involvement of &#x3b2;-sheet and 5&#x2019;-helix in the interaction (<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9</bold>
</xref>). The DCCM analysis indicated that the 10-Hydroxyaloin A inhibited the amino acid motion in the test protein, but isoquercetin revealed similar pattern of amino acid motions in standard inhibitor&#x2013;bound protein. Over all, the analysis of the MD simulation trajectory revealed the stable and energetically favorable complex formation in the presence of lead phytochemicals. The MM-PBSA analysis showed the contribution of amino acids in the ligand-protein binding (<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10</bold>
</xref>). It should be noted that the His41 and Cys145 amino acid residues involved in catalytic dyad were contributing to the interaction of lead phytochemicals and the M<sup>pro</sup> protein. The results substantiate the potential binding and active site inhibition potential in the lead molecules. Over all, the boiled egg diagram, the bioavailability radar, and the physiochemical properties of the <italic>A. indica</italic> and <italic>A. vera</italic> lead phytochemicals showed the drug-like potential that could be utilized for anti-SARS-CoV-2 drug discovery (<xref ref-type="fig" rid="f11">
<bold>Figure&#xa0;11</bold>
</xref>).</p>
</sec>
<sec id="s5">
<title>Conclusion</title>
<p>Plant-derived compounds possess single and/or multitargeted therapeutic potential against various diseases including viral disease. Thus, the computer-based identification of phytochemicals present in the medicinal plants is the need of time to identify potential inhibitors of SARS-CoV-2 drugable targets. The natural compounds possess less toxicity and associated side-effects, which make them a suitable candidate for drug discovery. In the present molecular docking study, we found that the phytochemicals present in <italic>A. vera</italic> and <italic>A. indica</italic> medicinal plants possess significant binding potential at the active site/protein-protein interaction sites of the SARS-COV-2 drugable targets (Spike-protein, RdRp, and M<sup>pro</sup> proteins). Further, the molecular dynamic (MD) simulation and MMPBSA calculations revealed that 10-Hydroxyaloin A and Isoquercetin phytochemicals present in the <italic>A. vera</italic> and <italic>A. indica</italic>, respectively, stabilize the structure and energy of the M<sup>pro</sup>-ligand complex. More importantly, the lead phytochemicals showed disruption of His-Cys dyad at the active site of the M<sup>pro</sup> protein required for its catalytic activity. In MMPBSA analysis, we found that the His and Cys residues contributed significantly in the binding free energy of the complex. Overall, we conclude that the <italic>A. vera</italic> and <italic>A. indica</italic> Indian medicinal plants could be taken as source of lead anti-SARS-CoV-2 agents for future drug discovery.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>. Further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7">
<title>Author Contributions</title>
<p>SK designed and conceptualized the study. PK, AS, TB, and AY contributed in the data generation. SK wrote the manuscript. The figures and tables were developed by KP, MS, and AS. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s8" sec-type="COI-statement">
<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 id="s9" sec-type="disclaimer">
<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>
</body>
<back>
<ack>
<title>Acknowledgments</title>
<p>AS acknowledges CSIR, India, for CSIR-Senior Research Fellowship. MS [File No. 5/3/8/80/ITR-F/2020-ITR] and KSP acknowledge DBT and ICMR, India, respectively for Senior Research Fellowship, respectively. SK acknowledges DST for providing Departmental DST-FIST grant to the Department of Biochemistry, Central University of Punjab, India.</p>
</ack>
<sec id="s10" sec-type="supplementary-material">
<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/fcimb.2021.730288/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fcimb.2021.730288/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Abouelela</surname> <given-names>M. E.</given-names>
</name>
<name>
<surname>Assaf</surname> <given-names>H. K.</given-names>
</name>
<name>
<surname>Abdelhamid</surname> <given-names>R. A.</given-names>
</name>
<name>
<surname>Elkhyat</surname> <given-names>E. S.</given-names>
</name>
<name>
<surname>Sayed</surname> <given-names>A. M.</given-names>
</name>
<name>
<surname>Oszako</surname> <given-names>T.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Identification of Potential SARS-CoV-2 Main Protease and Spike Protein Inhibitors From the Genus Aloe: An In Silico Study for Drug Development</article-title>. <source>Molecules</source> <volume>26</volume>, <fpage>1</fpage>&#x2013;<lpage>29</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3390/molecules26061767</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Abraham</surname> <given-names>M. J.</given-names>
</name>
<name>
<surname>Murtola</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Schulz</surname> <given-names>R.</given-names>
</name>
<name>
<surname>P&#xe1;ll</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Smith</surname> <given-names>J.C.</given-names>
</name>
<name>
<surname>Hess</surname> <given-names>B.</given-names>
</name>
<etal/>
</person-group>. (<year>2015</year>). <article-title>GROMACS: High Performance Molecular Simulations Through Multi-Level Parallelism From Laptops to Supercomputers</article-title>. <source>SoftwareX</source> <volume>1</volume>, <fpage>19</fpage>&#x2013;<lpage>25</lpage>. doi: 10.1016/j.softx.2015.06.001</citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Adegbola</surname> <given-names>P. I.</given-names>
</name>
<name>
<surname>Semire</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Fadahunsi</surname> <given-names>O. S.</given-names>
</name>
<name>
<surname>Adegoke</surname> <given-names>A. E.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Molecular Docking and ADMET Studies of Allium Cepa, Azadirachta Indica and Xylopia Aethiopica Isolates as Potential Anti-Viral Drugs for Covid-19</article-title>. <source>Virusdisease</source> <volume>32</volume>, <fpage>85</fpage>&#x2013;<lpage>97</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s13337-021-00682-7</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Badam</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Joshi</surname> <given-names>S. P.</given-names>
</name>
<name>
<surname>Bedekar</surname> <given-names>S. S.</given-names>
</name>
</person-group> (<year>1999</year>). <article-title>
<italic>&#x2018;In Vitro&#x2019;</italic> Antiviral Activity of Neem (Azadirachta Indica. A. Juss) Leaf Extract Against Group B Coxsackieviruses</article-title>. <source>J. Commun. Dis.</source> <volume>31</volume>, <fpage>79</fpage>&#x2013;<lpage>90</lpage>.</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Balkrishna</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Pokhrel</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Singh</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Joshi</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Mulay</surname> <given-names>V. P.</given-names>
</name>
<name>
<surname>Haldar</surname> <given-names>S.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Withanone From Withania Somnifera Attenuates SARS-CoV-2 RBD and Host ACE2 Interactions to Rescue Spike Protein Induced Pathologies in Humanized Zebrafish Model</article-title>. <source>Drug Des. Devel. Ther.</source> <volume>15</volume>, <fpage>1111</fpage>&#x2013;<lpage>1133</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.2147/DDDT.S292805</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Barlow</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Landolf</surname> <given-names>K. M.</given-names>
</name>
<name>
<surname>Barlow</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Yeung</surname> <given-names>S. Y. A.</given-names>
</name>
<name>
<surname>Heavner</surname> <given-names>J. J.</given-names>
</name>
<name>
<surname>Claassen</surname> <given-names>C. W.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Review of Emerging Pharmacotherapy for the Treatment of Coronavirus Disease 2019</article-title>. <source>Pharmacotherapy</source> <volume>40</volume>, <fpage>416</fpage>&#x2013;<lpage>437</lpage>. doi: <pub-id pub-id-type="doi">10.1002/phar.2398</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Berendsen</surname> <given-names>H. J.</given-names>
</name>
<name>
<surname>Postma</surname> <given-names>J. V.</given-names>
</name>
<name>
<surname>van Gunsteren</surname> <given-names>W. F.</given-names>
</name>
<name>
<surname>DiNola</surname> <given-names>A. R. H. J.</given-names>
</name>
<name>
<surname>Haak</surname> <given-names>J. R.</given-names>
</name>
</person-group> (<year>1984</year>). <article-title>Molecular Dynamics With Coupling to an External Bath</article-title>. <source>J. Chem. Phys.</source> <volume>81</volume>, <fpage>3684</fpage>&#x2013;<lpage>3690</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1063/1.448118</pub-id>
</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Borges-Arg&#xe1;ez</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Chan-Balan</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Cetina-Montejo</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Ayora-Talavera</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Sansores-Peraza</surname> <given-names>P.</given-names>
</name>
<name>
<surname>G&#xf3;mez-Carballo</surname> <given-names>J.</given-names>
</name>
<etal/>
</person-group>. (<year>2019</year>). <article-title>
<italic>In Vitro</italic> Evaluation of Anthraquinones From Aloe Vera (Aloe Barbadensis Miller) Roots and Several Derivatives Against Strains of Influenza Virus</article-title>. <source>Ind. Crops Prod.</source> <volume>132</volume>, <fpage>468</fpage>&#x2013;<lpage>475</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.indcrop.2019.02.056</pub-id>
</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cao</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Wen</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Liu</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Wang</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Fan</surname> <given-names>G.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>A Trial of Lopinavir&#x2013;Ritonavir in Adults Hospitalized With Severe Covid-19</article-title>. <source>N. Engl. J. Med.</source> <volume>382</volume>, <fpage>1787</fpage>&#x2013;<lpage>1799</lpage>. doi: <pub-id pub-id-type="doi">10.1056/NEJMoa2001282</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chitrala</surname> <given-names>K. N.</given-names>
</name>
<name>
<surname>Yeguvapalli</surname> <given-names>S.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Computational Screening and Molecular Dynamic Simulation of Breast Cancer Associated Deleterious non-Synonymous Single Nucleotide Polymorphisms in TP53 Gene</article-title>. <source>PloS One</source> <volume>9</volume>, <fpage>1</fpage>&#x2013;<lpage>18</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/journal.pone.0104242</pub-id>
</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Daina</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Michielin</surname> <given-names>O.</given-names>
</name>
<name>
<surname>Zoete</surname> <given-names>V.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>SwissADME: A Free Web Tool to Evaluate Pharmacokinetics, Drug-Likeness and Medicinal Chemistry Friendliness of Small Molecules</article-title>. <source>Sci. Rep.</source> <volume>7</volume>, <fpage>1</fpage>&#x2013;<lpage>13</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/srep42717</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>DeLano</surname> <given-names>W. L.</given-names>
</name>
</person-group> (<year>2002</year>). <article-title>Pymol: An Open-Source Molecular Graphics Tool</article-title>. <source>CCP4 Newslett. Protein Crystallogr.</source> <volume>40</volume>, <fpage>82</fpage>&#x2013;<lpage>92</lpage>.</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Dziewulska</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Stenzel</surname> <given-names>T.</given-names>
</name>
<name>
<surname>&#x15a;mia&#x142;ek</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Tyka&#x142;owski</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Koncicki</surname> <given-names>A.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>An Evaluation of the Impact of Aloe Vera and Licorice Extracts on the Course of Experimental Pigeon Paramyxovirus Type 1 Infection in Pigeons</article-title>. <source>Poultry Sci.</source> <volume>97</volume>, <fpage>470</fpage>&#x2013;<lpage>476</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3382/ps/pex341</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Garg</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Anand</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Lamba</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Roy</surname> <given-names>A.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Molecular Docking Analysis of Selected Phytochemicals Against SARS-CoV-2 M Pro Receptor</article-title>. <source>Vegetos</source> <volume>33</volume>, <fpage>766</fpage>&#x2013;<lpage>781</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s42535-020-00162-1</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Glatthaar-Saalm&#xfc;ller</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Fal</surname> <given-names>A. M.</given-names>
</name>
<name>
<surname>Sch&#xf6;nknecht</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Conrad</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Sievers</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Saalm&#xfc;ller</surname> <given-names>A.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Antiviral Activity of an Aqueous Extract Derived From Aloe Arborescens Mill. Against a Broad Panel of Viruses Causing Infections of the Upper Respiratory Tract</article-title>. <source>Phytomedicine</source> <volume>22</volume>, <fpage>911</fpage>&#x2013;<lpage>920</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.phymed.2015.06.006</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gordon</surname> <given-names>D. E.</given-names>
</name>
<name>
<surname>Jang</surname> <given-names>G. M.</given-names>
</name>
<name>
<surname>Bouhaddou</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Xu</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Obernier</surname> <given-names>K.</given-names>
</name>
<name>
<surname>White</surname> <given-names>K. M.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>A SARS-Cov-2 Protein Interaction Map Reveals Targets for Drug Repurposing</article-title>. <source>Nature</source> <volume>583</volume>, <fpage>459</fpage>&#x2013;<lpage>468</lpage>. doi: 10.1038/s41586-020-2286-9</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Grant</surname> <given-names>B. J.</given-names>
</name>
<name>
<surname>Rodrigues</surname> <given-names>A. P.</given-names>
</name>
<name>
<surname>ElSawy</surname> <given-names>K. M.</given-names>
</name>
<name>
<surname>McCammon</surname> <given-names>J. A.</given-names>
</name>
<name>
<surname>Caves</surname> <given-names>L. S.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Bio3d: An R Package for the Comparative Analysis of Protein Structures</article-title>. <source>Bioinformatics</source> <volume>22</volume>, <fpage>2695</fpage>&#x2013;<lpage>2696</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1093/bioinformatics/btl461</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gupta</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Singh</surname> <given-names>A. K.</given-names>
</name>
<name>
<surname>Kushwaha</surname> <given-names>P. P.</given-names>
</name>
<name>
<surname>Prajapati</surname> <given-names>K. S.</given-names>
</name>
<name>
<surname>Shuaib</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Senapati</surname> <given-names>S.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Identification of Potential Natural Inhibitors of SARS-CoV2 Main Protease by Molecular Docking and Simulation Studies</article-title>. <source>J. Biomol. Struct. Dyn.</source> <volume>2020</volume>, <fpage>1</fpage>&#x2013;<lpage>12</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1080/07391102.2020.1776157</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hess</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Bekker</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Berendsen</surname> <given-names>H. J.</given-names>
</name>
<name>
<surname>Fraaije</surname> <given-names>J. G.</given-names>
</name>
</person-group> (<year>1997</year>). <article-title>LINCS: A Linear Constraint Solver for Molecular Simulations</article-title>. <source>J. Comput. Chem.</source> <volume>18</volume>, <fpage>1463</fpage>&#x2013;<lpage>1472</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/(SICI)1096-987X(199709)18:12&lt;1463::AID-JCC4&gt;3.0.CO;2-H</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Humphrey</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Dalke</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Schulten</surname> <given-names>K.</given-names>
</name>
</person-group> (<year>1996</year>). <article-title>VMD: Visual Molecular Dynamics</article-title>. <source>J. Mol. Graph.</source> <volume>14</volume>, <fpage>33</fpage>&#x2013;<lpage>38</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/0263-7855(96)00018-5</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Khan</surname> <given-names>F. R.</given-names>
</name>
<name>
<surname>Kazmi</surname> <given-names>S. M. R.</given-names>
</name>
<name>
<surname>Iqbal</surname> <given-names>N. T.</given-names>
</name>
<name>
<surname>Iqbal</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Ali</surname> <given-names>S. T.</given-names>
</name>
<name>
<surname>Abbas</surname> <given-names>S. A.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>A Quadruple Blind, Randomised Controlled Trial of Gargling Agents in Reducing Intraoral Viral Load Among Hospitalised COVID-19 Patients: A Structured Summary of a Study Protocol for a Randomised Controlled Trial</article-title>. <source>Trials</source> <volume>21</volume>, <fpage>1</fpage>&#x2013;<lpage>4</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/s13063-020-04634-2</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kushwaha</surname> <given-names>P. P.</given-names>
</name>
<name>
<surname>Kumar</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Neog</surname> <given-names>P. R.</given-names>
</name>
<name>
<surname>Behara</surname> <given-names>M. R.</given-names>
</name>
<name>
<surname>Singh</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Kumar</surname> <given-names>A.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>a). <article-title>Characterization of Phytochemicals and Validation of Antioxidant and Anticancer Activity in Some Indian Polyherbal Ayurvedic Products</article-title>. <source>Vegetos</source> <volume>34</volume>, <fpage>286</fpage>&#x2013;<lpage>299</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s42535-021-00205-1</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kushwaha</surname> <given-names>P. P.</given-names>
</name>
<name>
<surname>Maurya</surname> <given-names>S. K.</given-names>
</name>
<name>
<surname>Singh</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Prajapati</surname> <given-names>K. S.</given-names>
</name>
<name>
<surname>Singh</surname> <given-names>A. K.</given-names>
</name>
<name>
<surname>Shuaib</surname> <given-names>M.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>c). <article-title>Bulbine Frutescens Phytochemicals as Novel ABC-Transporter Inhibitor: A Molecular Docking and Molecular Dynamics Simulation Study</article-title>. <source>J.&#xa0;Cancer Met. Treat.</source> <volume>7</volume>, <fpage>1</fpage>&#x2013;<lpage>13</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.20517/2394-4722.2020.92</pub-id>
</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kushwaha</surname> <given-names>P. P.</given-names>
</name>
<name>
<surname>Singh</surname> <given-names>A. K.</given-names>
</name>
<name>
<surname>Prajapati</surname> <given-names>K. S.</given-names>
</name>
<name>
<surname>Shuaib</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Fayez</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Bringmann</surname> <given-names>G.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>a). <article-title>Induction of Apoptosis in Breast Cancer Cells by Naphthylisoquinoline Alkaloids</article-title>. <source>Toxicol. Appl. Pharmacol.</source> <volume>409</volume>:<elocation-id>115297</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.taap.2020.115297</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kushwaha</surname> <given-names>P. P.</given-names>
</name>
<name>
<surname>Singh</surname> <given-names>A. K.</given-names>
</name>
<name>
<surname>Prajapati</surname> <given-names>K. S.</given-names>
</name>
<name>
<surname>Shuaib</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Gupta</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Kumar</surname> <given-names>S.</given-names>
</name>
</person-group> (<year>2021</year>b). <article-title>Phytochemicals Present in Indian Ginseng Possess Potential to Inhibit SARS-CoV-2 Virulence: A Molecular Docking and MD Simulation Study</article-title>. <source>Microb. Pathog.</source> <volume>157</volume>, <fpage>1</fpage>&#x2013;<lpage>11</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.micpath.2021.104954</pub-id>
</citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kushwaha</surname> <given-names>P. P.</given-names>
</name>
<name>
<surname>Singh</surname> <given-names>A. K.</given-names>
</name>
<name>
<surname>Shuaib</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Prajapati</surname> <given-names>K. S.</given-names>
</name>
<name>
<surname>Vardhan</surname> <given-names>P. S.</given-names>
</name>
<name>
<surname>Gupta</surname> <given-names>S.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>b). <article-title>3-O-(E)-P-Coumaroyl Betulinic Acid Possess Anticancer Activity and Inhibit Notch Signaling Pathway in Breast Cancer Cells and Mammosphere</article-title>. <source>Chem-Biol. Int.</source> <volume>328</volume>, <elocation-id>109200</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.cbi.2020.109200</pub-id>
</citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lemkul</surname> <given-names>J.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>From Proteins to Perturbed Hamiltonians: A Suite of Tutorials for the GROMACS-2018 Molecular Simulation Package [Article V1. 0]</article-title>. <source>LiveCoMS.</source> <volume>1</volume>, <fpage>1</fpage>&#x2013;<lpage>53</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.33011/livecoms.1.1.5068</pub-id>
</citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lim</surname> <given-names>X. Y.</given-names>
</name>
<name>
<surname>Teh</surname> <given-names>B. P.</given-names>
</name>
<name>
<surname>Tan</surname> <given-names>T. Y. C.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Medicinal Plants in COVID-19: Potential and Limitations</article-title>. <source>Front. Pharmacol.</source> <volume>12</volume>, <elocation-id>611408</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fphar.2021.611408</pub-id>
</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Liu</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Shang</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Zhu</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Chen</surname> <given-names>Y.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Efficacy of Chloroquine <italic>Versus</italic> Lopinavir/Ritonavir in Mild/General COVID-19 Infection: A Prospective, Open-Label, Multicenter, Randomized Controlled Clinical Study</article-title>. <source>Trials.</source> <volume>21</volume>, <fpage>1</fpage>&#x2013;<lpage>9</lpage>. doi: <pub-id pub-id-type="doi">10.1186/s13063-020-04478-w</pub-id>
</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Matveeva</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Khafizova</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Sokornova</surname> <given-names>S.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>In Search of Herbal Anti-SARS-Cov2 Compounds</article-title>. <source>Front. Plant Sci.</source> <volume>11</volume>, <fpage>1</fpage>&#x2013;<lpage>7</lpage>. doi: <pub-id pub-id-type="doi">10.3389/fpls.2020.589998</pub-id>
</citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mpiana</surname> <given-names>P. T.</given-names>
</name>
<name>
<surname>Tshibangu</surname> <given-names>D. S.</given-names>
</name>
<name>
<surname>Kilembe</surname> <given-names>J. T.</given-names>
</name>
<name>
<surname>Gbolo</surname> <given-names>B. Z.</given-names>
</name>
<name>
<surname>Mwanangombo</surname> <given-names>D. T.</given-names>
</name>
<name>
<surname>Inkoto</surname> <given-names>C. L.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Aloe Vera (L.) Burm. F. As a Potential Anti-COVID-19 Plant: A Mini-Review of Its Antiviral Activity</article-title>. <source>Eur. J. Med. Plants</source> <volume>31</volume>, <fpage>86</fpage>&#x2013;<lpage>93</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.9734/ejmp/2020/v31i830261</pub-id>
</citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nesari</surname> <given-names>T. M.</given-names>
</name>
<name>
<surname>Bhardwaj</surname> <given-names>A.</given-names>
</name>
<name>
<surname>ShriKrishna</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Ruknuddin</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Ghildiyal</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Das</surname> <given-names>A.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Neem (Azadirachta Indica A. Juss) Capsules for Prophylaxis of COVID-19 Infection: A Pilot, Double-Blind, Randomized Controlled Trial</article-title>. <source>Altern. Ther. Health Med.</source> <volume>23</volume>, <fpage>1</fpage>&#x2013;<lpage>8</lpage>.</citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>O&#x2019;Boyle</surname> <given-names>N. M.</given-names>
</name>
<name>
<surname>Banck</surname> <given-names>M.</given-names>
</name>
<name>
<surname>James</surname> <given-names>C. A.</given-names>
</name>
<name>
<surname>Morley</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Vandermeersch</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Hutchison</surname> <given-names>G. R.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Open Babel: An Open Chemical Toolbox</article-title>. <source>J. Cheminf.</source> <volume>3</volume>, <fpage>1</fpage>&#x2013;<lpage>14</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1186/1758-2946-3-33</pub-id>
</citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Parida</surname> <given-names>M. M.</given-names>
</name>
<name>
<surname>Upadhyay</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Pandya</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Jana</surname> <given-names>A. M.</given-names>
</name>
</person-group> (<year>2002</year>). <article-title>Inhibitory Potential of Neem (Azadirachta Indica Juss) Leaves on Dengue Virus Type-2 Replication</article-title>. <source>J.&#xa0;Ethnopharmacol.</source> <volume>79</volume>, <fpage>273</fpage>&#x2013;<lpage>278</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/s0378-8741(01)00395-6</pub-id>
</citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Parrinello</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Rahman</surname> <given-names>A.</given-names>
</name>
</person-group> (<year>1981</year>). <article-title>Polymorphic Transitions in Single Crystals: A New Molecular Dynamics Method</article-title>. <source>J. Appl. Phys.</source> <volume>52</volume>, <fpage>7182</fpage>&#x2013;<lpage>7190</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1063/1.328693</pub-id>
</citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Perfect</surname> <given-names>M. M.</given-names>
</name>
<name>
<surname>Bourne</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Ebel</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Rosenthal</surname> <given-names>S. L.</given-names>
</name>
</person-group> (<year>2005</year>). <article-title>Use of Complementary and Alternative Medicine for the Treatment of Genital Herpes</article-title>. <source>Herpes.</source> <volume>12</volume>, <fpage>38</fpage>&#x2013;<lpage>41</lpage>.</citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pettersen</surname> <given-names>E. F.</given-names>
</name>
<name>
<surname>Goddard</surname> <given-names>T. D.</given-names>
</name>
<name>
<surname>Huang</surname> <given-names>C. C.</given-names>
</name>
<name>
<surname>Couch</surname> <given-names>G. S.</given-names>
</name>
<name>
<surname>Greenblatt</surname> <given-names>D. M.</given-names>
</name>
<name>
<surname>Meng</surname> <given-names>E. C.</given-names>
</name>
<etal/>
</person-group>. (<year>2004</year>). <article-title>UCSF Chimera&#x2014;A Visualization System for Exploratory Research and Analysis</article-title>. <source>J. Comp. Chem.</source> <volume>25</volume>, <fpage>1605</fpage>&#x2013;<lpage>1612</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/jcc.20084</pub-id>
</citation>
</ref>
<ref id="B38">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Phillips</surname> <given-names>J. C.</given-names>
</name>
<name>
<surname>Hardy</surname> <given-names>D. J.</given-names>
</name>
<name>
<surname>Maia</surname> <given-names>J. D.</given-names>
</name>
<name>
<surname>Stone</surname> <given-names>J. E.</given-names>
</name>
<name>
<surname>Ribeiro</surname> <given-names>J. V.</given-names>
</name>
<name>
<surname>Bernardi</surname> <given-names>R. C.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Scalable Molecular Dynamics on CPU and GPU Architectures With NAMD</article-title>. <source>J. Chem. Phys.</source> <volume>153</volume>, <fpage>1</fpage>&#x2013;<lpage>34</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1063/5.0014475</pub-id>
</citation>
</ref>
<ref id="B39">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pushpendra</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Kushwaha</surname> <given-names>P. P.</given-names>
</name>
<name>
<surname>Shashank</surname> <given-names>K.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Novel Potent Inhibitors of Plasmodium Vivax Dihydrofolate Reductase: An in Silico Anti-Malarial Drug Discovery</article-title>. <source>Indian J. Pharm.</source> <volume>52</volume>, <fpage>122</fpage>&#x2013;<lpage>134</lpage>. doi: <pub-id pub-id-type="doi">10.5530/ijper.52.1.14</pub-id>
</citation>
</ref>
<ref id="B40">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>SaiRam</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Ilavazhagan</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Sharma</surname> <given-names>S. K.</given-names>
</name>
<name>
<surname>Dhanraj</surname> <given-names>S. A.</given-names>
</name>
<name>
<surname>Suresh</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Parida</surname> <given-names>M. M.</given-names>
</name>
<etal/>
</person-group>. (<year>2000</year>). <article-title>Anti-Microbial Activity of a New Vaginal Contraceptive NIM-76 From Neem Oil (Azadirachta Indica)</article-title>. <source>J. Ethnopharmacol.</source> <volume>71</volume>, <fpage>377</fpage>&#x2013;<lpage>382</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/s0378-8741(99)00211-1</pub-id>
</citation>
</ref>
<ref id="B41">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sch&#xfc;ttelkopf</surname> <given-names>A. W.</given-names>
</name>
<name>
<surname>Van Aalten</surname> <given-names>D. M.</given-names>
</name>
</person-group> (<year>2004</year>). <article-title>PRODRG: A Tool for High-Throughput Crystallography of Protein&#x2013;Ligand Complexes</article-title>. <source>Acta Crystallogr. D Biol. Crystallogr.</source> <volume>60</volume>, <fpage>1355</fpage>&#x2013;<lpage>1363</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1107/S0907444904011679</pub-id>
</citation>
</ref>
<ref id="B42">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Senapati</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Banerjee</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Bhagavatula</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Kushwaha</surname> <given-names>P. P.</given-names>
</name>
<name>
<surname>Kumar</surname> <given-names>S.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Contributions of Human ACE2 and TMPRSS2 in Determining Host&#x2013;Pathogen Interaction of COVID-19</article-title>. <source>J. Genet.</source> <volume>100</volume>, <fpage>1</fpage>&#x2013;<lpage>16</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s12041-021-01262-w</pub-id>
</citation>
</ref>
<ref id="B43">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Senapati</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Kumar</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Singh</surname> <given-names>A. K.</given-names>
</name>
<name>
<surname>Banerjee</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Bhagavatula</surname> <given-names>S.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Assessment of Risk Conferred by Coding and Regulatory Variations of TMPRSS2 and CD26 in Susceptibility to SARS-CoV-2 Infection in Human</article-title>. <source>J. Genet.</source> <volume>99</volume>, <fpage>1</fpage>&#x2013;<lpage>5</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s12041-020-01217-7</pub-id>
</citation>
</ref>
<ref id="B44">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Shang</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Ye</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Shi</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Wan</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Luo</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Aihara</surname> <given-names>H.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Structural Basis of Receptor Recognition by SARS-CoV-2</article-title>. <source>Nature</source> <volume>581</volume>, <fpage>221</fpage>&#x2013;<lpage>224</lpage>. doi: <pub-id pub-id-type="doi">10.1038/s41586-020-2179-y</pub-id>
</citation>
</ref>
<ref id="B45">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Singh</surname> <given-names>A. K.</given-names>
</name>
<name>
<surname>Kushwaha</surname> <given-names>P. P.</given-names>
</name>
<name>
<surname>Prajapati</surname> <given-names>K. S.</given-names>
</name>
<name>
<surname>Shuaib</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Gupta</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Kumar</surname> <given-names>S.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Identification of FDA Approved Drugs and Nucleoside Analogues as Potential SARS-CoV-2 A1pp Domain Inhibitor: An in Silico Study</article-title>. <source>Comp. Biol. Med.</source> <volume>130</volume>, <fpage>1</fpage>&#x2013;<lpage>10</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.compbiomed.2020.104185</pub-id>
</citation>
</ref>
<ref id="B46">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Singh</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Pandey</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Rumman</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Kumar</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Kushwaha</surname> <given-names>P. P.</given-names>
</name>
<name>
<surname>Verma</surname> <given-names>R.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Neuroprotective and Neurorescue Mode of Action of Bacopa Monnieri (L.) Wettst in 1-Methyl-4-Phenyl-1, 2, 3, 6-Tetrahydropyridine-Induced Parkinson&#x2019;s Disease: An in Silico and <italic>In Vivo</italic> Study</article-title>. <source>Front. Pharmacol.</source> <volume>12</volume>, <elocation-id>616413</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fphar.2021.616413</pub-id>
</citation>
</ref>
<ref id="B47">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sydiskis</surname> <given-names>R. J.</given-names>
</name>
<name>
<surname>Owen</surname> <given-names>D. G.</given-names>
</name>
<name>
<surname>Lohr</surname> <given-names>J. L.</given-names>
</name>
<name>
<surname>Rosler</surname> <given-names>K. H.</given-names>
</name>
<name>
<surname>Blomster</surname> <given-names>R. N.</given-names>
</name>
</person-group> (<year>1991</year>). <article-title>Inactivation of Enveloped Viruses by Anthraquinones Extracted From Plants</article-title>. <source>Antimicrob. Agents Chemother.</source> <volume>35</volume>, <fpage>2463</fpage>&#x2013;<lpage>2466</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1128/AAC.35.12.2463</pub-id>
</citation>
</ref>
<ref id="B48">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Trott</surname> <given-names>O.</given-names>
</name>
<name>
<surname>Olson</surname> <given-names>A. J.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>AutoDock Vina: Improving the Speed and Accuracy of Docking With a New Scoring Function, Efficient Optimization, and Multithreading</article-title>. <source>J. Comp. Chem.</source> <volume>31</volume>, <fpage>455</fpage>&#x2013;<lpage>461</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1002/jcc.21334</pub-id>
</citation>
</ref>
<ref id="B49">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Udeinya</surname> <given-names>I. J.</given-names>
</name>
<name>
<surname>Mbah</surname> <given-names>A. U.</given-names>
</name>
<name>
<surname>Chijioke</surname> <given-names>C. P.</given-names>
</name>
<name>
<surname>Shu</surname> <given-names>E. N.</given-names>
</name>
</person-group> (<year>2004</year>). <article-title>An Antimalarial Extract From Neem Leaves Is Antiretroviral</article-title>. <source>Trans. R. Soc Trop. Med. Hyg.</source> <volume>98</volume>, <fpage>435</fpage>&#x2013;<lpage>437</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.trstmh.2003.10.016</pub-id>
</citation>
</ref>
<ref id="B50">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Umar</surname> <given-names>H. I.</given-names>
</name>
<name>
<surname>Josiah</surname> <given-names>S. S.</given-names>
</name>
<name>
<surname>Saliu</surname> <given-names>T. P.</given-names>
</name>
<name>
<surname>Jimoh</surname> <given-names>T. O.</given-names>
</name>
<name>
<surname>Ajayi</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Danjuma</surname> <given-names>J. B.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>In-Silico Analysis of the Inhibition of the SARS-CoV-2 Main Protease by Some Active Compounds From Selected African Plants</article-title>. <source>J. Taibah Univ. Sci.</source> <volume>16</volume>, <fpage>162</fpage>&#x2013;<lpage>176</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.jtumed.2020.12.005</pub-id>
</citation>
</ref>
<ref id="B51">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Verma</surname> <given-names>V. S.</given-names>
</name>
</person-group> (<year>1974</year>). <article-title>Chemical Compounds From Azadirachta Indica as Inhibitors of Potato Virus X</article-title>. <source>Acta Microbiol. Pol. B.</source> <volume>6</volume>, <fpage>9</fpage>&#x2013;<lpage>13</lpage>.</citation>
</ref>
<ref id="B52">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xie</surname> <given-names>X. Q. S.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Exploiting PubChem for Virtual Screening</article-title>. <source>Expert Opin. Drug Discov.</source> <volume>5</volume>, <fpage>1205</fpage>&#x2013;<lpage>1220</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1517/17460441.2010.524924</pub-id>
</citation>
</ref>
<ref id="B53">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Xu</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Song</surname> <given-names>X.</given-names>
</name>
<name>
<surname>Yin</surname> <given-names>Z. Q.</given-names>
</name>
<name>
<surname>Cheng</surname> <given-names>A. C.</given-names>
</name>
<name>
<surname>Jia</surname> <given-names>R. Y.</given-names>
</name>
<name>
<surname>Deng</surname> <given-names>Y. X.</given-names>
</name>
<etal/>
</person-group>. (<year>2012</year>). <article-title>Antiviral Activity and Mode of Action of Extracts From Neem Seed Kernel Against Duck Plague Virus <italic>In Vitro</italic>
</article-title>. <source>Poultry Sci.</source> <volume>91</volume>, <fpage>2802</fpage>&#x2013;<lpage>2807</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3382/ps.2012-02468</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>