Virtual design and screening of new (+)-catechin derivates N- and/or S-heterocyclic fragment for anti-malarial and anti-SARS-CoV-2 activities by In silico simulation

Authors

  • Ahmed Said Mohamed Centre d’Étude et de Recherche de Djibouti, Institut de Recherche Médicinale, Route de l’aéroport, Djibouti.
  • Imane Yamari Laboratory Physical Chemistry of Materials, Faculty of Sciences Ben M’Sik, Hassan II University of Casablanca, B.P. 7955 Sidi Othmane, Casablanca, Morocco.
  • Nouh Mounadi Laboratory Physical Chemistry of Materials, Faculty of Sciences Ben M’Sik, Hassan II University of Casablanca, B.P. 7955 Sidi Othmane, Casablanca, Morocco.
  • Abdirahman Elmi Centre d’Étude et de Recherche de Djibouti, Institut de Recherche Médicinale, Route de l’aéroport, Djibouti.
  • Mohammed Bouachrine Bio Laboratory, Higher School of Technology Khenifra, Sultane Moulay Slimane University, Khenifra, Morocco.
  • Hanane Zaki Bio Laboratory, Higher School of Technology Khenifra, Sultane Moulay Slimane University, Khenifra, Morocco.
  • Samir Chtita Laboratory Physical Chemistry of Materials, Faculty of Sciences Ben M’Sik, Hassan II University of Casablanca, B.P. 7955 Sidi Othmane, Casablanca, Morocco.

Abstract

Hemisynthesis makes it possible to improve the activity or reduce the toxicity of a biocompound by modifying or adding peripheral groups. Catechin present in different plant species was known for its moderate anti-malarial and anti-SARS-CoV-2 activities. The aim of this work was focused on the identification of new compounds with potential anti-SARS-CoV-2 and/or anti-malarial activities, evaluated through In silico simulation. A polyphenol pharmacophore model, based on (+)-catechin (1) was virtually constructed using previously reported inhibitors. N- and/or S-heterocyclic fragments were inserted on the backbone of (+)-catechin and 12 pharmacophore hypotheses were studied. This study targeted 3 proteins biologically responsible for SARS-CoV-2 (PDB ID: 7JYC, 6M0J, and 6HZD) and one protein responsible for malaria (PDB ID: 3SRJ). Molecular docking had shown that the new catechin-aldehyde candidates have good Ligand-Protein affinity in terms of free energy compared to the study reference Narlaprevir and Artesunate for SARS-CoV-2 and malaria respectively. Theoretically, most compounds didn’t show toxicity except compounds 2a, 2i, and 2k, exhibiting hepatotoxic activity. Molecular dynamics was used to prove and assess their binding stability to the target protein for each activity. The 3SRJ-2f and 6HZD-2l structures were selected for anti-malarial and anti-SARS-CoV-2 activity respectively. The 3SRJ-2f and 6HZD-2l complexes showed stable interactions to 100 ns between the inhibitor fragments and the residual amino acids of the protein. To conclude, these novel compounds are probably to become promising lead molecules for the development of effective anti-SARS-CoV-2 and/or anti-malarial of all drugs.

Keywords: Catechin, Anti-malarial, Anti-SARS-CoV-2, Docking and Dynamic Molecular, ADMET Analysis.

Keywords:

Catechin, Anti-malarial, Anti-SARS-CoV-2, Docking and Dynamic Molecular, ADMET Analysis

DOI

https://doi.org/10.22270/jddt.v14i9.6762

Author Biographies

Ahmed Said Mohamed, Centre d’Étude et de Recherche de Djibouti, Institut de Recherche Médicinale, Route de l’aéroport, Djibouti.

Centre d’Étude et de Recherche de Djibouti, Institut de Recherche Médicinale, Route de l’aéroport, Djibouti.

Imane Yamari, Laboratory Physical Chemistry of Materials, Faculty of Sciences Ben M’Sik, Hassan II University of Casablanca, B.P. 7955 Sidi Othmane, Casablanca, Morocco.

Laboratory Physical Chemistry of Materials, Faculty of Sciences Ben M’Sik, Hassan II University of Casablanca, B.P. 7955 Sidi Othmane, Casablanca, Morocco.

Abdirahman Elmi, Centre d’Étude et de Recherche de Djibouti, Institut de Recherche Médicinale, Route de l’aéroport, Djibouti.

Centre d’Étude et de Recherche de Djibouti, Institut de Recherche Médicinale, Route de l’aéroport, Djibouti.

Mohammed Bouachrine, Bio Laboratory, Higher School of Technology Khenifra, Sultane Moulay Slimane University, Khenifra, Morocco.

Bio Laboratory, Higher School of Technology Khenifra, Sultane Moulay Slimane University, Khenifra, Morocco.

Hanane Zaki, Bio Laboratory, Higher School of Technology Khenifra, Sultane Moulay Slimane University, Khenifra, Morocco.

Bio Laboratory, Higher School of Technology Khenifra, Sultane Moulay Slimane University, Khenifra, Morocco.

Samir Chtita, Laboratory Physical Chemistry of Materials, Faculty of Sciences Ben M’Sik, Hassan II University of Casablanca, B.P. 7955 Sidi Othmane, Casablanca, Morocco.

Laboratory Physical Chemistry of Materials, Faculty of Sciences Ben M’Sik, Hassan II University of Casablanca, B.P. 7955 Sidi Othmane, Casablanca, Morocco.

References

Acharya PP, Genwali GR, Rajbhandari M. Isolation of Catechin from Acacia catechu Willdenow Estimation of Total Flavonoid Content in Camellia Sinensis Kuntze and Camellia Sinensis Kuntze Var. Assamica Collected from Different Geographical Region and Their Antioxidant Activities. Scientific World. 2013;11(11):32-36. https://doi.org/10.3126/sw.v11i11.8549

Elmi A, Spina R, Risler A, et al. Evaluation of Antioxidant and Antibacterial Activities, Cytotoxicity of Acacia seyal Del Bark Extracts and Isolated Compounds. Molecules. 2020;25(10):2392. https://doi.org/10.3390/molecules25102392 PMid:32455580 PMCid:PMC7288156

Grzesik M, Naparło K, Bartosz G, Sadowska-Bartosz I. Antioxidant properties of catechins: Comparison with other antioxidants. Food Chemistry. 2018;241:480-492. https://doi.org/10.1016/j.foodchem.2017.08.117 PMid:28958556

Higdon JV, Frei B. Tea Catechins and Polyphenols: Health Effects, Metabolism, and Antioxidant Functions. Critical Reviews in Food Science and Nutrition. 2003;43(1):89-143. https://doi.org/10.1080/10408690390826464 PMid:12587987

Nakao M, Takio S, Ono K. Alkyl peroxyl radical-scavenging activity of catechins. Phytochemistry. 1998;49(8):2379-2382. https://doi.org/10.1016/S0031-9422(98)00333-1 PMid:9887529

Shirakami Y, Shimizu M. Possible Mechanisms of Green Tea and Its Constituents against Cancer. Molecules. 2018;23(9):2284. https://doi.org/10.3390/molecules23092284 PMid:30205425 PMCid:PMC6225266

Zaveri NT. Green tea and its polyphenolic catechins: Medicinal uses in cancer and noncancer applications. Life Sciences. 2006;78(18):2073-2080. https://doi.org/10.1016/j.lfs.2005.12.006 PMid:16445946

Weyant MJ, Carothers AM, Dannenberg AJ, Bertagnolli MM. (+)-Catechin Inhibits Intestinal Tumor Formation and Suppresses Focal Adhesion Kinase Activation in the Min/+ Mouse1. Cancer Research. 2001;61(1):118-125.

Kemal T, Feyisa K, Bisrat D, Asres K. In Vivo Antimalarial Activity of the Leaf Extract of Osyris quadripartita Salzm. ex Decne and Its Major Compound (-) Catechin. Journal of Tropical Medicine. 2022;2022:e3391216. https://doi.org/10.1155/2022/3391216 PMid:36249737 PMCid:PMC9568338

Vyas VK, Bhati S, Patel S, Ghate M. Structure- and ligand-based drug design methods for the modeling of antimalarial agents: a review of updates from 2012 onwards. Journal of Biomolecular Structure and Dynamics. 2022;40(20):10481-10506. https://doi.org/10.1080/07391102.2021.1932598 PMid:34129805

Saleh Abu-Lafi, Mutaz Akkawi, Fuad Al-Rimawi, Qassem Abu-Remeleh, Pierre Lutgen. Morin, quercetin, catechin and quercitrin as novel natural antimalarial candidates. Pharm Pharmacol Int J. 2020;8(3):184-190. https://doi.org/10.15406/ppij.2020.08.00295

Moelyadi F, Utami PD, Dikman IM. Inhibitory Effect of Active Substances of Lollyfish (Holothuria atra) Against the Development of Plasmodium falciparum Based on In Silico Study. ILMU KELAUTAN: Indonesian Journal of Marine Sciences. 2020;25(4):135-142. https://doi.org/10.14710/ik.ijms.25.4.135-142

Abdulah R, Suradji EW, Subarnas A, et al. Catechin Isolated from Garcinia celebica Leaves Inhibit Plasmodium falciparum Growth through the Induction of Oxidative Stress. Pharmacogn Mag. 2017;13(Suppl 2):S301-S305. https://doi.org/10.4103/pm.pm_571_16 PMid:28808396 PMCid:PMC5538170

Chtita S, Fouedjou RT, Belaidi S, et al. In silico investigation of phytoconstituents from Cameroonian medicinal plants towards COVID-19 treatment. Struct Chem. 2022;33(5):1799-1813. https://doi.org/10.1007/s11224-022-01939-7 PMid:35505923 PMCid:PMC9051495

Jha RK, Khan RJ, Parthiban A, et al. Identifying the natural compound Catechin from tropical mangrove plants as a potential lead candidate against 3CLpro from SARS-CoV-2: An integrated in silico approach. Journal of Biomolecular Structure and Dynamics. 2022;40(24):13392-13411. https://doi.org/10.1080/07391102.2021.1988710 PMid:34644249

Ouassaf M, Belaidi S, Chtita S, Lanez T, Abul Qais F, Md Amiruddin H. Combined molecular docking and dynamics simulations studies of natural compounds as potent inhibitors against SARS-CoV-2 main protease. Journal of Biomolecular Structure and Dynamics. 2022;40(21):11264-11273. https://doi.org/10.1080/07391102.2021.1957712 PMid:34315340

Sannella AR, Messori L, Casini A, et al. Antimalarial properties of green tea. Biochemical and Biophysical Research Communications. 2007;353(1):177-181. https://doi.org/10.1016/j.bbrc.2006.12.005 PMid:17174271

Budiman I, Tjokropranoto R, Widowati W, Rahardja F, Maesaroh M, Fauziah N. Antioxidant and Anti-malarial Properties of Catechins. Journal of Advances in Medicine and Medical Research. Published online 2015:895-902. https://doi.org/10.9734/BJMMR/2015/11451 PMid:26099036

Cucinotta D, Vanelli M. WHO Declares COVID-19 a Pandemic. Acta Biomed. 2020;91(1):157-160. doi:10.23750/abm.v91i1.9397

Duzgun Z, Kural BV, Orem A, Yildiz I. In silico investigation of the interactions of certain drugs proposed for the treatment of Covid-19 with the paraoxonase-1. Journal of Biomolecular Structure and Dynamics. 2023;41(3):884-896. https://doi.org/10.1080/07391102.2021.2014971 PMid:34895069

de Oliveira OV, Cristina Andreazza Costa M, Marques da Costa R, Giordano Viegas R, Paluch AS, Miguel Castro Ferreira M. Traditional herbal compounds as candidates to inhibit the SARS-CoV-2 main protease: an in silico study. Journal of Biomolecular Structure and Dynamics. 2023;41(5):1603-1616. https://doi.org/10.1080/07391102.2021.2023646 PMid:36719113

Chtita S, Belhassan A, Bakhouch M, et al. QSAR study of unsymmetrical aromatic disulfides as potent avian SARS-CoV main protease inhibitors using quantum chemical descriptors and statistical methods. Chemometrics and Intelligent Laboratory Systems. 2021;210:104266. https://doi.org/10.1016/j.chemolab.2021.104266 PMid:33558778 PMCid:PMC7857023

Ngwa W, Kumar R, Thompson D, et al. Potential of Flavonoid-Inspired Phytomedicines against COVID-19. Molecules. 2020;25(11):2707. https://doi.org/10.3390/molecules25112707 PMid:32545268 PMCid:PMC7321405

Ansari WA, Khan MA, Rizvi F, et al. Computational Screening of Plant-Derived Natural Products against SARS-CoV-2 Variants. Future Pharmacology. 2022;2(4):558-578. https://doi.org/10.3390/futurepharmacol2040034

Diniz LRL, Elshabrawy HA, Souza MT de S, Duarte ABS, Datta S, de Sousa DP. Catechins: Therapeutic Perspectives in COVID-19-Associated Acute Kidney Injury. Molecules. 2021;26(19):5951. https://doi.org/10.3390/molecules26195951 PMid:34641495 PMCid:PMC8512361

Zhang Z, Zhang X, Bi K, et al. Potential protective mechanisms of green tea polyphenol EGCG against COVID-19. Trends in Food Science & Technology. 2021;114:11-24. https://doi.org/10.1016/j.tifs.2021.05.023 PMid:34054222 PMCid:PMC8146271

Mhatre S, Gurav N, Shah M, Patravale V. Entry-inhibitory role of catechins against SARS-CoV-2 and its UK variant. Computers in Biology and Medicine. 2021;135:104560. https://doi.org/10.1016/j.compbiomed.2021.104560 PMid:34147855 PMCid:PMC8189743

Shaik FB, Swarnalatha K, Mohan MC, et al. Novel antiviral effects of chloroquine, hydroxychloroquine, and green tea catechins against SARS CoV-2 main protease (Mpro) and 3C-like protease for COVID-19 treatment. Clinical Nutrition Open Science. 2022;42:62-72. https://doi.org/10.1016/j.nutos.2021.12.004 PMid:35106518 PMCid:PMC8795779

Andi B, Kumaran D, Kreitler DF, et al. Hepatitis C virus NS3/4A inhibitors and other drug-like compounds as covalent binders of SARS-CoV-2 main protease. Sci Rep. 2022;12(1):12197. https://doi.org/10.1038/s41598-022-15930-z PMid:35842458 PMCid:PMC9287821

Berman H, Henrick K, Nakamura H. Announcing the worldwide Protein Data Bank. Nat Struct Mol Biol. 2003;10(12):980-980. https://doi.org/10.1038/nsb1203-980 PMid:14634627

Van Lam van T, Ivanova T, Hardes K, et al. Design, Synthesis, and Characterization of Macrocyclic Inhibitors of the Proprotein Convertase Furin. ChemMedChem. 2019;14(6):673-685. https://doi.org/10.1002/cmdc.201800807 PMid:30680958

Lan J, Ge J, Yu J, et al. Structure of the SARS-CoV-2 spike receptor-binding domain bound to the ACE2 receptor. Nature. 2020;581(7807):215-220. https://doi.org/10.1038/s41586-020-2180-5 PMid:32225176

Vulliez-Le Normand B, Tonkin ML, Lamarque MH, et al. Structural and Functional Insights into the Malaria Parasite Moving Junction Complex. Phillips M, ed. PLoS Pathog. 2012;8(6):e1002755. https://doi.org/10.1371/journal.ppat.1002755 PMid:22737069 PMCid:PMC3380929

Kajiya K, Hojo H, Suzuki M, Nanjo F, Kumazawa S, Nakayama T. Relationship between Antibacterial Activity of (+)-Catechin Derivatives and Their Interaction with a Model Membrane. J Agric Food Chem. 2004;52(6):1514-1519. https://doi.org/10.1021/jf0350111 PMid:15030204

Trott O, Olson AJ. AutoDock Vina: improving the speed and accuracy of docking with a new scoring function, efficient optimization and multithreading. Journal of computational chemistry. 2010;31(2):455. https://doi.org/10.1002/jcc.21334 PMid:19499576 PMCid:PMC3041641

Trott O, Olson AJ. AutoDock Vina: Improving the speed and accuracy of docking with a new scoring function, efficient optimization, and multithreading. Journal of Computational Chemistry. Published online 2009:NA-NA. https://doi.org/10.1002/jcc.21334 PMid:19499576 PMCid:PMC3041641

Peixoto HM, Marchesini PB, de Oliveira MRF. Efficacy and safety of artesunate-mefloquine therapy for treating uncomplicated Plasmodium falciparum malaria: systematic review and meta-analysis. Transactions of The Royal Society of Tropical Medicine and Hygiene. Published online December 29, 2016. https://doi.org/10.1093/trstmh/trw077 PMid:28039388

ADT / AutoDockTools - AutoDock. Accessed September 18, 2021. http://autodock.scripps.edu/resources/adt

Hanwell MD, Curtis DE, Lonie DC, Vandermeerschd T, Zurek E, Hutchison GR. Avogadro: an advanced semantic chemical editor, visualization, and analysis platform. Journal of cheminformatics. 2012;4(1). https://doi.org/10.1186/1758-2946-4-17 PMid:22889332 PMCid:PMC3542060

"Free Download: BIOVIA Discovery Studio Visualizer - Dassault Systèmes." https://discover.3ds.com/discovery-studio-visualizer-download (accessed Jun. 13, 2021).

Ioakimidis L, Thoukydidis L, Mirza A, Naeem S, Reynisson J. Benchmarking the Reliability of QikProp. Correlation between Experimental and Predicted Values. QSAR & Combinatorial Science. 2008;27(4):445-456. https://doi.org/10.1002/qsar.200730051

Banerjee P, Eckert AO, Schrey AK, Preissner R. ProTox-II: a webserver for the prediction of toxicity of chemicals. Nucleic Acids Research. 2018;46(W1):W257-W263. https://doi.org/10.1093/nar/gky318 PMid:29718510 PMCid:PMC6031011

Roos K, Wu C, Damm W, et al. OPLS3e: Extending Force Field Coverage for Drug-Like Small Molecules. Journal of Chemical Theory and Computation. 2019;15(3):1863-1874. https://doi.org/10.1021/acs.jctc.8b01026 PMid:30768902

System, Maestro-Desmond Interoperability Tools, Schrödinger, New York, NY, 2021.

Ouassaf M, Belaidi S, Mogren Al Mogren M, Chtita S, Ullah Khan S, Thet Htar T. Combined docking methods and molecular dynamics to identify effective antiviral 2, 5-diaminobenzophenonederivatives against SARS-CoV-2. Journal of King Saud University - Science. 2021;33(2):101352. https://doi.org/10.1016/j.jksus.2021.101352 PMid:33558797 PMCid:PMC7857992

Nour H, Daoui O, Abchir O, ElKhattabi S, Belaidi S, Chtita S. Combined computational approaches for developing new anti-Alzheimer drug candidates: 3D-QSAR, molecular docking and molecular dynamics studies of liquiritigenin derivatives. Heliyon. 2022;8(12):e11991. https://doi.org/10.1016/j.heliyon.2022.e11991 PMid:36544815 PMCid:PMC9761610

Singh MB, Sharma R, Kumar D, et al. An understanding of coronavirus and exploring the molecular dynamics simulations to find promising candidates against the Mpro of nCoV to combat the COVID-19: A systematic review. Journal of Infection and Public Health. 2022;15(11):1326-1349. https://doi.org/10.1016/j.jiph.2022.10.013 PMid:36288640 PMCid:PMC9579205

Parrinello M, Rahman A. Polymorphic transitions in single crystals: A new molecular dynamics method. Journal of Applied Physics. 1981;52(12):7182-7190. https://doi.org/10.1063/1.328693

Ghosh R, Chakraborty A, Biswas A, Chowdhuri S. Evaluation of green tea polyphenols as novel corona virus (SARS CoV-2) main protease (Mpro) inhibitors - an in silico docking and molecular dynamics simulation study. J Biomol Struct Dyn. Published online June 22, 2020:1-13. https://doi.org/10.1080/07391102.2020.1779818 PMid:32568613 PMCid:PMC7332865

Ohishi T, Hishiki T, Baig MS, et al. Epigallocatechin gallate (EGCG) attenuates severe acute respiratory coronavirus disease 2 (SARS-CoV-2) infection by blocking the interaction of SARS-CoV-2 spike protein receptor-binding domain to human angiotensin-converting enzyme 2. PLOS ONE. 2022;17(7):e0271112. https://doi.org/10.1371/journal.pone.0271112 PMid:35830431 PMCid:PMC9278780

Chourasia M, Koppula PR, Battu A, Ouseph MM, Singh AK. EGCG, a Green Tea Catechin, as a Potential Therapeutic Agent for Symptomatic and Asymptomatic SARS-CoV-2 Infection. Molecules. 2021;26(5):1200. https://doi.org/10.3390/molecules26051200 PMid:33668085 PMCid:PMC7956763

Frengki F, Putra DP, Wahyuni FS, Khambri D, Vanda H, Sofia V. POTENTIAL ANTIVIRAL OF CATECHINS AND THEIR DERIVATIVES TO INHIBIT SARS-COV-2 RECEPTORS OF M pro PROTEIN AND SPIKE GLYCOPROTEIN IN COVID-19 THROUGH THE IN SILICO APPROACH. Jurnal Kedokteran Hewan - Indonesian Journal of Veterinary Sciences. 2020;14(3). https://doi.org/10.21157/j.ked.hewan.v14i3.16652

Mishra CB, Pandey P, Sharma RD, et al. Identifying the natural polyphenol catechin as a multi-targeted agent against SARS-CoV-2 for the plausible therapy of COVID-19: an integrated computational approach. Briefings in Bioinformatics. 2021;22(2):1346-1360. https://doi.org/10.1093/bib/bbaa378 PMid:33386025 PMCid:PMC7799228

Kashyap P, Thakur M, Singh N, et al. In Silico Evaluation of Natural Flavonoids as a Potential Inhibitor of Coronavirus Disease. Molecules. 2022;27(19):6374. https://doi.org/10.3390/molecules27196374 PMid:36234910 PMCid:PMC9572657

Elmi A, Sayem SAJ, Ahmed M, Abdoul-Latif F. NATURAL COMPOUNDS FROM DJIBOUTIAN MEDICINAL PLANTS AS INHIBITORS OF COVID-19 BY IN SILICO INVESTIGATIONS. International Journal of Current Pharmaceutical Research. Published online July 15, 2020:52-57. https://doi.org/10.22159/ijcpr.2020v12i4.39051

Jena AB, Kanungo N, Nayak V, Chainy GBN, Dandapat J. Catechin and curcumin interact with S protein of SARS-CoV2 and ACE2 of human cell membrane: insights from computational studies. Sci Rep. 2021;11(1):2043. https://doi.org/10.1038/s41598-021-81462-7 PMid:33479401 PMCid:PMC7820253

Martinez-Archundia M, Colin-Astudillo B, Gómez-Hernández L, Abarca-Rojano E, Correa-Basurto J. Docking analysis provide structural insights to design novel ligands that target PKM2 and HDC8 with potential use for cancer therapy. Molecular Simulation. 2019;45(9):685-693. https://doi.org/10.1080/08927022.2019.1579326

Bai Y, Ye F, Feng Y, et al. Structural basis for the inhibition of the SARS-CoV-2 main protease by the anti-HCV drug narlaprevir. Signal Transduction and Targeted Therapy. 2021;6(1):51. https://doi.org/10.1038/s41392-021-00468-9 PMid:33542181 PMCid:PMC7860160

Du L, He Y, Zhou Y, Liu S, Zheng BJ, Jiang S. The spike protein of SARS-CoV - a target for vaccine and therapeutic development. Nat Rev Microbiol. 2009;7(3):226-236. https://doi.org/10.1038/nrmicro2090 PMid:19198616 PMCid:PMC2750777

Moelyadi F, Utami PD, Dikman IM. Inhibitory Effect of Active Substances of Lollyfish (Holothuria atra) Against the Development of Plasmodium falciparum Based on In Silico Study. Indo J Mar Sci. 2020;25(4):135-142. https://doi.org/10.14710/ik.ijms.25.4.135-142

Sharma SK, Parasuraman P, Kumar G, Surolia N, Surolia A. Green Tea Catechins Potentiate Triclosan Binding to Enoyl-ACP Reductase from Plasmodium falciparum (PfENR). J Med Chem. 2007;50(4):765-775. https://doi.org/10.1021/jm061154d PMid:17263522

Tegar M, Purnomo H. Tea Leaves Extracted as Anti-Malaria based on Molecular Docking PLANTS. Procedia Environmental Sciences. 2013;17:188-194. https://doi.org/10.1016/j.proenv.2013.02.028

Pokharkar O, Lakshmanan H, Zyryanov G, Tsurkan M. In Silico Evaluation of Antifungal Compounds from Marine Sponges against COVID-19-Associated Mucormycosis. Marine Drugs. 2022;20(3):215. https://doi.org/10.3390/md20030215 PMid:35323514 PMCid:PMC8950821

Published

2024-09-15
Statistics
Abstract Display: 356
PDF Downloads: 382
PDF Downloads: 154

How to Cite

1.
Mohamed AS, Yamari I, Mounadi N, Elmi A, Bouachrine M, Zaki H, et al. Virtual design and screening of new (+)-catechin derivates N- and/or S-heterocyclic fragment for anti-malarial and anti-SARS-CoV-2 activities by In silico simulation. J. Drug Delivery Ther. [Internet]. 2024 Sep. 15 [cited 2025 Oct. 30];14(9):35-50. Available from: https://jddtonline.info/index.php/jddt/article/view/6762

How to Cite

1.
Mohamed AS, Yamari I, Mounadi N, Elmi A, Bouachrine M, Zaki H, et al. Virtual design and screening of new (+)-catechin derivates N- and/or S-heterocyclic fragment for anti-malarial and anti-SARS-CoV-2 activities by In silico simulation. J. Drug Delivery Ther. [Internet]. 2024 Sep. 15 [cited 2025 Oct. 30];14(9):35-50. Available from: https://jddtonline.info/index.php/jddt/article/view/6762