Exploring active compounds of kelor (Moringa oleifera Lam.) leaves as an alternative medicine to improve immunity in facing COVID-19 via in silico study

  • Agus Mohammad Hikam Faculty of Mathematics and Natural Sciences, Universitas Islam Malang, Malang, Indonesia
  • Nurul Jadid Mubarakati Faculty of Mathematics and Natural Sciences, Universitas Islam Malang, Malang, Indonesia
  • Rasyadan Taufiq Probojati Department of Agrotechnology, Faculty of Agriculture, Universitas Kadiri, Kediri, Indonesia
  • Muhammad Hermawan Widyananda Faculty of Mathematics and Natural Sciences, Universitas Brawijaya, Malang, Indonesia
  • Viol Dhea Kharisma Faculty of Mathematics and Natural Sciences, Universitas Brawijaya, Malang, Indonesia
  • Arif Nur Muhammad Ansori Faculty of Veterinary Medicine, Universitas Airlangga, Surabaya, Indonesia
Keywords: Antiviral, COVID-19, In Silico Analysis, M. Oleifera

Abstract

SARS-CoV-2 is a new strain of coronavirus (CoV) that was identified in Wuhan in 2019. This virus is known to have the ability to reduce human immunity. Kelor (Moringa oleifera) is a potential natural resource in Indonesia, which is very abundant and contains several metabolic compounds such as phenolics, flavonoids, saponins, cytokines, and caffeoylquinic acid, which was reported to show antioxidants, antibacterial and antiviral. This study aims to predict the biological activity, physicochemical properties, toxicity, and affinity-interactions of the active compounds of M. oleifera leave. The active compounds of M. oleifera were obtained from the KNApSAcK and PubChem. Analysis of the bioactivity of the compounds using the Way2Drug Pass Online. Analysis of drug-likeness and toxicity using the Lipinski web server and pkCSM. Docking is done using Autodock vina software to analyze the interaction of the compounds with Mpro. The results indicate that the compound astragalin is the compound with the highest affinity value, namely -8.7 (kcal/mol), compared to lopinavir as a control compound with an affinity value -6.6 (kcal/mol). The types of bonds in astragalin compounds are hydrogen bonds with amino acids Glutamine 127 and Arginine 298. From these results, it is predicted that astragalin compounds have the highest potential as alternative drugs to increase body immunity against the COVID-19.

Downloads

Download data is not yet available.

Author Biographies

Agus Mohammad Hikam, Faculty of Mathematics and Natural Sciences, Universitas Islam Malang, Malang, Indonesia

Faculty of Mathematics and Natural Sciences

Nurul Jadid Mubarakati, Faculty of Mathematics and Natural Sciences, Universitas Islam Malang, Malang, Indonesia

Faculty of Mathematics and Natural Sciences

Rasyadan Taufiq Probojati, Department of Agrotechnology, Faculty of Agriculture, Universitas Kadiri, Kediri, Indonesia

Department of Agrotechnology

Muhammad Hermawan Widyananda, Faculty of Mathematics and Natural Sciences, Universitas Brawijaya, Malang, Indonesia

Faculty of Mathematics and Natural Sciences

Viol Dhea Kharisma, Faculty of Mathematics and Natural Sciences, Universitas Brawijaya, Malang, Indonesia

Faculty of Mathematics and Natural Sciences

References

1. Ansori A.N.M., Kharishma V.D., Muttaqin S.S., Antonius Y., and Parikesit A.A. Genetic variant of SARS-CoV-2 isolates in Indonesia: Spike glycoprotein gene. J. Pure Appl Microbiol. 2020; 14:971-978.
2. Zhenming J., Xiaoyu D., Yechun X., Yongqiang D., Meiqin L., Yao Z., Bing Z., Xiaofeng L., Leike Z., Chao P., Yinkai D., Jing Y., Lin W., Kailin Y., Fengjiang L., Rendi J., Xinglou Y., Tian Y., Xiaoce L., Xiuna. Y., Fang B., Hong L., Xiang L., Guddat L.W., Wenqing X., Gengfu X., Chengfeng Q., Zhengli S., Hualiang J., Zihe R., and Haitao Y. Structure of Mpro from SARS-CoV-2 and discovery of its inhibitors. Nature. 2020; 582:289-296.
3. Zhang L., Lin D., Sun X., Curth U., Drosten C., Sauerhering L., Becker S., Rox K., and Hilgenfeld R. Crystal structure of SARS-CoV-2 main protease provides a basis for design of improved αketoamide inhibitors. Science. 2020; 368:409-12.
4. Ahmad J., Khan I., and Blundell R. Moringa oleifera and glycemic control: A review of current evidence and possible mechanisms, Phytother Res. 2019; 33:2841-2848.
5. Nworu, E.L., Esimone, C.O., Ezeifeka, C.S., Okoye, G.O. Extracts of Moringa oleifera Lam. showing inhibitory activity against early steps in the infectivity of HIV-1 lentiviral particles in a viral vector-based screening. Afr. J. Biotechnol. 2015; 12:4866–4873.
6. Goswami D., Mukherjee P.K., Kar A., Ojha D., Roy S., and Chattopadhyay D. Screening of ethnomedicinal plants of diverse culture for antiviral potentials. Indian J. Tradit. Knowl. 2016; 15:474–481.
7. Feustel S., Ayón-Pérez F., Sandoval-Rodriguez A., Rodríguez-Echevarría R., ContrerasSalinas H., Armendáriz-Borunda J., and Sánchez-Orozco L.V. Protective effects of Moringa oleifera on HBV genotypes C and H transiently transfected Huh7 cells, J. Immunol. Res. 2017; 1-9.
8. Imran I., Altaf I., Ashraf M., Javeed A., Munir N., and Bashir R. In Vitro evaluation of antiviral activity of leaf extracts of Azadirachta indica, Moringa oleifera, and Morus alba against the foot and mouth disease virus on BHK-21 cell line. Sci. Asia. 2016; 42:392–396.
9. Okwor E.C., Okoye J.O., and Onah D.N. Immunologic effects of Moringa oleifera methanolic leaf extract in chickens infected with Newcastle disease virus (kudu 113) strain. Afr. J. Pharm. Pharmacol. 2013; 7:2231–2237.
10. Biswas D., Nandy S., Mukherjee A., Pandey D.K., and Dey A. Moringa oleifera Lam. and derived phytochemicals as promising antiviral agents: A review. South African Journal of Botany, S. Afr. J. Bot. 2019; 129:272-282.
11. Lagunin A., Stepanchikova A., Filimonov D., and Poroikov V. PASS: Prediction of Activity Spectra for Biologically Active Substances, Bioinformatics. 2000; 16(8):747-748.
12. Lipinski C.A. Lead- and drug-like compounds: the rule-of-five revolution, Drug Discov. Today Technol. 2004; 1(4):337-341.
13. Douglas E.V.P., Tom L., Blundell., and David B.A. pkCSM: Predicting Small-Molecule Pharmacokinetic and Toxicity Properties Using Graph-Based Signatures, J. Med. Chem. 2015; 58:4066-4072.
14. Trott O., and Olson A.J. AutoDock Vina: improving the speed and accuracy of docking with a new scoring function, efficient optimization and multithreading, J. Coomput. Chem. 2010; 3:455-461.
15. DeLano, W. L. PyMOL. DeLano Scientific. San Carlos, CA. 2002; 700.
16. Miao H., Klein T., Kořil D., Mindek P., Schatz K., Gröller M.E., Kozlíková B., Isenberg T., and Viola I. Multiscale Molecular Visualization, J. Mol. Biol. 2018; 431(6):1049-1070.
17. Luqman A., Kharisma V.D., Ruiz R.A., and Götz F. In silico and in vitro study of trace amines (TA) and dopamine (DOP) interaction with human alpha1-adrenergic receptor and the bacterial adrenergic receptor QseC. Cell. Physiol, Biochem. 2020; 54:888–898.
18. Vikrant S., Samant L., Pawar S., Vaidya S., and Chowdhary A. In silico approach to combat HIV using phytoconstituents of Moringa oleifera Lam, J. Chem. Pharm. Res. 2015; 7(12):997-1021.
19. Athar M., Lone M.Y., and Jha P.C. First protein drug target’s appraisal of lead-likeness descriptors to unfold the intervening chemical space, J. Mol Graph Model. 2017; 72.272–282.
20. Kharisma V.D., Ansori A.N.M., Widyananda M.H., Utami S.L., and Nugraha A.P. Molecular Simulation: The Potency of Conserved Region on E6 HPV-16 as a Binding Target of Black Tea Compounds Against Cervical Cancer, Biochem. Cell. Arch. 2020; 20(1):2795-2802.
21. El-Din H.M.A., Loutfy S.A., Fathy N., Elberry, M.H., Mayla A.M., Kassem S., and Naqvi A. Molecular docking based screening of compounds against VP40 from Ebola virus, Bioinformation. 2016; 12(3):192-196.
22. Meng X.Y., Zhang H.X., Mezei M., and Cui M. Molecular docking: A powerful approach for structure-based drug discovery, Curr. Comput. Aided. Drug Des. 2011; 7(2):146-157.
23. Fu Y., Zhao J., and Chen Z., Insights into the molecular mechanisms of protein-ligand interactions by molecular docking and molecular dynamics simulation: A case of oligopeptide binding protein, Comput. Math. Methods Med. 2018; 1-12.
24. Ramírez D., and Caballero J. Is it reliable to use common molecular docking methods for comparing the binding affinities of enantiomer pairs for their protein target?, Int. J. Mol. Sci. 2016; 17(4):1-15.
Published
2021-11-03
How to Cite
Hikam, A. M., Mubarakati, N. J., Probojati, R. T., Widyananda, M. H., Kharisma, V. D., & Ansori, A. N. M. (2021). Exploring active compounds of kelor (Moringa oleifera Lam.) leaves as an alternative medicine to improve immunity in facing COVID-19 via in silico study . Genbinesia Journal of Biology, 1(1), 44-53. https://doi.org/10.55655/genbinesia.v1i1.7

Most read articles by the same author(s)