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In silico studies of anti-oxidative and hot temperament-based phytochemicals as natural inhibitors of SARS-CoV-2 Mpro

Naderi Beni et al., PLOS ONE, doi:10.1371/journal.pone.0295014
Nov 2023  
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Curcumin for COVID-19
15th treatment shown to reduce risk in February 2021, now with p = 0.0000000096 from 27 studies.
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5,100+ studies for 109 treatments. c19early.org
In Silico study showing potential benefits of the phytochemicals curcumin, savinin, and betulinic acid as an inhibitor of the SARS-CoV-2 main protease (Mpro). Molecular docking analysis revealed these hot temperament, antioxidant compounds bind strongly to both monomeric and dimeric forms of Mpro, with the higest predicted binding affinity for betulinic acid. MD simulations confirmed curcumin forms multiple hydrogen bonds with active site residues. MM-PBSA calculations also showed favorable binding free energy for the curcumin-Mpro complex. Additionally, ADMET analysis revealed curcumin satisfies criteria for drug-likeness. By targeting the viral protease, curcumin may inhibit SARS-CoV-2 replication.
48 preclinical studies support the efficacy of curcumin for COVID-19:
In Silico studies predict inhibition of SARS-CoV-2 with curcumin or metabolites via binding to the spikeA,5,10,12,18,21 (and specifically the receptor binding domainB,8,11,14), MproC,5,7,9-11,13,14,16,19,21,22,24,38, RNA-dependent RNA polymeraseD,11,20, ACE2E,12,13,15, nucleocapsidF,6,23, nsp10G,23, and helicaseH,27 proteins. In Vitro studies demonstrate inhibition of the spikeA,32 (and specifically the receptor binding domainB,41), MproC,17,32,38,40, ACE2E,41, and TMPRSS2I,41 proteins, and inhibition of spike-ACE2 interactionJ,25. In Vitro studies demonstrate efficacy in Calu-3K,39, A549L,32, 293TM,1, HEK293-hACE2N,17,30, 293T/hACE2/TMPRSS2O,31, Vero E6P,7,11,21,30,32,34,35,37,39, and SH-SY5YQ,29 cells. Curcumin is predicted to inhibit the interaction between the SARS-CoV-2 spike protein receptor binding domain and the human ACE2 receptor for the delta and omicron variants8, decreases pro-inflammatory cytokines induced by SARS-CoV-2 in peripheral blood mononuclear cells37, alleviates SARS-CoV-2 spike protein-induced mitochondrial membrane damage and oxidative stress1, may limit COVID-19 induced cardiac damage by inhibiting the NF-κB signaling pathway which mediates the profibrotic effects of the SARS-CoV-2 spike protein on cardiac fibroblasts42, and inhibits SARS-CoV-2 ORF3a ion channel activity, which contributes to viral pathogenicity and cytotoxicity33.
Naderi Beni et al., 30 Nov 2023, peer-reviewed, 4 authors. Contact: a.seyedarabi@ut.ac.ir, s.gharaghani@ut.ac.ir.
In Silico studies are an important part of preclinical research, however results may be very different in vivo.
This PaperCurcuminAll
In silico studies of anti-oxidative and hot temperament-based phytochemicals as natural inhibitors of SARS-CoV-2 Mpro
Ramin Naderi Beni, Parisa Elyasi-Ebli, Sajjad Gharaghani, Arefeh Seyedarabi
PLOS ONE, doi:10.1371/journal.pone.0295014
Main protease (M pro ) of SARS-CoV-2 is considered one of the key targets due to its role in viral replication. The use of traditional phytochemicals is an important part of complementary/alternative medicine, which also accompany the concept of temperament, where it has been shown that hot medicines cure cold and cold medicines cure hot, with cold and hot pattern being associated with oxidative and anti-oxidative properties in medicine, respectively. Molecular docking in this study has demonstrated that a number of anti-oxidative and hot temperament-based phytochemicals have high binding affinities to SARS-CoV-2 M pro , both in the monomeric and dimeric deposited states of the protein. The highest ranking phytochemicals identified in this study included savinin, betulinic acid and curcumin. Complexes of savinin, betulinic acid, curcumin as well as Nirmatrelvir (the only approved inhibitor, used for comparison) bound to SARS-CoV-2 M pro were further subjected to molecular dynamics simulations. Subsequently, RMSD, RMSF, Rg, number of hydrogen bonds, binding free energies and residue contributions (using MM-PBSA) and buried surface area (BSA), were analysed. The computational results suggested high binding affinities of savinin, betulinic acid and curcumin to both the monomeric and dimeric deposited states of M pro , while highlighting the lower binding energy of betulinic acid in comparison with savinin and curcumin and even Nirmatrelvir, leading to a greater stability of the betulinic acid-SARS-CoV-2 M pro complex. Overall, based on the increasing mutation rate in the spike protein and the fact that the SARS-CoV-2 M pro remains highly conserved, this study provides an insight into the use of phytochemicals against COVID-19 and other coronavirus diseases.
Richards and Lee method with a water probe size of 1.4 Å [63] . Subsequently, the BSA was calculated using the formula BSA = 0.5*(SASA ligand + SASA protein-SASA complex). Supporting information S1
References
Abraham, GROMACS: High performance molecular simulations through multi-level parallelism from laptops to supercomputers, SoftwareX
Afzali, The Relationship between the Severity of the COVID-19 Disease, Temperament and Psychological Factors, Iranian Journal of Psychiatry
Al-Khafaji, Al-Duhaidahawi, Tok, Using integrated computational approaches to identify safe and rapid treatment for SARS-CoV-2, Journal of Biomolecular Structure and Dynamics, doi:10.1080/07391102.2020.1764392
Alhadrami, Olive-derived triterpenes suppress SARS COV-2 main protease: a promising scaffold for future therapeutics, Molecules, doi:10.3390/molecules26092654
Anand, Coronavirus main proteinase (3CLpro) structure: basis for design of anti-SARS drugs, Science, doi:10.1126/science.1085658
Baker, Electrostatics of nanosystems: Application to microtubules and the ribosome, Proceedings of the National Academy of Sciences, doi:10.1073/pnas.181342398
Bazzano, Fruit and vegetable intake and risk of cardiovascular disease in US adults: the first National Health and Nutrition Examination Survey Epidemiologic Follow-up Study, The American journal of clinical nutrition, doi:10.1093/ajcn/76.1.93
Berendsen, Molecular dynamics with coupling to an external bath, The Journal of chemical physics
Callaway, The mutation that helps Delta spread like wildfire, Nature, doi:10.1038/d41586-021-02275-2
Cascella, Rajnik, Cuomo, Features, Evaluation, and Treatment of Coronavirus (COVID-19)
Chao, Effects of hot and cold foods on signals of heart rate variability and nail fold microcirculation of healthy young humans: a pilot study, Chinese Journal of Physiology
Dai, Structure-based design of antiviral drug candidates targeting the SARS-CoV-2 main protease, Science, doi:10.1126/science.abb4489
De Magalhães, A dynamic niching genetic algorithm strategy for docking highly flexible ligands, Information Sciences
Ebenezer, Shapi, Promising inhibitors against main protease of SARS CoV-2 from medicinal plants: In silico identification, Acta Pharmaceutica, doi:10.2478/acph-2022-0020
Farsani, Is the Iranian Traditional Medicine warm and cold temperament related to Basal Metabolic Rate and activity of the sympathetic-parasympathetic system? Study protocol, Journal of Diabetes & Metabolic Disorders
Guedes, New machine learning and physics-based scoring functions for drug discovery, Scientific reports
Hall, Jr, A search for medications to treat COVID-19 via in silico molecular docking models of the SARS-CoV-2 spike glycoprotein and 3CL protease, Travel medicine and infectious disease, doi:10.1016/j.tmaid.2020.101646
Haug, Arora, Matsui, A steepest-descent method for optimization of mechanical systems, Journal of Optimization Theory and Applications
Huang, Mackerell, CHARMM36 all-atom additive protein force field: Validation based on comparison to NMR data, Journal of computational chemistry, doi:10.1002/jcc.23354
Humphrey, Dalke, Schulten, VMD-Visual Molecular Dynamics, J. Molec. Graphics, doi:10.1016/0263-7855%2896%2900018-5
Jorgensen, Comparison of simple potential functions for simulating liquid water, The Journal of chemical physics
Kandeel, Al-Nazawi, Virtual screening and repurposing of FDA approved drugs against COVID-19 main protease, Life sciences, doi:10.1016/j.lfs.2020.117627
Kao, Effects of Ding-Chuan-Tang on bronchoconstriction and airway leucocyte infiltration in sensitized guinea pigs, Immunopharmacology and immunotoxicology, doi:10.1081/iph-120029949
Khailany, Safdar, Ozaslan, Genomic characterization of a novel SARS-CoV-2, Gene reports, doi:10.1016/j.genrep.2020.100682
Kumari, g_mmpbsa-A GROMACS tool for high-throughput MM-PBSA calculations, Journal of chemical information and modeling, doi:10.1021/ci500020m
Lee, Richards, The interpretation of protein structures: estimation of static accessibility, J Mol Biol, doi:10.1016/0022-2836%2871%2990324-x
Li, Anti-virus effect of traditional Chinese medicine Yi-Fu-Qing granule on acute respiratory tract infections, Bioscience trends
Lin, Differentiation of cold and heat patterns: ambiguities in diagnosis, Clinical Acupuncture and Oriental Medicine
Liu, The relationship between cold-hot nature and nutrient contents of foods, Nutrition & Dietetics
Lockbaum, Crystal Structure of SARS-CoV-2 Main Protease in Complex with the Non-Covalent Inhibitor ML188, Viruses, doi:10.3390/v13020174
Ma, Boceprevir, GC-376, and calpain inhibitors II, XII inhibit SARS-CoV-2 viral replication by targeting the viral main protease, Cell research, doi:10.1038/s41422-020-0356-z
Ma, Bridging the gap between traditional Chinese medicine and systems biology: the connection of Cold Syndrome and NEI network, Molecular BioSystems, doi:10.1039/b914024g
Mojahedi, Reliability and validity assessment of Mizaj questionnaire: a novel self-report scale in Iranian traditional medicine
Monica, Targeting SARS-CoV-2 main protease for treatment of COVID-19: covalent inhibitors structure-activity relationship insights and evolution perspectives, Journal of medicinal chemistry, doi:10.1021/acs.jmedchem.2c01005
Pant, Peptide-like and small-molecule inhibitors against Covid-19, Journal of Biomolecular Structure and Dynamics, doi:10.1080/07391102.2020.1757510
Park, The roles of phytochemicals in bronchial asthma, Molecules, doi:10.3390/molecules15106810
Parrinello, Rahman, Polymorphic transitions in single crystals: A new molecular dynamics method, Journal of Applied physics
Parvinroo, The effects of seeds with hot and cold temperaments on serum thyroid hormones, corticosterone and urine vanillylmandelic acid concentrations of healthy rats, Journal of Ethnopharmacology, doi:10.1016/j.jep.2014.08.026
Pettersen, UCSF Chimera-a visualization system for exploratory research and analysis, Journal of computational chemistry, doi:10.1002/jcc.20084
Ramphul, Mejias, Coronavirus disease: a review of a new threat to public health, Cureus, doi:10.7759/cureus.7276
Ren, The newly emerged SARS-like coronavirus HCoV-EMC also has an" Achilles' heel": current effective inhibitor targeting a 3C-like protease, Protein & cell, doi:10.1007/s13238-013-2841-3
Roodaki, Hot and cold: An old theory with modern applications, Trends in Pharmaceutical Sciences
Ryckaert, Ciccotti, Berendsen, Numerical integration of the cartesian equations of motion of a system with constraints: molecular dynamics of n-alkanes, Journal of computational physics
Ryu, Reliability and validity of a cold-heat pattern questionnaire for traditional Chinese medicine, The Journal of Alternative and Complementary Medicine, doi:10.1089/acm.2009.0331
Santos, Highly flexible ligand docking: Benchmarking of the DockThor program on the LEADS-PEP protein-peptide data set, Journal of Chemical Information and Modeling, doi:10.1021/acs.jcim.9b00905
Silvestrini, The dimer-monomer equilibrium of SARS-CoV-2 main protease is affected by small molecule inhibitors, Scientific Reports, doi:10.1038/s41598-021-88630-9
Ullrich, Nitsche, The SARS-CoV-2 main protease as drug target, Bioorganic & medicinal chemistry letters, doi:10.1016/j.bmcl.2020.127377
Vaidyanathan, News in focus, Nature
Vanommeslaeghe, Mackerell, Automation of the CHARMM General Force Field (CGenFF) I: bond perception and atom typing, Journal of chemical information and modeling
Vanommeslaeghe, Raman, Mackerell, Automation of the CHARMM General Force Field (CGenFF) II: assignment of bonded parameters and partial atomic charges, Journal of chemical information and modeling, doi:10.1021/ci3003649
Wallace, Laskowski, LIGPLOT: a program to generate schematic diagrams of protein-ligand interactions, Protein engineering, design and selection, doi:10.1093/protein/8.2.127
Wang, Fast identification of possible drug treatment of coronavirus disease-19 (COVID-19) through computational drug repurposing study, Journal of chemical information and modeling, doi:10.1021/acs.jcim.0c00179
Wang, Review of the 2019 novel coronavirus (SARS-CoV-2) based on current evidence, International journal of antimicrobial agents, doi:10.1016/j.ijantimicag.2020.105948
Wang, Structure of main protease from human coronavirus NL63: insights for wide spectrum anti-coronavirus drug design, Scientific reports, doi:10.1038/srep22677
Xiong, ADMETlab 2.0: an integrated online platform for accurate and comprehensive predictions of ADMET properties, Nucleic Acids Res, doi:10.1093/nar/gkab255
Xue, Structures of two coronavirus main proteases: implications for substrate binding and antiviral drug design, Journal of virology, doi:10.1128/JVI.02114-07
Yang, Design of wide-spectrum inhibitors targeting coronavirus main proteases, PLoS biology, doi:10.1371/journal.pbio.0030324
Yang, Evolutionary and Structural Insights about Potential SARS-CoV-2 Evasion of Nirmatrelvir, J. Med. Chem, doi:10.1021/acs.jmedchem.2c00404
Zhang, Crystal structure of SARS-CoV-2 main protease provides a basis for design of improved α-ketoamide inhibitors, Science
Zhang, HBD-2 binds SARS-CoV-2 RBD and blocks viral entry: Strategy to combat COVID-19, iScience, doi:10.1016/j.isci.2022.103856
Zhao, Crystal structure of SARS-CoV-2 main protease in complex with protease inhibitor PF-07321332, Protein & cell, doi:10.1007/s13238-021-00883-2
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Ramphul', 'year': '2020', 'journal-title': 'Cureus'}, { 'issue': '6', 'key': 'pone.0295014.ref003', 'doi-asserted-by': 'crossref', 'first-page': '105948', 'DOI': '10.1016/j.ijantimicag.2020.105948', 'article-title': 'Review of the 2019 novel coronavirus (SARS-CoV-2) based on current ' 'evidence', 'volume': '55', 'author': 'L. Wang', 'year': '2020', 'journal-title': 'International journal of antimicrobial agents'}, { 'key': 'pone.0295014.ref004', 'unstructured': 'Available from: https://www.worldometers.info/coronavirus/.'}, { 'key': 'pone.0295014.ref005', 'doi-asserted-by': 'crossref', 'first-page': '100682', 'DOI': '10.1016/j.genrep.2020.100682', 'article-title': 'Genomic characterization of a novel SARS-CoV-2', 'volume': '19', 'author': 'R.A. Khailany', 'year': '2020', 'journal-title': 'Gene reports'}, { 'issue': '9', 'key': 'pone.0295014.ref006', 'doi-asserted-by': 'crossref', 'first-page': '689', 'DOI': '10.1007/s13238-021-00883-2', 'article-title': 'Crystal structure of SARS-CoV-2 main protease in complex with protease ' 'inhibitor PF-07321332', 'volume': '13', 'author': 'Y. Zhao', 'year': '2022', 'journal-title': 'Protein & cell'}, { 'issue': '17', 'key': 'pone.0295014.ref007', 'doi-asserted-by': 'crossref', 'first-page': '127377', 'DOI': '10.1016/j.bmcl.2020.127377', 'article-title': 'The SARS-CoV-2 main protease as drug target', 'volume': '30', 'author': 'S. Ullrich', 'year': '2020', 'journal-title': 'Bioorganic & medicinal chemistry letters'}, { 'issue': '5626', 'key': 'pone.0295014.ref008', 'doi-asserted-by': 'crossref', 'first-page': '1763', 'DOI': '10.1126/science.1085658', 'article-title': 'Coronavirus main proteinase (3CLpro) structure: basis for design of ' 'anti-SARS drugs', 'volume': '300', 'author': 'K. Anand', 'year': '2003', 'journal-title': 'Science'}, { 'issue': '19', 'key': 'pone.0295014.ref009', 'doi-asserted-by': 'crossref', 'first-page': '12500', 'DOI': '10.1021/acs.jmedchem.2c01005', 'article-title': 'Targeting SARS-CoV-2 main protease for treatment of COVID-19: covalent ' 'inhibitors structure–activity relationship insights and evolution ' 'perspectives', 'volume': '65', 'author': 'G. La Monica', 'year': '2022', 'journal-title': 'Journal of medicinal chemistry'}, { 'issue': '7811', 'key': 'pone.0295014.ref010', 'doi-asserted-by': 'crossref', 'first-page': '289', 'DOI': '10.1038/s41586-020-2223-y', 'article-title': 'Structure of Mpro from SARS-CoV-2 and discovery of its inhibitors', 'volume': '582', 'author': 'Z. Jin', 'year': '2020', 'journal-title': 'Nature'}, { 'issue': '6489', 'key': 'pone.0295014.ref011', 'doi-asserted-by': 'crossref', 'first-page': '409', 'DOI': '10.1126/science.abb3405', 'article-title': 'Crystal structure of SARS-CoV-2 main protease provides a basis for ' 'design of improved α-ketoamide inhibitors', 'volume': '368', 'author': 'L. Zhang', 'year': '2020', 'journal-title': 'Science'}, { 'issue': '1', 'key': 'pone.0295014.ref012', 'doi-asserted-by': 'crossref', 'first-page': '9283', 'DOI': '10.1038/s41598-021-88630-9', 'article-title': 'The dimer-monomer equilibrium of SARS-CoV-2 main protease is affected ' 'by small molecule inhibitors', 'volume': '11', 'author': 'L. Silvestrini', 'year': '2021', 'journal-title': 'Scientific Reports'}, { 'issue': '1', 'key': 'pone.0295014.ref013', 'doi-asserted-by': 'crossref', 'first-page': '113', 'DOI': '10.1081/IPH-120029949', 'article-title': 'Effects of Ding‐Chuan‐Tang on bronchoconstriction and airway leucocyte ' 'infiltration in sensitized guinea pigs', 'volume': '26', 'author': 'S.T. Kao', 'year': '2004', 'journal-title': 'Immunopharmacology and immunotoxicology'}, { 'issue': '4', 'key': 'pone.0295014.ref014', 'first-page': '119', 'article-title': 'Anti-virus effect of traditional Chinese medicine Yi-Fu-Qing granule on ' 'acute respiratory tract infections', 'volume': '3', 'author': 'A. Li', 'year': '2009', 'journal-title': 'Bioscience trends'}, { 'issue': '10', 'key': 'pone.0295014.ref015', 'doi-asserted-by': 'crossref', 'first-page': '6810', 'DOI': '10.3390/molecules15106810', 'article-title': 'The roles of phytochemicals in bronchial asthma', 'volume': '15', 'author': 'H.S. Park', 'year': '2010', 'journal-title': 'Molecules'}, { 'issue': '1', 'key': 'pone.0295014.ref016', 'doi-asserted-by': 'crossref', 'first-page': '93', 'DOI': '10.1093/ajcn/76.1.93', 'article-title': 'Fruit and vegetable intake and risk of cardiovascular disease in US ' 'adults: the first National Health and Nutrition Examination Survey ' 'Epidemiologic Follow-up Study', 'volume': '76', 'author': 'L.A. Bazzano', 'year': '2002', 'journal-title': 'The American journal of clinical nutrition'}, { 'issue': '1', 'key': 'pone.0295014.ref017', 'article-title': 'Hot and cold: An old theory with modern applications', 'volume': '4', 'author': 'M. Roodaki', 'year': '2018', 'journal-title': 'Trends in Pharmaceutical Sciences'}, { 'key': 'pone.0295014.ref018', 'author': 'M. Mojahedi', 'year': '2014', 'journal-title': 'Reliability and validity assessment of Mizaj questionnaire: a novel ' 'self-report scale in Iranian traditional medicine'}, { 'key': 'pone.0295014.ref019', 'doi-asserted-by': 'crossref', 'first-page': '216', 'DOI': '10.1016/j.jep.2014.08.026', 'article-title': 'The effects of seeds with hot and cold temperaments on serum thyroid ' 'hormones, corticosterone and urine vanillylmandelic acid concentrations ' 'of healthy rats', 'volume': '156', 'author': 'S. Parvinroo', 'year': '2014', 'journal-title': 'Journal of Ethnopharmacology'}, { 'issue': '3', 'key': 'pone.0295014.ref020', 'doi-asserted-by': 'crossref', 'first-page': '145', 'DOI': '10.4077/CJP.2011.AMM045', 'article-title': 'Effects of hot and cold foods on signals of heart rate variability and ' 'nail fold microcirculation of healthy young humans: a pilot study', 'volume': '54', 'author': 'D.-P. Chao', 'year': '2011', 'journal-title': 'Chinese Journal of Physiology'}, { 'issue': '2', 'key': 'pone.0295014.ref021', 'doi-asserted-by': 'crossref', 'first-page': '102', 'DOI': '10.1054/caom.2001.0082', 'article-title': 'Differentiation of cold and heat patterns: ambiguities in diagnosis', 'volume': '2', 'author': 'Y.S. Lin', 'year': '2001', 'journal-title': 'Clinical Acupuncture and Oriental Medicine'}, { 'issue': '4', 'key': 'pone.0295014.ref022', 'doi-asserted-by': 'crossref', 'first-page': '613', 'DOI': '10.1039/b914024g', 'article-title': 'Bridging the gap between traditional Chinese medicine and systems ' 'biology: the connection of Cold Syndrome and NEI network', 'volume': '6', 'author': 'T. Ma', 'year': '2010', 'journal-title': 'Molecular BioSystems'}, { 'issue': '6', 'key': 'pone.0295014.ref023', 'doi-asserted-by': 'crossref', 'first-page': '663', 'DOI': '10.1089/acm.2009.0331', 'article-title': 'Reliability and validity of a cold–heat pattern questionnaire for ' 'traditional Chinese medicine', 'volume': '16', 'author': 'H. Ryu', 'year': '2010', 'journal-title': 'The Journal of Alternative and Complementary Medicine'}, { 'key': 'pone.0295014.ref024', 'first-page': '1', 'article-title': 'Is the Iranian Traditional Medicine warm and cold temperament related ' 'to Basal Metabolic Rate and activity of the sympathetic-parasympathetic ' 'system?', 'volume': '13', 'author': 'G.M. Farsani', 'year': '2014', 'journal-title': 'Study protocol. Journal of Diabetes & Metabolic Disorders'}, { 'issue': '1', 'key': 'pone.0295014.ref025', 'doi-asserted-by': 'crossref', 'first-page': '64', 'DOI': '10.1111/j.1747-0080.2011.01565.x', 'article-title': 'The relationship between cold‐hot nature and nutrient contents of ' 'foods.', 'volume': '69', 'author': 'C. Liu', 'year': '2012', 'journal-title': 'Nutrition & Dietetics'}, { 'issue': '4', 'key': 'pone.0295014.ref026', 'first-page': '462', 'article-title': 'The Relationship between the Severity of the COVID-19 ' 'DiseaseTemperament and Psychological Factors.', 'volume': '17', 'author': 'A. Afzali', 'year': '2022', 'journal-title': 'Iranian Journal of Psychiatry'}, { 'issue': '13', 'key': 'pone.0295014.ref027', 'doi-asserted-by': 'crossref', 'first-page': '8686', 'DOI': '10.1021/acs.jmedchem.2c00404', 'article-title': 'Evolutionary and Structural Insights about Potential SARS-CoV-2 Evasion ' 'of Nirmatrelvir', 'volume': '65', 'author': 'K.S. Yang', 'year': '2022', 'journal-title': 'J. Med. Chem.'}, { 'key': 'pone.0295014.ref028', 'doi-asserted-by': 'crossref', 'first-page': '101646', 'DOI': '10.1016/j.tmaid.2020.101646', 'article-title': 'A search for medications to treat COVID-19 via in silico molecular ' 'docking models of the SARS-CoV-2 spike glycoprotein and 3CL protease', 'volume': '35', 'author': 'D.C. Hall', 'year': '2020', 'journal-title': 'Travel medicine and infectious disease'}, { 'issue': '9', 'key': 'pone.0295014.ref029', 'first-page': '3387', 'article-title': 'Using integrated computational approaches to identify safe and rapid ' 'treatment for SARS-CoV-2', 'volume': '39', 'author': 'K. Al-Khafaji', 'year': '2021', 'journal-title': 'Journal of Biomolecular Structure and Dynamics'}, { 'issue': '8', 'key': 'pone.0295014.ref030', 'doi-asserted-by': 'crossref', 'first-page': '2904', 'DOI': '10.1080/07391102.2020.1757510', 'article-title': 'Peptide-like and small-molecule inhibitors against Covid-19', 'volume': '39', 'author': 'S. Pant', 'year': '2021', 'journal-title': 'Journal of Biomolecular Structure and Dynamics'}, { 'issue': '6', 'key': 'pone.0295014.ref031', 'doi-asserted-by': 'crossref', 'first-page': '3277', 'DOI': '10.1021/acs.jcim.0c00179', 'article-title': 'Fast identification of possible drug treatment of coronavirus ' 'disease-19 (COVID-19) through computational drug repurposing study', 'volume': '60', 'author': 'J. Wang', 'year': '2020', 'journal-title': 'Journal of chemical information and modeling'}, { 'key': 'pone.0295014.ref032', 'doi-asserted-by': 'crossref', 'first-page': '117627', 'DOI': '10.1016/j.lfs.2020.117627', 'article-title': 'Virtual screening and repurposing of FDA approved drugs against ' 'COVID-19 main protease', 'volume': '251', 'author': 'M. Kandeel', 'year': '2020', 'journal-title': 'Life sciences'}, { 'issue': '2', 'key': 'pone.0295014.ref033', 'doi-asserted-by': 'crossref', 'first-page': '159', 'DOI': '10.2478/acph-2022-0020', 'article-title': 'Promising inhibitors against main protease of SARS CoV-2 from medicinal ' 'plants: In silico identification', 'volume': '72', 'author': 'O. Ebenezer', 'year': '2022', 'journal-title': 'Acta Pharmaceutica'}, { 'issue': '9', 'key': 'pone.0295014.ref034', 'doi-asserted-by': 'crossref', 'first-page': '2654', 'DOI': '10.3390/molecules26092654', 'article-title': 'Olive-derived triterpenes suppress SARS COV-2 main protease: a ' 'promising scaffold for future therapeutics', 'volume': '26', 'author': 'H.A. Alhadrami', 'year': '2021', 'journal-title': 'Molecules'}, { 'issue': '2', 'key': 'pone.0295014.ref035', 'doi-asserted-by': 'crossref', 'first-page': '174', 'DOI': '10.3390/v13020174', 'article-title': 'Crystal Structure of SARS-CoV-2 Main Protease in Complex with the ' 'Non-Covalent Inhibitor ML188', 'volume': '13', 'author': 'G.J. Lockbaum', 'year': '2021', 'journal-title': 'Viruses'}, { 'issue': 'W1', 'key': 'pone.0295014.ref036', 'doi-asserted-by': 'crossref', 'first-page': 'W5', 'DOI': '10.1093/nar/gkab255', 'article-title': 'ADMETlab 2.0: an integrated online platform for accurate and ' 'comprehensive predictions of ADMET properties', 'volume': '49', 'author': 'G. Xiong', 'year': '2021', 'journal-title': 'Nucleic Acids Res.'}, { 'issue': '18', 'key': 'pone.0295014.ref037', 'doi-asserted-by': 'crossref', 'first-page': '10037', 'DOI': '10.1073/pnas.181342398', 'article-title': 'Electrostatics of nanosystems: Application to microtubules and the ' 'ribosome.', 'volume': '98', 'author': 'N. Baker', 'year': '2001', 'journal-title': 'Proceedings of the National Academy of Sciences'}, { 'issue': '7', 'key': 'pone.0295014.ref038', 'doi-asserted-by': 'crossref', 'first-page': '1951', 'DOI': '10.1021/ci500020m', 'article-title': 'g_mmpbsa—A GROMACS tool for high-throughput MM-PBSA calculations', 'volume': '54', 'author': 'R. Kumari', 'year': '2014', 'journal-title': 'Journal of chemical information and modeling'}, { 'issue': '3', 'key': 'pone.0295014.ref039', 'doi-asserted-by': 'crossref', 'first-page': '103856', 'DOI': '10.1016/j.isci.2022.103856', 'article-title': 'HBD-2 binds SARS-CoV-2 RBD and blocks viral entry: Strategy to combat ' 'COVID-19', 'volume': '25', 'author': 'L. Zhang', 'year': '2022', 'journal-title': 'iScience'}, { 'issue': '7873', 'key': 'pone.0295014.ref040', 'doi-asserted-by': 'crossref', 'first-page': '472', 'DOI': '10.1038/d41586-021-02275-2', 'article-title': 'The mutation that helps Delta spread like wildfire', 'volume': '596', 'author': 'E. Callaway', 'year': '2021', 'journal-title': 'Nature'}, { 'key': 'pone.0295014.ref041', 'first-page': '321', 'article-title': 'News in focus', 'volume': '593', 'author': 'G. Vaidyanathan', 'year': '2021', 'journal-title': '. Nature'}, { 'issue': '2', 'key': 'pone.0295014.ref042', 'doi-asserted-by': 'crossref', 'first-page': '127', 'DOI': '10.1093/protein/8.2.127', 'article-title': 'LIGPLOT: a program to generate schematic diagrams of protein-ligand ' 'interactions', 'volume': '8', 'author': 'A.C. Wallace', 'year': '1995', 'journal-title': 'Protein engineering, design and selection'}, { 'issue': '1', 'key': 'pone.0295014.ref043', 'doi-asserted-by': 'crossref', 'first-page': '1', 'DOI': '10.1038/s41598-021-82410-1', 'article-title': 'New machine learning and physics-based scoring functions for drug ' 'discovery', 'volume': '11', 'author': 'I.A. Guedes', 'year': '2021', 'journal-title': 'Scientific reports'}, { 'issue': '2', 'key': 'pone.0295014.ref044', 'doi-asserted-by': 'crossref', 'first-page': '667', 'DOI': '10.1021/acs.jcim.9b00905', 'article-title': 'Highly flexible ligand docking: Benchmarking of the DockThor program on ' 'the LEADS-PEP protein–peptide data set', 'volume': '60', 'author': 'K.B. Santos', 'year': '2020', 'journal-title': 'Journal of Chemical Information and Modeling'}, { 'key': 'pone.0295014.ref045', 'doi-asserted-by': 'crossref', 'first-page': '206', 'DOI': '10.1016/j.ins.2014.08.002', 'article-title': 'A dynamic niching genetic algorithm strategy for docking highly ' 'flexible ligands', 'volume': '289', 'author': 'C.S. de Magalhães', 'year': '2014', 'journal-title': 'Information Sciences'}, { 'issue': '10', 'key': 'pone.0295014.ref046', 'doi-asserted-by': 'crossref', 'first-page': 'e324', 'DOI': '10.1371/journal.pbio.0030324', 'article-title': 'Design of wide-spectrum inhibitors targeting coronavirus main proteases', 'volume': '3', 'author': 'H. Yang', 'year': '2005', 'journal-title': 'PLoS biology'}, { 'issue': '5', 'key': 'pone.0295014.ref047', 'doi-asserted-by': 'crossref', 'first-page': '2515', 'DOI': '10.1128/JVI.02114-07', 'article-title': 'Structures of two coronavirus main proteases: implications for ' 'substrate binding and antiviral drug design', 'volume': '82', 'author': 'X. Xue', 'year': '2008', 'journal-title': 'Journal of virology'}, { 'issue': '4', 'key': 'pone.0295014.ref048', 'doi-asserted-by': 'crossref', 'first-page': '248', 'DOI': '10.1007/s13238-013-2841-3', 'article-title': 'The newly emerged SARS-like coronavirus HCoV-EMC also has an" Achilles’ ' 'heel": current effective inhibitor targeting a 3C-like protease', 'volume': '4', 'author': 'Z. Ren', 'year': '2013', 'journal-title': '. Protein & cell'}, { 'issue': '1', 'key': 'pone.0295014.ref049', 'doi-asserted-by': 'crossref', 'first-page': '22677', 'DOI': '10.1038/srep22677', 'article-title': 'Structure of main protease from human coronavirus NL63: insights for ' 'wide spectrum anti-coronavirus drug design', 'volume': '6', 'author': 'F. Wang', 'year': '2016', 'journal-title': 'Scientific reports'}, { 'issue': '8', 'key': 'pone.0295014.ref050', 'doi-asserted-by': 'crossref', 'first-page': '678', 'DOI': '10.1038/s41422-020-0356-z', 'article-title': 'Boceprevir, GC-376, and calpain inhibitors II, XII inhibit SARS-CoV-2 ' 'viral replication by targeting the viral main protease', 'volume': '30', 'author': 'C. Ma', 'year': '2020', 'journal-title': 'Cell research'}, { 'issue': '6497', 'key': 'pone.0295014.ref051', 'doi-asserted-by': 'crossref', 'first-page': '1331', 'DOI': '10.1126/science.abb4489', 'article-title': 'Structure-based design of antiviral drug candidates targeting the ' 'SARS-CoV-2 main protease', 'volume': '368', 'author': 'W. Dai', 'year': '2020', 'journal-title': 'Science'}, { 'issue': '13', 'key': 'pone.0295014.ref052', 'doi-asserted-by': 'crossref', 'first-page': '1605', 'DOI': '10.1002/jcc.20084', 'article-title': 'UCSF Chimera—a visualization system for exploratory research and ' 'analysis', 'volume': '25', 'author': 'E.F. Pettersen', 'year': '2004', 'journal-title': 'Journal of computational chemistry'}, { 'key': 'pone.0295014.ref053', 'doi-asserted-by': 'crossref', 'first-page': '19', 'DOI': '10.1016/j.softx.2015.06.001', 'article-title': 'GROMACS: High performance molecular simulations through multi-level ' 'parallelism from laptops to supercomputers', 'volume': '1', 'author': 'M.J. Abraham', 'year': '2015', 'journal-title': 'SoftwareX'}, { 'issue': '25', 'key': 'pone.0295014.ref054', 'doi-asserted-by': 'crossref', 'first-page': '2135', 'DOI': '10.1002/jcc.23354', 'article-title': 'CHARMM36 all‐atom additive protein force field: Validation based on ' 'comparison to NMR data', 'volume': '34', 'author': 'J. Huang', 'year': '2013', 'journal-title': 'Journal of computational chemistry'}, { 'issue': '12', 'key': 'pone.0295014.ref055', 'first-page': '3144', 'volume': '52', 'author': 'K. Vanommeslaeghe', 'year': '2012', 'journal-title': 'Automation of the CHARMM General Force Field (CGenFF) I: bond ' 'perception and atom typing. Journal of chemical information and ' 'modeling'}, { 'issue': '12', 'key': 'pone.0295014.ref056', 'doi-asserted-by': 'crossref', 'first-page': '3155', 'DOI': '10.1021/ci3003649', 'article-title': 'Automation of the CHARMM General Force Field (CGenFF) II: assignment of ' 'bonded parameters and partial atomic charges', 'volume': '52', 'author': 'K. Vanommeslaeghe', 'year': '2012', 'journal-title': 'Journal of chemical information and modeling'}, { 'issue': '2', 'key': 'pone.0295014.ref057', 'doi-asserted-by': 'crossref', 'first-page': '926', 'DOI': '10.1063/1.445869', 'article-title': 'Comparison of simple potential functions for simulating liquid water', 'volume': '79', 'author': 'W.L. Jorgensen', 'year': '1983', 'journal-title': 'The Journal of chemical physics'}, { 'key': 'pone.0295014.ref058', 'doi-asserted-by': 'crossref', 'first-page': '401', 'DOI': '10.1007/BF00941484', 'article-title': 'A steepest-descent method for optimization of mechanical systems', 'volume': '19', 'author': 'E. Haug', 'year': '1976', 'journal-title': 'Journal of Optimization Theory and Applications'}, { 'issue': '8', 'key': 'pone.0295014.ref059', 'doi-asserted-by': 'crossref', 'first-page': '3684', 'DOI': '10.1063/1.448118', 'article-title': 'Molecular dynamics with coupling to an external bath', 'volume': '81', 'author': 'H.J. Berendsen', 'year': '1984', 'journal-title': 'The Journal of chemical physics'}, { 'issue': '12', 'key': 'pone.0295014.ref060', 'doi-asserted-by': 'crossref', 'first-page': '7182', 'DOI': '10.1063/1.328693', 'article-title': 'Polymorphic transitions in single crystals: A new molecular dynamics ' 'method', 'volume': '52', 'author': 'M. Parrinello', 'year': '1981', 'journal-title': 'Journal of Applied physics'}, { 'issue': '3', 'key': 'pone.0295014.ref061', 'doi-asserted-by': 'crossref', 'first-page': '327', 'DOI': '10.1016/0021-9991(77)90098-5', 'article-title': 'Numerical integration of the cartesian equations of motion of a system ' 'with constraints: molecular dynamics of n-alkanes', 'volume': '23', 'author': 'J.-P. Ryckaert', 'year': '1977', 'journal-title': 'Journal of computational physics'}, { 'key': 'pone.0295014.ref062', 'doi-asserted-by': 'crossref', 'first-page': '33', 'DOI': '10.1016/0263-7855(96)00018-5', 'article-title': 'VMD—Visual Molecular Dynamics', 'volume': '14', 'author': 'W. Humphrey', 'year': '1996', 'journal-title': 'J. Molec. Graphics'}, { 'issue': '3', 'key': 'pone.0295014.ref063', 'doi-asserted-by': 'crossref', 'first-page': '379', 'DOI': '10.1016/0022-2836(71)90324-X', 'article-title': 'The interpretation of protein structures: estimation of static ' 'accessibility', 'volume': '55', 'author': 'B. Lee', 'year': '1971', 'journal-title': 'J Mol Biol.'}], 'container-title': 'PLOS ONE', 'original-title': [], 'language': 'en', 'link': [ { 'URL': 'https://dx.plos.org/10.1371/journal.pone.0295014', 'content-type': 'unspecified', 'content-version': 'vor', 'intended-application': 'similarity-checking'}], 'deposited': { 'date-parts': [[2023, 11, 30]], 'date-time': '2023-11-30T18:55:24Z', 'timestamp': 1701370524000}, 'score': 1, 'resource': {'primary': {'URL': 'https://dx.plos.org/10.1371/journal.pone.0295014'}}, 'subtitle': [], 'editor': [{'given': 'Ahmed A.', 'family': 'Al-Karmalawy', 'sequence': 'first', 'affiliation': []}], 'short-title': [], 'issued': {'date-parts': [[2023, 11, 30]]}, 'references-count': 63, 'journal-issue': {'issue': '11', 'published-online': {'date-parts': [[2023, 11, 30]]}}, 'URL': 'http://dx.doi.org/10.1371/journal.pone.0295014', 'relation': {}, 'ISSN': ['1932-6203'], 'subject': ['Multidisciplinary'], 'container-title-short': 'PLoS ONE', 'published': {'date-parts': [[2023, 11, 30]]}}
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