key: cord-0851163-80f8zk2n authors: Abdul Amin, Sk.; Banerjee, Suvankar; Ghosh, Kalyan; Gayen, Shovanlal; Jha, Tarun title: Protease targeted COVID-19 drug discovery and its challenges: Insight into viral main protease (Mpro) and papain-like protease (PLpro) inhibitors date: 2020-11-06 journal: Bioorg Med Chem DOI: 10.1016/j.bmc.2020.115860 sha: f04ce5167c7913d03d7fc8d3085f87e0a560c474 doc_id: 851163 cord_uid: 80f8zk2n Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) brutally perils physical and mental health worldwide. Unavailability of effective anti-viral drug rendering global threat of COVID-19 caused by SARS-CoV-2. In this scenario, viral protease enzymes are crucial targets for drug discovery. This extensive study meticulously focused on two viral proteases such as main protease (Mpro) and papain-like protease (PLpro), those are essential for viral replication. This review provides a detail overview of the targets (Mpro and PLpro) from a structural and medicinal chemistry point of view, together with recently reported protease inhibitors. An insight into the challenges in the development of effective as well as drug like protease inhibitors is discussed. Peptidomimetic and/or covalent coronavirus protease inhibitors possessed potent and selective active site inhibition but compromised in pharmacokinetic parameters to be a drug/drug like molecule. Lead optimization of non-peptidomimetic and/or low molecular weight compounds may be a better option for oral delivery. A masterly combination of adequate pharmacokinetic properties with coronavirus protease activity as well as selectivity will provide potential drug candidates in future. This study is a part of our endeavors which surely dictates medicinal chemistry efforts to discover effective anti-viral agent for this devastating disease. In late December 2019, the newly emerged highly contagious novel coronavirus disease 2019 was identified in Humans [1] [2] . The outburst of virus containing a single positivestranded RNA first found to occur in Wuhan, China and was named as severe acute respiratory syndrome (SARS)-CoV-2 (SARS-CoV-2) [3] [4] [5] [6] [7] [8] [9] [10] . Worldwide more than millions of cases have been registered [11] [12] . According to World Health Organization (WHO), the highly transmissible disease COVID-19 has so far, more than millions confirmed cases and deaths have been reported from 216 countries around the globe [12] . Currently, this virus is far more contagious and more catastrophic compared to other flu-viruses with several symptoms like fever, cough, pneumonia, nausea, and fatigue [13] . Hence, the World Health Organization was forced to declare a state of global health emergency to organized scientific and medical efforts to quickly develop a cure for patients [14] . Presently, there is no specific targeted therapy against this novel virus. Thus, the scientific community is making great efforts to explore diverse mechanisms to restrict the virus replication. As a result, diverse antiviral drugs with similar viral infections were tested on patients. Several drugs like: Remdesivir (designed for the Ebola virus) [14] , Lopinavir/Ritonavir (designed for the HIV) [15] , chloroquine and hydroxychloroquine (designed for anti-malarial action) [14] and Tocilizumab (designed for rheumatoid arthritis) [16] were found to be effective against this deadly virus, but their efficacy still remains controversial [17] . The current impact of COVID-19 outbreak and the possibility of forthcoming CoV epidemics prove that there is a need for rapid discovery of anti-COVID-19 drugs. Recent studies revealed that SARS-CoV-2 has a comparable genomic pattern to other corona viruses [18] . These viruses mainly comprises of a 5'-untranslated region (UTR), a replicase complex for encoding non-structural proteins (nsps), spike protein (S) gene, envelope protein (E), membrane protein (M) gene, nucleocapsid protein (N) gene, 3'-UTR, and numerous unknown non-structural parts which provide them support against the environmental factors [19] [20] [21] [22] . Usually, these viruses harvest several polypeptides which promote proteolytic breakdown to produce 20 additional proteins during their lifecycle. Among them two crucial proteases such as main protease (Mpro) and papain-like protease (PLpro) are vital for virus replication [22] [23] [24] . Meanwhile, a tremendous effort has been spent on studying these proteases in order to discover specific inhibitors against this noxious COVID-19 [25] [26] [27] [28] [29] [30] . Among these the two proteases, the coronavirus Main protease (Mpro) also recognized as 3C like protease (3CLpro) acknowledged great attention for its significant role in enzymatic activity leading to its post-translational processing of replicase polyproteins [26] [27] . The Mpro consist of 306 amino acid long and has high structural and sequence resemblance to that of SARS-CoV Mpro [25] . SARS-CoV-2 Mpro monomer comprises of three domains (i.e., N-terminal domain-I, N-terminal domain-II, and C-terminal domain-III) [25] . The Mpro active site consists of two catalytic dyad C145 and H41 (Figure 1A-B) . PLpro functions by cleaving ISG15, a two-domain Ub-like protein, and Lys48-linked polyUb chains. Hence, their main function lies in the processing of the viral polypeptide into functional proteins, which further deubiquitinize and dampen host anti-viral reactions by hijacking the ubiquitin (Ub) an enzyme playing the pivotal role in host defense mechanism [31] . Therefore, the two proteases are equally important for viral lifecycle and are supported by several studies which reveal that most of the coronaviridae genome encrypts two polyproteins, pp1a and pp1ab during their translation stage through ribosomal frame shifting mechanism [32] . These polyproteins were further processed into mature non-structural proteins (nsps) by Mpro and PLpro which plays a vital role in the transcription/replication [33] , targeting these may hence institute a valid tactic for antiviral drug design and discovery. In the 21 st century, drug repurposing, screening of databases and designing different inhibitors are the only fastest possibility in terms drug discovery to prevent the catastrophe caused by COVID-19 outbreak. Diverse approaches have also been made in order get insights into the mechanism of these proteases and to inhibit their functions but still there has been a lot of groundwork to be done for drug discovery and development against these targets. This study, as a part of rational drug design and discovery [9] [10] [34] [35] [36] [37] , aims to sketch out the current status of SARS-CoV-2 protease inhibitors based drug discovery. We also try to provide a new insight into coronavirus protease structural biology and discuss the challenges in the development of effective as well as drug like protease inhibitors. The study will offer an initiative to stimulate further research by providing useful guidance to the medicinal chemists for designing of new effective protease inhibitors effective against COVID-19 in near future. CoV is a single-stranded positive sense RNA virus where genome is encapsulated within a membrane envelope [38] [39] [40] [41] [42] [43] . The spike glycoprotein of CoV regulates its entry into the host cells [43] [44] [45] . Two polyproteins (pp1a and pp1ab) are translated after virion entry into the host cells, which are promptly split by two viral proteases including Mpro and PLpro [46] . Further proteolytic cleavage of these two viral polyproteins resulted in sixteen non-structural proteins (nsp1 to nsp16). The PLpro manages the proteolytic cleaving of nsp 1 to 3, whereas all junctions downstream of nsp4 are cleaved by Mpro. The Mpro cleaves at no fewer than 11 sites on the large polyprotein 1ab with the recognition sequence of L-Q↓ (S, A, G) (↓ refers the cleavage site) [25] . The Mpro of SARS-CoV-2 is a 67.6 kDa homodimeric cysteine protease having huge sequence identity with SARS-CoV Mpro (Figure 1 ). Mpro of CoV forms a dimer where each monomer consists of N-terminal catalytic region and the Cterminal region. Moreover, the N-terminal residues form a typical chymotrypsin fold while the Cterminal residues form an extra domain. In addition, each protomer containing three domains such as domains I (residues 8-101), II (residues 102-184) and domain III (residues 201-303) [22] . Domains I and II espouses a double β-barrel fold and the active site is located in a shallow cleft between two antiparallel β-barrels (Figure 1) . Notably, C terminal helical-bundle domain, Domain III, might involve in stabilization of their active homodimer forms. The active site can be further divided into several (sub)sites. Notably, the catalytic dyad formed by H41-C145 is observed at the S1 site ( Figure 2) . The hydrophobic side chains are found mostly at the S2 and S4 sites. The list of amino acid residues play key role in SARS-CoV-2 Mpro is highlighted in Table 1 . Dimerization R4, S10, G11, E14, N28, S139, F140, S147, E290, Since the sequences of SARS-CoV-2 and SARS-CoV Mpro share 96% of identity and the minimum differences between both enzymes resides at the surface of the proteins. Therefore, inhibitors against SARS-CoV Mpro are expected to inhibit SARS-CoV-2 Mpro. The ligand-bound X-ray structure of SARS-CoV-2 PLpro was elucidated few days ago [7] . loop proximal to the catalytic site [7] . Catalytic C111 of SARS-CoV-2 PLpro engages in Michael addition to the warhead of inhibitors and rendering the formation of a covalent thio-ether linkage. The list of amino acid residues play key role in SARS-CoV-2 PLpro is highlighted in Table 2 . CoV PLpro but its potential to hydrolyze K48-linked Ub chains is declined [7] . In contrast, SARS-CoV-2 PLpro fails to possess potent interferon-antagonizing and deubiquitinase activities [23] . Novel coronavirus pandemic caused by SARS-CoV-2 severely threatens public health globally. In its infancy, little knowledge about the exact molecular mechanisms of the disease is obstructing the attempts to develop promising anti-viral drugs [9] . Hence, bioinformatics and molecular modeling approaches are the only handy strategy until precise molecular and structural biology is known. FDA-approved drugs surely claim safe alternatives if it exhibits at least modest activity against SARS-CoV-2. Currently, scientific community are largely focused in the screening of -(i) FDAapproved drug databases, (ii) clinical trials molecules and/or (iii) previously reported coronavirus inhibitors [9] . In silico virtual screening (VS) techniques are proficient to explore CoV protease inhibitors . Yu and co-workers [40] reported the computational screening and findings with regard to potential binding luteolin and other natural compounds against Mpro. Notably, luteolin has also been found to bind effectively with other targets (PLPro, Spike protein, and RdRp) of SARS-CoV-2 [40, [87] [88] . Vast amount of in silico VS studies against SARS-CoV-2 Mpro has been reported over past months [26] [27] [28] [29] [30] . As the detailed description on the molecular modeling studies is out of Scope for this current communication, readers interested in learning more about recent molecular modeling studies to identify probable CoV protease inhibitors are directed to mentioned references and others. Since the SARS-CoV-2 Mpro shares about 96% sequence similarity with SARS-CoV Mpro, previously reported SARS-CoV Mpro inhibitors may have huge prospect to show their efficacy against SARS-CoV-2 Mpro also. By May this year, we have endorsed our rational anti-viral drug design efforts through data mining and molecular docking studies [10] . In an endeavour, our research team explored the crucial structural fingerprints modulating SARS-CoV PLpro inhibitory activities by the aid of 2D-QSAR, SPCI analysis as well as Monte Carlo optimization based QSAR. Further, QSAR derived virtual screening of some in-house molecules were done which rendered some important hits. In February 2020, the first crystal structure of SARS-CoV-2 virus Mpro (PDB: 6LU7) with covalent inhibitor N3 (Figure 3 ) was reported by Jin and co-workers [3] . (Figure 6) . Notably, 11r exhibited broad-spectrum antiviral activity due to its P2 cyclohexyl moiety which intended to fit the pocket in the enterovirus Mpro. In another study, the same group modified the chemical structure of 11r by replacing the hydrophobic cinnamoyl moiety by comparatively less hydrophobic Boc group and concealing the P3-P2 amide bond within a six member pyridone ring [25] . This led to the development of 13a (Figure 6 ) with improved solubility in plasma and also reduced binding to plasma proteins, however, the SARS-CoV- (Figure 6 ) at a resolution of 1.5 Å [21] . The indole ring of 11a at P3 occupied the solvent exposed S4 site to form a 2.6-Å hydrogen bond with E166 along with hydrophobic interactions with side chains of residues P168 and Q189. Since the S2 site of CoV Mpro withholds bulky P2 fragment, the cyclohexyl moiety of 11a is buried snugly into the S2 pocket of SARS-CoV-2 Mpro and stacking with the imidazole ring of H41. It is with the side chains of M49, Y54, M165, D187 and R188. In contrast, fluophenyl function of 11b at P2 undergoes a significant downward rotation and form additional hydrogen bond Q189 that is likely to enhance Mpro inhibitory activity. Notably, the aldehyde functions of both 11a and 11b act as a warhead in P1 to form a covalent bond with cysteine residue. Moreover, the (S)-γ-lactam ring immerses into the S1 site of CoV Mpro to form several hydrogen bonds with H163, F140 and E166. Both of these inhibitors displayed excellent Mpro inhibitory activities (11a: SARS-CoV-2 Mpro IC 50 = 0.053 µM; 11b: SARS-CoV-2 Mpro IC 50 = 0.040 µM) along with good PK properties in vivo [21] . Hence, from the above studies [3, 17, 21, 25] it may be observed that S2 site in SARS-CoV-2 Mpro can board a broad range of hydrophobic substitutions. The isobutyl, cyclopropyl, cyclohexyl and 3-FPh moieties of inhibitors embed themselves in the hydrophobic S2 site formed by H41, M49, and M169 [17] . Therefore, it may be postulated that previously designed naphthalene based SARS-CoV PLpro inhibitors follows the similar trend of structure-activity relationship against SARS-CoV-2 PLpro also [24] . The corona virus protease inhibitors discovery effort targeting Mpro and PLpro have presenting a substantial challenge owing to poor pharmacokinetic properties of peptidomimetic/macromolecular compounds and low inhibitory potency of non-peptidomimetic and/or compounds having low molecular weight [91] [92] . To be an effective drug/drug candidate, a molecule must have ability not 14 only to reach its desire target in the body in sufficient concentration but also to possess expected biological responses. Drug discovery and development markedly depends on assessment of absorption, distribution, metabolism and excretion (ADME) characteristics. Notably, the macromolecule approach of developing SARS-CoV-2 Mpro as well as PLpro inhibitors has been advantageous over the low molecular weight compounds in terms of inhibitory potency and selectivity. In fact the former can occupy the different parts of the active sites of the Mpro and PLpro enzyme to manifest potential inhibitory property. We have collected recently published different properties. From the analysis we have seen that most of these compounds fail to pass the drug-likeness criteria (Figure 8A-D) . Meanwhile, a pool of 2D and fingerprint descriptors for these twenty five SARS-CoV-2 Mpro inhibitors (those having exact biological endpoint from Table 3 ) was calculated to frisk the linear relationships. However, the similar analysis has not been possible for the SARS-CoV-2 PLpro inhibitors due to the insufficient number of reported compounds. The correlation of SARS-CoV-2 Mpro inhibitory activity with eleven molecular descriptors (N = 25) at significant p-statics is graphically represented in Figure 8B . Moreover, from the properties such as, blood-brain-barrier permeability (BBB permiant), inhibition capability of CYP1A2 (CYP1A2 inhibitor), CYP2C19 (CYP2C19 inhibitor) as well as permeability coefficient (log Kp (cm/s)) of these molecules can be negatively correlated with their Mpro inhibitory potency ( Figure 8D) . Noticeably, most of this dataset molecule with a log Kp (cm/s) value ≥ -6.0 exhibited lesser to-poorly active nature against Mpro. Hence, this should be addressed in Mpro and PLpro protease-based drug discovery which could help harness the therapeutic potential against COVID-19. COVID-19 disease is few months old. Until precise molecular and structural biology underlying SARS-CoV-2 replication are available, bioinformatics and multi-target molecular modeling driven in vitro anti-viral study as well as repurposing of previous SARS-CoV protease inhibitors are the handy strategies. From the SARs, it may be postulated that peptidomimetic and/or covalent coronavirus protease inhibitors possessed potent and selective active-site inhibition. However, these inhibitors exhibited poor absorption, distribution, metabolism, and excretion as well as toxicology parameters to be a drug/drug like molecule [92] . Consequently, repurposing/new protease inhibitors discovery efforts of peptidomimetic compounds have presenting a substantial challenge owing to poor pharmacokinetic properties. On the other hand, non-peptidomimetic and/or compounds having low molecular weight coherently passed the drug likeness to be suitable drug but adding challenge to achieve potency and selectivity against coronavirus protease. Hence, lead optimization of non-peptidomimetic and/or low molecular weight compounds should be focused. In this scenario, fragment based drug design (FBDD) approaches can play a significant role in designing and developing potential protease inhibitors. The effective strategy for drug discovery of potential protease inhibitors may consist of following steps: step 1: identification of low molecular weight compounds as protease inhibitors; step 2: identification of good fragments from peptidomimetic compounds by different experimental and computational methods; step 3: incorporating of good fragments during the lead optimization of the low molecular weight compounds; step 4: final optimization of these hybrid molecules for satisfactory pharmacokinetic and pharmacodynamics properties. A masterly combination of adequate pharmacokinetic properties with coronavirus protease activity as well as selectivity will provide strong drug candidates in future. Based on recent mechanistic and structural data on other viral proteases including HIV, we can anticipate or rather suggest to target the allosteric sites of coronavirus proteases as strategies-based drug discovery tool [92] . This effort may soon emerge as frontiers in SARS-CoV-2 Mpro and PLpro drug discovery to triumph the battle against COVID-19. SPCI, Structural and physico-chemical interpretation; WHO, World Health Organization. The authors have no conflict of interests. He has published more than ninety research articles in different reputed peer-reviewed journals and has filed two Indian patents.  An exquisite picture of the recent coronavirus protease inhibitors is provided.  Experimental screening approaches are also highlighted.  Challenges in the development of effective as well as drug like protease inhibitors is also discussed. Coronaviruses-drug discovery and therapeutic options A novel coronavirus from patients with pneumonia in China Structure of Mpro from COVID-19 virus and discovery of its inhibitors Hilgenfeld, R. α-Ketoamides as broadspectrum inhibitors of coronavirus and enterovirus replication: structure-based design, synthesis, and activity assessment Drug development and medicinal chemistry efforts toward SARS-coronavirus and Covid-19 therapeutics COVID-19: Drug targets and potential treatments Activity profiling and structures of inhibitor-bound SARS-CoV-2-PLpro protease provides a framework for anti-COVID-19 drug design Discovery of baicalin and baicalein as novel, natural product inhibitors of SARS-CoV-2 3CL protease in vitro Fight against novel coronavirus: A perspective of medicinal chemists Chemical-informatics approach to COVID-19 drug discovery: Monte Carlo based QSAR, virtual screening and molecular docking study of some in-house molecules as papain-like protease (PLpro) inhibitors World Health Organization. WHO Director-General's opening remarks at the media briefing on COVID-19-11 A search for medications to treat COVID-19 via in silico molecular docking models of the SARS-CoV-2 spike glycoprotein and 3CL protease Remdesivir and chloroquine effectively inhibit the recently emerged novel coronavirus (2019-nCoV) in vitro A trial of Lopinavir-Ritonavir in adults hospitalized with severe Covid-19 Effective Treatment of Severe COVID-19 Patients with Tocilizumab GC-376, and calpain inhibitors II, XII inhibit SARS-CoV-2 viral replication by targeting the viral main protease Recent discovery and development of inhibitors targeting coronaviruses Emerging coronaviruses: Genome structure, replication, and pathogenesis Structure of the RNA-dependent RNA polymerase from COVID-19 virus Structure-based design of antiviral drug candidates targeting the SARS-CoV-2 main protease Targeting the Dimerization of the Main Protease of Coronaviruses: A Potential Broad-Spectrum Therapeutic Strategy SARS-CoV-2 nsp13, nsp14, nsp15 and orf6 function as potent interferon antagonists Characterization and Noncovalent Inhibition of the Deubiquitinase and deISGylase Activity of SARS-CoV-2 Papain-Like Protease Crystal structure of SARS-CoV-2 main protease provides a basis for design of improved alpha-ketoamide inhibitors Molecular docking and dynamic simulations for antiviral compounds against SARS-CoV-2: A computational study An investigation into the identification of potential inhibitors of SARS-CoV-2 main protease using molecular docking study Identification of new anti-nCoV drug chemical compounds from Indian spices exploiting SARS-CoV-2 main protease as target Potential Inhibitors of Coronavirus 3-Chymotrypsin-Like Protease (3CLpro): An in-silico screening of Alkaloids and Terpenoids from African medicinal plants Understanding the binding affinity of noscapines with protease of SARS-CoV-2 for COVID-19 using MD simulations at different temperatures SARS coronavirus 8b reduces viral replication by down-regulating E via an ubiquitinindependent proteasome pathway Mechanisms and enzymes involved in SARS coronavirus genome expression Identification of potential binders of the main protease 3CLpro of the COVID-19 via structure-based ligand design and molecular modeling Structural insight into the viral 3Clike protease inhibitors: Comparative SAR/QSAR approaches Design of aminopeptidase N inhibitors as anti-cancer agents Chemical-informatics approach to COVID-19 drug discovery: Exploration of important fragments and data mining based prediction of some hits from natural origins as main protease (Mpro) inhibitors Exploring the structural aspects of ureido-amino acid-based APN inhibitors: a validated comparative multi-QSAR modelling study Papain-Like proteases as coronaviral drug targets: Current Inhibitors, opportunities, and limitations. Pharmaceuticals (Basel) Genomic characterization of a novel SARS-CoV-2 Computational screening of antagonists against the SARS-CoV-2 (COVID-19) coronavirus by molecular docking Network-based drug repurposing for novel coronavirus 2019-nCoV/SARS-CoV-2 Coronaviruses post-SARS: update on replication and pathogenesis Structural basis of receptor recognition by SARS-CoV-2 Structure of the SARS-CoV-2 spike receptor-binding domain bound to the ACE2 receptor Functional assessment of cell entry and receptor usage for SARS-CoV-2 and other lineage B betacoronaviruses The SARS-coronavirus papain-like protease: Structure, function and inhibition by designed antiviral compounds Virtual screening of approved drugs as potential SARS-CoV-2 main protease inhibitors Development of a simple, interpretable and easily transferable QSAR model for quick screening antiviral databases in search of novel 3C-like protease (3CLpro) enzyme inhibitors against SARS-CoV diseases An in silico approach for identification of novel inhibitors as potential therapeutics targeting COVID-19 main protease Repositioning of 8565 existing drugs for COVID-19 Computational determination of potential inhibitors of SARS-CoV-2 main protease Fast Identification of possible drug treatment of coronavirus disease-19 (COVID-19) through computational drug repurposing study Decoding SARS-CoV-2 transmission, evolution and ramification on COVID-19 diagnosis, vaccine, and medicine Using Integrated Computational Approaches to Identify Safe and Rapid Treatment for SARS -CoV-2 Statins and the COVID-19 main protease: in silico evidence on direct interaction Identification of bioactive molecules from Tea plant as SARS-CoV-2 main protease inhibitors In silico screening of natural compounds against COVID-19 by targeting Mpro and ACE2 using molecular docking Fragment tailoring strategy to design novel chemical entities as potential binders of novel corona virus main protease Glecaprevir and Maraviroc are high-affinity inhibitors of SARS-CoV-2 main protease: Possible therapeutic implication in COVID-19 therapy Unravelling lead antiviral phytochemicals for the inhibition of SARS-CoV-2 Mpro enzyme through in silico approach Potential anti-SARS-CoV-2 drug candidates identified through virtual screening of the ChEMBL database for compounds that target the main coronavirus protease. FEBS Openbio Potential inhibitors for novel coronavirus protease identified by virtual screening of 606 million compounds Prediction of novel inhibitors of the main protease (M-pro) of SARS-CoV-2 through consensus docking and drug reposition FDAapproved thiol-reacting drugs that potentially bind into the SARS-CoV-2 main protease, essential for viral replication Interaction of the prototypical α-ketoamide inhibitor with the SARS-CoV-2 main protease active site in silico: Molecular dynamic simulations highlight the stability of the ligandprotein complex Identification of potential molecules against COVID-19 main protease through structure-guided virtual screening approach Analysis of therapeutic targets for SARS-CoV-2 and discovery of potential drugs by computational methods Identifying potential treatments of COVID-19 from Traditional Chinese Medicine (TCM) by using a data-driven approach Molecular investigation of SARS-CoV-2 proteins and their interactions with antiviral drugs Fast identification of possible drug treatment of coronavirus disease -19 (COVID-19) through computational drug repurposing study Active constituents and mechanisms of Respiratory Detox Shot, a traditional Chinese medicine prescription, for COVID-19 control and prevention: Network-molecular docking-LC-MSE analysis Drug repurposing for coronavirus (COVID-19): in-silico screening of known drugs against coronavirus 3CL hydrolase and protease enzymes Ul-Haq, Z. Identification of Chymotrypsin-like Protease Inhibitors of SARS-CoV-2 Via Integrated Computational Approach Virtual screening and repurposing of FDA approved drugs against COVID-19 main protease Peptide-like and smallmolecule inhibitors against Covid-19 Prediction of the SARS-CoV-2 (2019-nCoV) 3C-like protease (3CL ) structure: virtual screening reveals velpatasvir, ledipasvir, and other drug repurposing candidates In silico screening of Chinese herbal medicines with the potential to directly inhibit 2019 novel coronavirus Structural basis of SARS-CoV-2 3CLpro and anti-COVID-19 drug discovery from medicinal plants In silico studies on therapeutic agents for COVID-19: Drug repurposing approach A search for medications to treat COVID-19 via in silico molecular docking models of the SARS-CoV-2 spike glycoprotein and 3CL protease Rapid Identification of Potential Inhibitors of SARS-CoV-2 Main Protease by Deep Docking of 1.3 Billion Compounds Identification of potential binders of the main protease 3CLpro of the COVID-19 via structure-based ligand design and molecular modeling Binding site analysis of potential protease inhibitors of COVID-19 using AutoDock. Virus Dis Andrographolide as a potential inhibitor of SARS-CoV-2 main protease: an in silico approach A Molecular Modeling Approach to Identify Effective Antiviral Phytochemicals against the Main Protease of SARS-CoV-2 Discovery of potent inhibitors for SARS-CoV-2's main protease by ligand-based/structure-based virtual screening, MD simulations, and binding energy calculations Roles of flavonoids against coronavirus infection A review of therapeutic agents and Chinese herbal medicines against SARS-COV-2 (COVID-19) Progress in Developing Inhibitors of SARS-CoV-2 3C-Like Protease The SARS-CoV-2 main protease as drug target Targeting proteases: successes, failures and future prospects Emerging principles in protease-based drug discovery The authors have no conflict of interests.