Tag Archives: molecular docking

Polyether ionophores as potential antimalarial

J. Pharm. Pharmacogn. Res., vol. 10, no. 6, pp. 1139-1148, November-December 2022.

DOI: https://doi.org/10.56499/jppres22.1478_10.6.1139

Original Article

Potential of polyether ionophore compounds as antimalarials through inhibition on Plasmodium falciparum glutathione S-transferase by molecular docking studies

[Potencial de los compuestos ionóforos de poliéter como antimaláricos mediante la inhibición de glutatión S-transferasa de Plasmodium falciparum a través de estudios de acoplamiento molecular]

Alfian Wika Cahyono1,2, Icha Farihah Deniyati Faratisha1, Nabila Erina Erwan1,3, Rivo Yudhinata Brian Nugraha1,4, Ajeng Maharani Putri1,3, Loeki Enggar Fitri1,4*

1Malaria Research Group, Faculty of Medicine, Universitas Brawijaya, Malang, East Java, 65145, Indonesia.

2Doctoral Program in Medical Science, Faculty of Medicine, Universitas Brawijaya, Malang, East Java, 65145, Indonesia.

3Master Program in Biomedical Science, Faculty of Medicine, Universitas Brawijaya, Malang, East Java, 65145, Indonesia.

4Department of Parasitology, Faculty of Medicine, Universitas Brawijaya, Malang, East Java, 65145, Indonesia.

*E-mail: lukief@ub.ac.id

Abstract

Context: Malaria is still a serious global health problem due to the development of drug resistance. It is necessary to find new drugs with renewable mechanisms that are effective in killing parasites. Our previous research has analyzed more than one compound of polyether ionophore group in ethyl acetate Streptomyces hygroscopicus subsp. hygroscopicus extract. Polyether ionophore is known to have a similar mechanism of action to chloroquine which is potent in inhibiting Plasmodium falciparum glutathione S-transferase (PfGST).

Aims: To evaluate the potential effect of polyether ionophore toward PfGST as a target protein through molecular docking.

Methods: PfGST was obtained from Protein Data Bank. Test ligands (polyether ionophore) and control ligands (chloroquine) were obtained from PubChem. Pharmacokinetic analysis was done using SwissADME, molecular docking using PyRx 0.9, visualization using LigPlot and PyMOL, and molecular dynamics using YASARA for the best ligand activity.

Results: Lenoremycin had the highest binding affinity to PfGST (-8.53 kcal/mol) among other polyether ionophores, and nigericin had the best residue bonding with hydrophobic and hydrogen with a binding affinity of -8.25 kcal/mol compared to chloroquine complex in molecular docking and molecular dynamic simulation.

Conclusions: Polyether ionophore could serve as an antimalarial agent better than chloroquine, with nigericin as the best compound candidate in inhibiting PfGST compared to other polyether ionophores.

Keywords: malaria; molecular docking; PfGST; polyether ionophore; Streptomyces hygroscopicus.

jppres_pdf_free

Resumen

Contexto: La malaria sigue siendo un grave problema sanitario mundial debido al desarrollo de resistencia a los fármacos. Es necesario encontrar nuevos fármacos con mecanismos renovables que sean eficaces para matar a los parásitos. Nuestra investigación anterior ha analizado más de un compuesto del grupo ionóforo poliéter en el extracto de acetato de etilo de Streptomyces hygroscopicus subsp. hygroscopicus. Se sabe que el poliéter ionóforo tiene un mecanismo de acción similar al de la cloroquina, que es potente inhibidor de la gutatión S-transferasa de Plasmodiun falciparum (PfGST).

Objetivos: Evaluar el efecto potencial del poliéter ionóforo hacia la PfGST como proteína diana a través del acoplamiento molecular.

Métodos: PfGST se obtuvo del Banco de Datos de Proteínas. Los ligandos de prueba (poliéter ionóforo) y los ligandos de control (cloroquina) se obtuvieron de PubChem. El análisis farmacocinético se realizó con SwissADME, el docking molecular con PyRx 0.9, la visualización con LigPlot y PyMOL, y la dinámica molecular con YASARA para la mejor actividad del ligando.

Resultados: La lenoremycina tuvo la mayor afinidad de unión a PfGST (-8,53 kcal/mol) entre otros poliéteres ionóforos, y la nigericina tuvo la mejor unión de residuos con hidrófobos e hidrógenos con una afinidad de unión de -8,25 kcal/mol en comparación con el complejo de cloroquina en el docking molecular y la simulación dinámica molecular.

Conclusiones: El ionóforo poliéter podría servir como agente antimalárico mejor que la cloroquina, siendo la nigericina el mejor candidato para inhibir el PfGST en comparación con otros ionóforos poliéter.

Palabras Clave: acoplamiento molecular; ionóforo poliéter; malaria; PfGST; Streptomyces hygroscopicus.

jppres_pdf_free
Citation Format: Cahyono AW, Faratisha IFD, Erwan NE, Nugraha RYB, Putri AM, Fitri LE (2022) Potential of polyether ionophore compounds as antimalarials through inhibition on Plasmodium falciparum glutathione S-transferase by molecular docking studies. J Pharm Pharmacogn Res 10(6): 1139–1148. https://doi.org/10.56499/jppres22.1478_10.6.1139
References

Abkar AH, Djati MS, Widodo W (2021) In silico study to predict the potential of beta asarone, methyl piperonylketone, coumaric acid in Piper crocatum as anticancer agents. J Exp Life Sci 11: 89–99. https://doi.org/10.21776/ub.jels.2021.011.03.04

Adovelande J, Schrével J (1996) Carboxylic ionophores in malaria chemotherapy: The effects of monensin and nigericin on Plasmodium falciparum in vitro and Plasmodium vinckei petteri in vivo. Life Sci 59: 309-315. https://doi.org/10.1016/s0024-3205(96)00514-0

Fitri LE, Alkarimah A, Cahyono AW, Lady WN, Endharti AT, Nugraha RYB (2019) Effect of metabolite extract of Streptomyces hygroscopicus subsp. hygroscopicus on Plasmodium falciparum 3D7 in vitro. Iran J Parasitol 14: 444–452.

Gumila C, Ancelin ML, Delort AM, Jeminet G, Vial HJ (1997) Characterization of the potent in vitro and in vivo antimalarial activities of ionophore compounds. Antimicrob Agents Chemother 41: 523–529. https://doi.org/10.1128/AAC.41.3.523

Hartuti ED, Inaoka DK, Komatsuya K, Miyazaki Y, Miller RJ, Xinying W, Sadikin M, Prabandari EE, Waluyo D, Kuroda M, Amalia E, Matsuo Y, Nugroho NB, Saimoto H, Pramisandi A, Watanabe YI, Mori M, Shiomi K, Balogun EO, Shiba T, Harada S, Nozaki T, Kita K (2018) Biochemical studies of membrane bound Plasmodium falciparum mitochondrial L-malate:quinone oxidoreductase, a potential drug target. Biochim Biophys Acta Bioenerg 1859: 191–200. https://doi.org/10.1016/j.bbabio.2017.12.004

Harwaldt P, Rahlfs S, Becker K (2002) Glutathione S-transferase of the malarial parasite Plasmodium falciparum: Characterization of a potential drug target. Biol Chem 383: 821–830. https://doi.org/10.1515/BC.2002.086

Hiller N, Fritz-Wolf K, Deponte M, Wende W, Zimmermann H, Becker K (2006) Plasmodium falciparum glutathione S-transferase–structural and mechanistic studies on ligand binding and enzyme inhibition. Protein Sci 15: 281–289. https://doi.org/10.1110/ps.051891106

Huczyński A (2012) Polyether ionophores—promising bioactive molecules for cancer therapy. Bioorg Med Chem Lett 22: 7002–7010. https://doi.org/10.1016/j.bmcl.2012.09.046

Kevin II DA, Meujo DA, Hamann MT (2009) Polyether ionophores: Broad-spectrum and promising biologically active molecules for the control of drug-resistant bacteria and parasites. Expert Opin Drug Discov 4: 109–146. https://doi.org/10.1517/17460440802661443

Liebau E, Bergmann B, Campbell AM, Teesdale-Spittle P, Brophy PM, Lüersen K, Walter RD (2002) The glutathione S-transferase from Plasmodium falciparum. Mol Biochem Parasitol 124: 85–90. https://doi.org/10.1016/s0166-6851(02)00160-3

Na M, Meujo DAF, Kevin D, Hamann MT, Anderson M, Hill RT (2008) A new antimalarial polyether from a marine Streptomyces sp. H668. Tetrahedron Lett 49: 6282–6285. https://doi.org/10.1016/j.tetlet.2008.08.052

Novilla MN, McClary D, Laudert SB (2017) Chapter 29 – Ionophores, in: Gupta, R.C. (Ed.), Reproductive and Developmental Toxicology (2th Edition). Academic Press, pp. 503–518. https://doi.org/10.1016/B978-0-12-804239-7.00029-9

Otoguro K, Kohana A, Manabe C, Ishiyama A, Ui H, Shiomi K, Yamada H, Omura S (2001) Potent antimalarial activities of polyether antibiotic, X-206. J Antibiot (Tokyo) 54: 658–663. https://doi.org/10.7164/antibiotics.54.658

Perbandt M, Eberle R, Fischer-Riepe L, Cang H, Liebau E, Betzel C (2015) High resolution structures of Plasmodium falciparum GST complexes provide novel insights into the dimer–tetramer transition and a novel ligand-binding site. J Struct Biol 191: 365–375. https://doi.org/10.1016/j.jsb.2015.06.008

PubChem (2008) Sodium carriomycin. Available: https://pubchem.ncbi.nlm.nih.gov/compound/23698022 [Accessed 24 August 2021].

PubChem (2007) Septamycin sodium salt. Available: https://pubchem.ncbi.nlm.nih.gov/compound/23693333 [Accessed 24 August 2021].

PubChem (2006) Lenoremycin. Available: https://pubchem.ncbi.nlm.nih.gov/compound/6441669 [Accessed 24 August 2021].

PubChem (2005a) Nigericin. Available: https://pubchem.ncbi.nlm.nih.gov/compound/34230 [Accessed 24 August 2021].

PubChem (2005b) Dianemycin. Available: https://pubchem.ncbi.nlm.nih.gov/compound/5475287 [Accessed 24 August 2021].

PubChem (2005c) Etheromycin. Available: https://pubchem.ncbi.nlm.nih.gov/compound/3042207 [Accessed 24 August 2021].

Rajendran V, Rohra S, Raza M, Hasan GM, Dutt S, Ghosh PC (2015) Stearylamine liposomal delivery of monensin in combination with free artemisinin eliminates blood stages of Plasmodium falciparum in culture and P. berghei infection in murine malaria. Antimicrob Agents Chemother 60: 1304–1318. https://doi.org/10.1128/AAC.01796-15

Raphemot R, Posfai D, Derbyshire ER (2016) Current therapies and future possibilities for drug development against liver-stage malaria. J Clin Invest 126: 2013–2020. https://doi.org/10.1172/JCI82981

Rivo YB, Alkarimah A, Ramadhani NN, Cahyono AW, Laksmi DA, Winarsih S, Fitri LE (2013) Metabolite extract of Streptomyces hygroscopicus Hygroscopicus inhibit the growth of Plasmodium berghei through inhibition of ubiquitin-proteasome system. Trop Biomed 30: 291–300.

Rutkowski J, Brzezinski B (2013) Structures and properties of naturally occurring polyether antibiotics. Biomed Res Int 2013: 162513. https://doi.org/10.1155/2013/162513

World Health Organization (2020) World malaria report: 20 years of global progress and challenges. Available: https://www.who.int/publications/i/item/9789240015791 [Accessed 25 August 2021].

© 2022 Journal of Pharmacy & Pharmacognosy Research (JPPRes)

Sonchus arvensis L. against SARS-CoV-2 infection

J. Pharm. Pharmacogn. Res., vol. 10, no. 6, pp. 1126-1138, November-December 2022.

DOI: https://doi.org/10.56499/jppres22.1489_10.6.1126

Original Article

Molecular simulation of compounds from n-hexane fraction of Sonchus arvensis L. leaves as SARS-CoV-2 antiviral through inhibitor activity targeting strategic viral protein

[Simulación molecular de compuestos de la fracción de n-hexano de las hojas de Sonchus arvensis L. como antivirales del SARS-CoV-2 a través de la actividad inhibidora dirigida a la proteína viral estratégica]

Dwi Kusuma Wahyuni1,2*, Sumrit Wacharasindhu3, Wichanee Bankeeree2, Hunsa Punnapayak2, Hery Purnobasuki1, Junairiah1, Arif NM Ansori4, Viol Dhea Kharisma1,5, Arli Aditya Parikesit6, Listyani Suhargo1*, Sehanat Prasongsuk1,2*

1Department of Biology, Faculty of Science and Technology, Universitas Airlangga Surabaya, East Java, 60115, Indonesia.

2Plant Biomass Utilization Research Unit, Department of Botany, Faculty of Science, Chulalongkorn University, Bangkok, 10330, Thailand.

3Department of Chemistry, Faculty of Science, Chulalongkorn University, Bangkok,10330, Thailand.

4Professor Nidom Foundation, Surabaya, East Java, 60115, Indonesia.

5Computational Virology Research Unit, Division of Molecular Biology and Genetics, Generasi Biologi Indonesia Foundation, Gresik, East Java, 61171, Indonesia.

6Department of Bioinformatics, School of Life Science, Indonesia International Institute for Life Sciences, Jakarta, 13210, Indonesia.

*E-mail: dwi-k-w@fst.unair.ac.id (DKW), listyani-s@fst.unair.ac.id (LS), sehanat.p@chula.ac.th (SP)

Abstract

Context: COVID-19 was caused by the spread and transmission of SARS-CoV-2 at the end of 2019 until now. The problem comes when antiviral drugs have not yet been found and patients infected with SARS-CoV-2 can trigger a cytokine storm condition due to the effects of viral replication. Indonesia has various kinds of medicinal plants, such as Sonchus arvensis L., which are used as medicinal plants.

Aims: To analyze the activity of the inhibitor as SARS-CoV-2 antiviral agents from n-hexane fractions of S. arvensis leaves.

Methods: The sample was collected from GC-MS analysis, PubChem, and Protein Databank database, then drug-likeness identification using Lipinski Rule of Five server and bioactive prediction of bioactive compounds as inhibitor activity was conducted by Molinspiration server. Furthermore, the docking simulation was performed using PyRx 0.9.9 software to determine the binding activity, molecular interaction by Discovery Studio software to identify position and interaction type, 3D molecular visualization by PyMol 2.5. software, and dynamic by CABS-flex 2.0 server to predict interaction stability.

Results: α-Amyrin and β-amyrin from n-hexane fractions of S. arvensis leaves had activity as SARS-CoV-2 inhibitors through interactions on helicase, RdRp, Mpro, and RBD-Spike, both compounds had more negative binding affinity than control drug and can produce stable chemical bond interactions in the ligand-protein complexes. However, the results were merely computational, so they must be validated through an in vivo and in vitro research approach.

Conclusions: Sonchus arvensis L. leaves were predicted to have SARS-CoV-2 antiviral through inhibitor activity by α-amyrin and β-amyrin.

Keywords: antiviral; bioinformatics; SARS-CoV-2; Sonchus arvensis L.

jppres_pdf_free

Resumen

Contexto: La propagación y la transmisión del SARS-CoV-2 han sido causadas por el COVID-19 desde finales de 2019 hasta ahora. El problema surge cuando aún no se han encontrado medicamentos antivirales y los pacientes infectados por el SARS-CoV-2 pueden desencadenar una condición de tormenta de citocinas debido a los efectos de la replicación viral. Indonesia tiene varios tipos de plantas medicinales, como Sonchus arvensis L., que se utilizan como plantas medicinales.

Objetivos: Analizar la actividad inhibidora de SARS-CoV-2 de fracciones de n-hexano de las hojas de S. arvensis.

Métodos: La muestra se recogió del análisis GC-MS, PubChem y la base de datos Protein Databank, luego se identificó la similitud de los fármacos utilizando el servidor Lipinski Rule of Five y se realizó la predicción de los compuestos bioactivos como actividad inhibidora mediante el servidor Molinspiration. Además, se realizó la simulación de acoplamiento mediante el software PyRx 0.9.9 para determinar la actividad de unión, la interacción molecular mediante el software Discovery Studio para identificar la posición y el tipo de interacción, la visualización molecular 3D mediante el software PyMol 2.5. y la dinámica mediante el servidor CABS-flex 2.0 para predecir la estabilidad de la interacción.

Resultados: La α-amirina y la β-amirina de las fracciones de n-hexano de las hojas de S. arvensis tuvieron actividad como inhibidores del SARS-CoV-2 a través de las interacciones en la helicasa, RdRp, Mpro y RBD-Spike, ambos compuestos tuvieron más afinidad de unión negativa que el fármaco de control y pueden producir interacciones de enlace químico estables en los complejos ligando-proteína. Sin embargo, los resultados fueron meramente computacionales, por lo que deben ser validados mediante un enfoque de investigación in vivo e in vitro.

Conclusiones: Se predijo que las hojas de S. arvensis tienen actividad antiviral contra el SARS-CoV-2 a través de la actividad inhibidora de la α-amirina y la β-amirina.

Palabras Clave: antiviral; bioinformática; SARS-CoV-2; Sonchus arvensis L.

jppres_pdf_free
Citation Format: Wahyuni DK, Wacharasindhu S, Bankeeree W, Punnapayak H, Parikesit AA, Kharisma VD, Ansori ANM, Suhargo L, Prasongsuk S (2022) Molecular simulation of compounds from n-hexane fraction of Sonchus arvensis L. leaves as SARS-CoV-2 antiviral through inhibitor activity targeting strategic viral protein. J Pharm Pharmacogn Res 10(6): 1126–1138. https://doi.org/10.56499/jppres22.1489_10.6.1126
References

Ahamed T, Rahman SKM, Shohae AM (2017) Thin layer chromatographic profiling and phytochemical screening of six medicinal plants in Bangladesh. Int J Biosci 11(1): 131-140. https://doi.org/10.12692/ijb/11.1.131-140

Ahmad B, Batool M, Ain QU, Kim MS, Choi S (2021) Exploring the binding mechanism of PF-07321332 SARS-CoV-2 protease inhibitor through molecular dynamics and binding free energy simulations. Int J Mol Sci 22(17): 9124. https://doi.org/10.3390/ijms22179124

Aldakheel RK, Rehman S, Almessiere MA, Khan FA, Gondal MA, Mostafa A, Baykal A (2020) Bactericidal and in vitro cytotoxicity of Moringa oleifera seed extract and its elemental analysis using laser-induced breakdown spectroscopy. Pharmaceuticals 13(8): 193. https://doi.org/10.1101/2020.04.15.042663

Ali KS, Mohammed ASA, Munayem RT (2017) Phytochemical screening and thin layer chromatography of Acacia etbaica ssp. uncinata leaves. World J Pharm Res 6(12): 1278-1283. https://doi.org/10.20959/wjpr201712-9772

Ansori ANM, Fadholly A, Proboningrat A, Hayaza S, Susilo RJK, Naw SW, Posa GAV, Yusrizal YF, Sibero MT, Sucipto TH, Soegijanto S (2021a) In vitro antiviral activity of Pinus merkusii (Pinaceae) stem bark and cone against dengue virus type-2 (DENV-2). Res J Pharm Technol 14(7): 3705-3708. http://dx.doi.org/10.52711/0974-360X.2021.00641

Ansori ANM, Kharisma VD, Fadholly A, Tacharina MR, Antonius Y, Parikesit AA (2021b) Severe acute respiratory syndrome coronavirus-2 emergence and its treatment with alternative medicines: A review. Res J Pharm Technol 14(10): 5551-5557. https://doi.org/10.52711/0974-360X.2021.00967

Ansori ANM, Susilo RJK, Hayaza S (2021c) Biological activity investigation of phytocomponents in mangosteen (Garcinia mangostana L.): in silico study. Indian J Forensic Med Toxicol 15(1): 847-851. https://doi.org/10.37506/ijfmt.v15i1.13522

Benet LZ, Hosey CM, Ursu O, Oprea TI (2016) BDDCS, the rule of 5 and drugability. Adv Drug Deliv Rev 101:89-98. https://doi.org/10.1016/j.addr.2016.05.007

Biskup E, Golebiowski R, Stepnowski P, Lojkowska E (2012) Triterpenoid α-amyrin stimulates proliferation of human keratinocytes but does not protect them against UVB damage. Acta Biochim Pol 59(2): 255–260.

Borg J, Toazara J, Hietter H, Henry M, Schmitt G, Luu B (1987) Neurotrophic effect of naturally occurring long-chain fatty alcohols on cultured CNS. Neurons 213(2): 406-410. https://doi.org/10.1016/0014-5793(87)81531-4

Bourgonje AR, Abdulle AE, Timens W, Hillebrands JL, Navis GJ, Gordijn SJ, Bolling MC, Dijkstra G, Voors AA, Osterhaus AD, van der Voort PH, Mulder DJ, van Goor H (2020) Angiotensin-converting enzyme 2 (ACE2), SARS-CoV-2 and the pathophysiology of coronavirus disease 2019 (COVID-19). J Pathol 251(3): 228-248. https://doi.org/10.1002/path.5471

Delyan E (2016) Analysis of composition of volatile compounds of field sow thistle (Sonchus arvensis L.) leaves using the method of gas chromatography with mass-detection. J Pharm Innov 5: 118-121.

Dhama K, Khan S, Tiwari R, Sircar S, Bhat S, Malik YS, Singh KP, Chaicumpa W, Bonilla-Aldana DK, Rodriguez-Morales AJ (2020) Coronavirus disease 2019-COVID-19. Clin Microbiol Rev 33(4): e00028-20. https://doi.org/10.1128/CMR.00028-20

Dibha AF, Wahyuningsih S, Ansori ANM, Kharisma VD, Widyananda MH, Parikesit AA, Sibero MT, Probojati RT, Murtadlo AAA, Trinugroho JP, Sucipto TH, Turista DDR, Rosadi I, Ullah ME, Jakhmola V, Zainul R (2022) Utilization of secondary metabolites in algae Kappaphycus alvarezii as a breast cancer drug with a computational method. Pharmacog J 14(3): 536-543. https://doi.org/10.5530/pj.2022.14.68

Du X, Li Y, Xia YL, Ai SM, Liang J, Sang P, Ji XL, Liu SQ (2016). Insights into protein-ligand interactions: mechanisms, models, and methods. Int J Mol Sci 17(2): 144. https://doi.org/10.3390/ijms17020144

Duke JA (1992) Handbook of phytochemical constituents of GRAS herbs and other economic plants, CRC Press, Boca Raton, FL, USA.

Ekalu A, Ayo RGO, Habila JD, Hamisu (2019) Bioactivities of phaeophytin a, α-amyrin, and lupeol from Brachystelma togoense Schltr. J Turk Chem Soc 6(3): 411-418. https://doi.org/10.18596/jotcsa.571770

Elnakady YA, Rushdi AI, Franke R, Abutaha N, Ebaid H, Baabbad M, Omar MOM, Al Ghamdi AA (2017) Characteristics, chemical compositions and biological activities of propolis from Al-Bahah, Saudi Arabia. Sci Rep 7: 41453. https://doi.org/10.1038/srep41453

Gade S, Rajamanikyam M, Vadlapudi V, Nukala MK, Aluvala R, Giddigari C, Karanam NJ, Barua NC, Pandey R, Upadhayayula VSV, Srpadi P, Amanchy R, Upadhyayula SM (2017) Acetylcholinesterase inhibitory activity of stigmasterol & hexacosanol is responsible for larvicidal and repellent properties of Chromolaena odorata. Biochim Biophys Acta 1861(3): 541-550. https://doi.org/10.1016/j.bbagen.2016.11.044

Hassan NM, Alhossary AA, Mu Y, Kwoh CK (2017) Protein-ligand blind docking using QuickVina-W with inter-process spatio-temporal integration. Scie Rep 7(1): 15451. https://doi.org/10.1038/s41598-017-15571-7

Hendriani R, Sukandar EY, Anggadiredja K. Sukrasno (2015) In vitro evaluation of xanthine oxidase inhibitory activity of selected medicinal plants. Int J Pharm Clin 8: 235-238.

Imelda I, Azaria C, Lucretia T (2017) Protective effect of ethanol extract tempuyung leaf (Sonchus arvensis L.) against gentamicin induced renal injury viewed from blood ureum level. Med Health 1: 575-82. https://doi.org/10.28932/jmh.v1i6.555

Kabinger F, Stiller C, Schmitzová J, Dienemann C, Kokic G, Hillen HS, Höbartner C, Cramer P (2021) Mechanism of molnupiravir-induced SARS-CoV-2 mutagenesis. Nat Struct Mol Biol 28(9): 740-746. https://doi.org/10.1038/s41594-021-00651-0

Khan RA (2012) Evaluation of flavonoids and diverse antioxidant activities of Sonchus arvensis. Chem Cent J6(1): 126. https://doi.org/10.1186/1752-153X-6-126

Kharisma VD, Agatha A, Ansori ANM, Widyananda MH, Rizky WC, Dings TGA, Derkho M, Lykasova I, Antonius Y, Rosadi I, Zainul R (2022) Herbal combination from Moringa oleifera Lam. and Curcuma longa L. as SARS-CoV-2 antiviral via dual inhibitor pathway: A viroinformatics approach. J Pharm Pharmacogn Res 10(1): 138–146. https://doi.org/10.56499/jppres21.1174_10.1.138

Kharisma VD, Ansori ANM, Nugraha AP (2020) Computational study of ginger (Zingiber officinale) as E6 inhibitor in human papillomavirus type 16 (HPV-16) infection. Biochem Cell Arch 20 (Suppl 1): 3155-3159. https://doi.org/10.35124/bca.2020.20.S1.3155

Listiyani P, Kharisma VD, Ansori AN, Widyananda MH, Probojati RT, Murtadlo AA (2022) In silico phytochemical compounds screening of Allium sativum targeting the Mpro of SARS-CoV-2. Pharmacog J 14(3): 604-609. https://10.5530/pj.2022.14.78

Maio N, Lafont BAP, Sil D, Li Y, Bollinger JM Jr, Krebs C, Pierson TC, Linehan WM, Rouault TA (2021) Fe-S cofactors in the SARS-CoV-2 RNA-dependent RNA polymerase are potential antiviral targets. Science 373(6551): 236-241. https://doi.org/10.1126/science.abi5224

Murgolo N, Therien AG, Howell B, Klein D, Koeplinger K, Lieberman LA, Adam GC, Flynn J, McKenna P, Swaminathan G, Hazuda DJ, Olsen DB (2021) SARS-CoV-2 tropism, entry, replication, and propagation: considerations for drug discovery and development. PLoS Pathog 17(2): e1009225. https://doi.org/10.1371/journal.ppat.1009225

Niewolik D, Bednarczyk-Cwynar B, Ruszkowsk P, Sosnowski TR, Jaszcz K (2021) Bioactive betulin and PEG based polyanhydrides for use in drug delivery systems. Int J Mol Sci 22(3): 1090. https://doi.org/10.3390/ijms22031090

Ogwuche CE, Amupitan JO, Ayo RG (2014) Isolation and biological activity of the triterpene ß-amyrin from the aerial plant parts of Maesobotrya barteri (Baill). Med Chem 4: 729–733. https://doi.org/10.4172/2161-0444.1000221

Okoye NN, Ajaghaku DL, Okeke HN, Ilodigwe EE, Nworu CS, Okoye FBC (2014) Beta-amyrin and alpha-amyrin acetate isolated from the stem bark of Alstonia boonei display profound anti-inflammatory activity. Pharm Biol 52: 1478–1486. https://doi.org/10.3109/13880209.2014.898078

Prahasanti C, Nugraha AP, Kharisma VD, Ansori ANM, Devijanti R, Ridwan TPSP, Ramadhani NF, Narmada IB, Ardani IGAW, Noor TNEBA (2021) A bioinformatic approach of hydroxyapatite and polymethylmethacrylate composite exploration as dental implant biomaterial. J Pharm Pharmacog Res 9(5): 746-754. https://doi.org/10.56499/jppres21.1078_9.5.746

Proboningrat A, Kharisma VD, Ansori ANM, Rahmawati R, Fadholly A, Posa GAV, Sudjarwo SA, Rantam FA, Achmad AB (2022) In silico study of natural inhibitors for human papillomavirus-18 E6 protein. Res J Pharm Technol 15(3): 1251-1256. https://doi.org/10.52711/0974-360X.2022.00209

Putra WE, Kharisma VD, Susanto H (2020) Potential of Zingiber officinale bioactive compounds as inhibitory agent against the IKK-B. AIP Conf Proc 2231(1): 040048. https://doi.org/10.1063/5.0002478

Ramos RS, Borges RS, de Souza JSN, Araujo IF, Chaves MH, Santos CBR (2022) Identification of potential antiviral inhibitors from hydroxychloroquine and 1,2,4,5-tetraoxanes analogues and investigation of the mechanism of action in SARS-CoV-2. Int J Mol Sci 23(3): 1781. https://doi.org/10.3390/ijms23031781

Rumondang M, Kusrini D, Fachriyah E (2013) Isolation, identification and antibacterial test of triterpenoid compounds from n-hexane extract of tempuyung leaves (Sonchus arvensis L.). Pharm Sci 05: 506-507.

Saito M, Kinoshita Y, Satoh I, Bex A, Bertaccini A (2006) Ability of cyclohexenonic long-chain fatty alcohol to reverse diabetes-induced cystopathy in the rat. Eur Urol 51(2): 479-488. https://doi.org/10.1016/j.eururo.2006.06.024

Shaheen U, Akka J, Hinore JS, Girdhar A, Bandaru S, Sumithnath TG, Nayarisseri A, Munshi A (2015) Computer aided identification of sodium channel blockers in the clinical treatment of epilepsy using molecular docking tools. Bioinformation 11(3): 131-137. https://doi.org/10.6026/97320630011131

Shamsi A, Mohammad T, Anwar S, Amani S, Khan MS, Husain FM, Rehman MT, Islam A, Hassan MI (2021) Potential drug targets of SARS-CoV-2: From genomics to therapeutics. Int J Biol Macromol 177: 1-9. https://doi.org/10.1016/j.ijbiomac.2021.02.071

Sharma K, Zafar R (2015) Occurrence of taraxerol and taraxasterol in medicinal plants. Pharmacog Rev 9(17): 19-23. https://doi.org/10.4103/0973-7847.156317

Shivanika C, Deepak KS, Venkataraghavan R, Pawan T, Sumitha A, Brindha DP (2022) Molecular docking, validation, dynamics simulations, and pharmacokinetic prediction of natural compounds against the SARS-CoV-2 main-protease. J Biomol Struct Dyn 40(2): 585-611. https://doi.org/10.1080/07391102.2020.1815584

Singh AK, Singh A, Singh R, Misra A (2021) Molnupiravir in COVID-19: A systematic review of literature. Diabetes Metab Syndr 15(6): 102329. https://doi.org/10.1016/j.dsx.2021.102329

Sunil C, Irudayaraj SS, Duraipandiyan V, AlDhabi NA, Agastian P, Ignacimuthu S (2014) Antioxidant and free radical scavenging effects of ß-amyrin isolated from S. cochinchinensis Moore. leaves. Ind Crops Prod 61: 510–516. https://doi.org/10.1016/j.indcrop.2014.07.005

Tolstikov GA, Flekhter OB, Shultz EE, Baltina LA, Tolstikov AG (2005) Betulin and its derivatives. Chemistry and biological activity. Chem Sustainable Dev 13: 1-29.

Wahyuni DK, Lestari S, Kuncoro EP, Purnobasuki H (2020b) Callus induction and its metabolite profiles of Sonchus arvensis L. under temperature treatment. Ann Biol 36(2): 299–303.

Wahyuni DK, Purnobasuki H, Kuncoro EP, Ekasari W (2020a) Callus induction of Sonchus arvensis L. and its antiplasmodial activity. Afr J Infect 14: 1-7. https://doi.org/10.21010/ajid.v14i1.1

Wahyuni DK, Rahayu S, Purnama PR, Saputro TB, Suharyanto, Wijayanti N (2019) Morpho-anatomical structure and DNA barcode of Sonchus arvensis L. Biodiversitas 20(24): 17-26. https://doi.org/10.13057/biodiv/d200841

Wahyuni DK, Rahayu S, Zaidan AH, Ekasari W, Prasongsuk S, Purnobasuki H (2021) Growth, secondary metabolite production, and in vitro antiplasmodial activity of Sonchus arvensis L. callus under dolomite [CaMg(CO3)2] treatment. PLoS One 16: e0254804. https://doi.org/10.1371/journal.pone.0254804

Widyananda MH, Pratama SK, Samoedra RS, Sari FN, Kharisma VD, Ansori ANM, Antonius Y (2021) Molecular docking study of sea urchin (Arbacia lixula) peptides as multi-target inhibitor for non-small cell lung cancer (NSCLC) associated proteins. J Pharm Pharmacog Res 9(4): 484-496. https://doi.org/10.56499/jppres21.1047_9.4.484

Wijaya RM, Hafidzhah MA, Kharisma VD, Ansori ANM, Parikesit AA (2021) COVID-19 in silico drug with Zingiber officinale natural product compound library targeting the Mpro protein. Makara J Sci 25(3): 162-171. https://doi.org/10.7454/mss.v25i3.1244

© 2022 Journal of Pharmacy & Pharmacognosy Research (JPPRes)

In silico anti-dengue Sterculia quadrifida stem bark compounds

J. Pharm. Pharmacogn. Res., vol. 10, no. 6, pp. 1006-1014, November-December 2022.

DOI: https://doi.org/10.56499/jppres22.1445_10.6.1006

Original Article

In silico analysis of anti-dengue activity of faloak (Sterculia quadrifida R. Br) stem bark compounds

[Análisis in silico de la actividad anti-dengue de compuestos de corteza de tallo de faloak (Sterculia quadrifida R. Br.)]

Audrey G. Riwu1, Jusak Nugraha2, Djoko A. Purwanto3*, Erwin A. Triyono4

1Doctoral Program of Medical Science, Faculty of Medicine, Universitas Airlangga, Jl. Mayjen Prof. Dr. Moestopo 47, 60131, Surabaya, Indonesia.

2Department of Clinical Pathology, Faculty of Medicine, Universitas Airlangga, Jl. Mayjen Prof. Dr. Moestopo 47, 60131, Surabaya, Indonesia.

3Department of Pharmaceutical Sciences, Faculty of Pharmacy, Universitas Airlangga, Jl. Mulyorejo, 60115, Surabaya, Indonesia.

4Department of Internal Medicine, Faculty of Medicine, Universitas Airlangga, Jl. Mayjen Prof. Dr Moestopo 47, 60131, Surabaya, Indonesia.

*E-mail: djokoagus@ff.unair.ac.id

Abstract

Context: Dengue is one of the most common infectious diseases found in tropical and subtropical regions, particularly in urban and semi-urban areas. Management dengue until now has not had a specific therapy. The development of dengue therapy using traditional plants as the main source of dengue therapy is needed. Sterculia quadrifida R. Br stem bark is one of the traditional plants in Indonesia, widely used by local people to treat various diseases.

Aims: To identify the potency of S. quadrifida stem bark extract against the envelope protein and NS5 RdRp (RNA-dependent RNA polymerase) in dengue infection through in silico approach.

Methods: All ligands from S. quadrifida stem bark extract from the previous study and protein preparations were retrieved from the PubChem and RSCB data bank database, respectively. Drug-likeness using Lipinski’s rule of five methods. Pyrx, PyMOL, and Discovery Studio 2.0 were used to analyze and visualize the potency of S. quadrifida stem bark-specific compounds against the envelope and NS5 RdRp.

Results: Epicatechin and scopoletin have the lowest affinity bond, some noncovalent interaction, and also similarity in the position of the amino acid interaction to the reference control ribavirin.

Conclusions: Epicatechin and scopoletin from S. quadrifida have antiviral potential against dengue by disposing of envelope protein and NS5 RdRp.

Keywords: dengue; envelope protein; faloak; molecular docking; NS5 RdRp; Sterculia quadrifida.

jppres_pdf_free

Resumen

Contexto: El dengue es una de las enfermedades infecciosas más comunes que se encuentran en las regiones tropicales y subtropicales, particularmente en áreas urbanas y semiurbanas. El manejo del dengue hasta el momento no ha tenido una terapia específica. Se necesita el desarrollo de la terapia contra el dengue utilizando plantas tradicionales como fuente principal para la terapia contra el dengue. La corteza del tallo Sterculia quadrifida R. Br. es una de las plantas tradicionales en Indonesia, ampliamente utilizada por la población local para tratar diversas enfermedades.

Objetivos: Identificar la potencia del extracto de corteza de tallo de S. quadrifida contra la proteína de la envoltura y NS5 RdRp (ARN polimerasa dependiente de ARN) en la infección por dengue mediante un enfoque in silico.

Métodos: Todos los ligandos del extracto de corteza de tallo de S. quadrifida del estudio anterior y las preparaciones de proteínas se recuperaron de la base de datos del banco de datos PubChem y RSCB, respectivamente. Semejanza a los fármacos utilizando la regla de los cinco métodos de Lipinski. Pyrx, PyMOL y Discovery Studio 2.0 se utilizaron para analizar y visualizar la potencia de los compuestos específicos de la corteza del tallo de S. quadrifida contra la envoltura y NS5 RdRp.

Resultados: La epicatequina y la escopoletina tienen el enlace de afinidad más bajo, alguna interacción no covalente y también similitud en la posición de la interacción de aminoácidos con la ribavirina como control de referencia.

Conclusiones: La epicatequina y la escopoletina de S. quadrifida tienen potencial antiviral contra el dengue al eliminar la proteína de la envoltura y la NS5 RdRp.

Palabras Clave: acoplamiento molecular; dengue; faloak; NS5RdRp; proteína de envoltura; Sterculia quadrifida.

jppres_pdf_free
Citation Format: Riwu AG, Nugraha J, Purwanto DA, Triyono EA (2022) In silico analysis of anti-dengue activity of faloak (Sterculia quadrifida R. Br) stem bark compounds. J Pharm Pharmacogn Res 10(6): 1006–1014. https://doi.org/10.56499/jppres22.1445_10.6.1006
References

Australian Botanic Garden (2021) Sterculia quadrifida. https://www.australianbotanicgarden.com.au/plants/flowering-calendar/sterculia-quadrifida [Consulted June 27, 2021].

Chatel-Chaix L, Bartenschlager R, Miller RH, Purcell RH (2014) Hepatitis C virus shares amino acid sequence similarity with pestiviruses and flaviviruses as well as members of two plant virus supergroups. J Virol 88(6): 2057–2061. https://doi.org/10.1073/pnas.87.6.2057

Dean M, Handajani R, Khotib J (2019) Faloak (Sterculia quadrifida R.Br) stem bark extract inhibits hepatitis C virus JFH1. Orient J Chem 35(1): 430–435. https://doi.org/10.13005/ojc/350155

Doak BC, Over B, Giordanetto F, Kihlberg J (2014) Oral druggable space beyond the rule of 5: Insights from drugs and clinical candidates. Chem Biol 21(9): 1115–1142. https://doi.org/10.1016/j.chembiol.2014.08.013

Gerold G, Bruening J, Weigel B, Pietschmann T (2017) Protein interactions during the Flavivirus and Hepacivirus life cycle. Mol Cell Proteomics 16(4): 75–91. https://doi.org/10.1074/mcp.R116.065649

Giménez BG, Santos MS, Ferrarini M, Dos Santos Fernandes JP (2010) Evaluation of blockbuster drugs under the rule-of-five. Pharmazie 65(2): 148–152. https://doi.org/10.1691/ph.2010.9733

Kadir ASL, Yaakob H, Razauden MZ (2013) Potential anti-dengue medicinal plants: a review. J Nat Med 67: 677–689. https://doi.org/10.1007/s11418-013-0767-y

Kampmann T, Yennamalli R, Campbell P, Stoermer MJ, Fairlie DP, Kobe B, Young PR (2009) In silico screening of small molecule libraries using the dengue virus envelope E protein has identified compounds with antiviral activity against multiple flaviviruses. Antiviral Res 84(3): 234–241. https://doi.org/10.1016/j.antiviral.2009.09.007

Kharisma VD, Septiadi L (2018) Prediction of novel bioactive compound from Z. officinale as Non-nucleoside Reverse Transcriptase Inhibitors (NNRTIs) of HIV-1 through computational study. Bioinfo Biomed Res 1(2): 49–55. https://doi.org/10.11594/bbrj.01.02.05

Kharisma VD, Widyananda MH, Ansori ANM, Nege AS, Naw SW, Nugraha AP (2021) Tea catechin as antiviral agent via apoptosis agonist and triple inhibitor mechanism against HIV-1 infection: A bioinformatics approach. J Pharm Pharmacogn Res 9(4): 435–445. https://doi.org/10.56499/jppres21.1009_9.4.435

Liang Z, Li QX (2018) π-Cation Interactions in Molecular Recognition: Perspectives on Pharmaceuticals and Pesticides. J Agric Food Chem 66: 3315–3323. https://doi.org/10.1021/acs.jafc.8b00758

Lipinski CA (2004) Lead- and drug-like compounds: The rule-of-five revolution. Drug Discov Today Technol 1(4): 337–341. https://doi.org/10.1016/j.ddtec.2004.11.007

Lulan TYK (2020) Exploration of the chemical constituents and bioactivity of Sterculia quadrifida R. Br and Dipterocarpus littoralis Blume. Two plant species endemic to Indonesia. Ph.D Thesis, Department of Chemistry, Sepuluh November Institute of Technology, Surabaya, Indonesia.

Munawaroh R, Siswadi, Setyowati EP, Murwanti R, Hertiani T (2020) Investigation of Immunomodulatory Active Compounds from Faloak (Sterculia quadrifida R.Br.) Bark Fractions. Int J PharmRes 13(1): 497–503. https://doi.org/10.31838/ijpr/2020.12.01.111

Mustafa MS, Rasotgi V, Jain S, Gupta V (2015) Discovery of fifth serotype of dengue virus (DENV-5): A new public health dilemma in dengue control. Med J Armed Forces India 71(1): 67–70. https://doi.org/10.1016/j.mjafi.2014.09.011

Nag A, Chowdhury RR (2020) Piperine, an alkaloid of black pepper seeds can effectively inhibit the antiviral enzymes of Dengue and Ebola viruses, an in silico molecular docking study. VirusDisease 31(3): 308–315. https://doi.org/10.1007/s13337-020-00619-6

Nasar S, Rashid N, Iftikhar S (2020) Dengue proteins with their role in pathogenesis, and strategies for developing an effective anti-dengue treatment: A review. J Med Virol 92(8): 941–955. https://doi.org/10.1002/jmv.25646

Pannindriya P, Safithri M, Tarman K (2021) Analysis in silico of Spiruna platensus active compounds as tyrosinase inhibitors. J Pengolah Has Perikan Indones 24(1): 70–77.

Renantha RR, Liga AR, Tanugroho B, D LX, Budiyanto SLAZ, Parikesit AA (2022) Flavonoids as potential inhibitors of dengue virus 2 (DENV2) envelope protein. J Pharm Pharmacogn Res 10(4): 660–675. https://doi.org/10.56499/jppres22.1375_10.4.660

Sethi A, Joshi K, Sasikala K, Alvala M (2020) Drug Discovery and Development – New Advances. London: Intechopen.

Shimizu H, Saito A, Mikuni J, Nakayama EE, Koyama H, Honma T, Shirouzu M, Sekine S, Shioda T (2019) Discovery of a small molecule inhibitor targeting dengue virus NS5 RNA-dependent RNA polymerase. PLoS Negl Trop Dis 13(11): e0007894. https://doi.org/10.1371/journal.pntd.0007894

Sindi N (2021) Dengue virus: Infection, immunological response, and vaccine development. J Pharm Rest Int 33(6): 1–9. https://doi.org/10.9734/jpri/2021/v33i631185

Sirisena PDNN, Mahilkar S, Sharma C, Jain J, Sunil S (2021) Concurrent dengue infections: Epidemiology and clinical implications. Indian J Med Res 154(4): 669–679. https://doi.org/10.4103/ijmr.IJMR_1219_18

Siswadi, Raharjo AS, Pujiono E, Saragih GS, Rianawati H (2016) Utilization of faloak tree bark (Sterculia quadrifida R.Br.) as a raw material for herbal medicine on the Island of Timor. Proceedings of a National Seminar on Biodiversity of Nusa Tenggara 2015, Ministry of R&D and Innovation Agency, East Nusa Tenggara, Indonesia, November 24, pp 43–55.

Siswadi S, Saragih GS (2021) Phytochemical analysis of bioactive compounds in ethanolic extract of Sterculia quadrifida R.Br. Proceeding of an International Conference on Life Sciences and Technology 2020, Malang, Indonesia, September 29, pp 1–7. https://doi.org/10.1063/5.0053057

Sreelakshmi V, Raj N, Abraham A (2017) Evaluation of the drug-like properties of kaempferol, chrysophanol and emodin and their interactions with EGFR tyrosine kinase – An in silico approach. Nat Prod Commun 12(6): 915–920. https://doi.org/10.1177/1934578X1701200621

Takahashi H, Suzuki Y (2017) Dengue – Immunopathology and Strategies. London: Intechopen.

Wang G, Zhu W (2016) Molecular docking for drug discovery and development: A widely used approach but far from perfect. Future Med Chem 8(14): 1707–1710. https://doi.org/10.4155/fmc-2016-0143

Widiandani T, Siswandono, Hardjono S, Sondakh R, Istifada, Zahra R (2013) Docking and modification of the structure of new compounds derived paracetamol. Berk Ilm Kim Farm 2(1): 41–45.

WHO (2021) Dengue and severe dengue. https://www.who.int/news-room/fact-sheets/detail/dengue-and-severe-dengue [Consulted April 21, 2021].

© 2022 Journal of Pharmacy & Pharmacognosy Research (JPPRes)

Syzygium polyanthum bioactive compounds in polycystic ovary syndrome

J. Pharm. Pharmacogn. Res., vol. 10, no. 4, pp. 725-736, July-August 2022.

DOI: https://doi.org/10.56499/jppres22.1408_10.4.725

Original Article

Anti-inflammatory and antioxidant potential of Syzygium polyanthum (Wight) Walp. bioactive compounds in polycystic ovary syndrome: An in silico study

[Potencial anti-inflamatorio y antioxidante de compuestos bioactivos de Syzygium polyanthum (Wight) Walp. en el síndrome de ovario poliquístico: Un estudio in silico]

Renny Aditya1,4, Budi Santoso2*, Widjiati Widjiati3

1Doctoral Program of Medical Science, Faculty of Medicine, University of Airlangga, Surabaya, Indonesia.

2Department of Obstetrics and Gynecology, Faculty of Medicine, University of Airlangga, Surabaya, Indonesia.

3Department of Veterinary Anatomy, Faculty of Veterinary Medicine, University of Airlangga, Surabaya, Indonesia.

4Department of Obstetrics and Gynecology, Faculty of Medicine, Universitas Lambung Mangkurat, Banjarmasin, Indonesia.

*E-mail: budi.santoso@fk.unair.ac.id

Abstract

Context: Polycystic ovary syndrome (PCOS) is significantly associated with inflammation and oxidative stress. Syzygium polyanthum is a plant rich in pharmacological properties. Aims: To evaluate the anti-inflammation and antioxidant potential of S. polyanthum bioactive compounds using in silico approach.

Methods: The S. polyanthum was extracted using the ultrasound-assisted extraction (UAE) method, and the bioactive compounds were screened using Liquid Chromatography–High Resolution Mass Spectrometry (LC-HRMS) analysis. This study predicted the biological activity of S. polyanthum compounds using PASS Online server. Before docking, we analyzed the protein-protein interactions (PPIs) network of TNFα, NF-kB, SOD, and KEAP1. The molecular docking was done using Autodock Vina in PyRx software and visualized using Discovery Studio. Probability to be active (Pa) was determined.

Results: The bioactive compounds found in S. polyanthum and used in this study were deoxyphomalone, NCGC00169066-01, and phloretin with retention times [min] of 0.886, 0.907, and 8.323, respectively. The predicted biological activity of compounds and controls were anti-inflammatory, immunosuppressant, TNF expression inhibitor, immunomodulatory and HIF1α expression inhibitor (Pa>0.5 for all S. polyanthum compounds and Pa<0.5 for SPD304, MG-132, and MDF). Based on PPIs network analysis, TNFα, NF-kB, SOD, and KEAP1 are associated. The molecular docking analysis showed that deoxyphomalone, NCGC00169066-01, and phloretin had inhibition potential against TNFα and NF-kB, and activation potential against SOD, due to several residues involved in the interaction of compounds-protein was the same as the interaction of inhibitor (SPD-304 and MG-132) and activator (gallic acid) control against the protein. The residues may have the same inhibition or activation mechanism as the control. However, S. polyanthum bioactive compounds may still have inhibition potential against KEAP1 through Ala548 residue that is also involved in the interaction of DMF-KEAP1.

Conclusions: The bioactive compounds of S. polyanthum showed anti-inflammation and antioxidant potential, which may have a good effect in the treatment of PCOS, yet still need to be confirmed in vitro or in vivo research.

Keywords: antioxidant; inflammation; molecular docking; polycystic ovary syndrome; Syzygium polyanthum.

Resumen

Contexto: El síndrome de ovario poliquístico (SOP) está significativamente asociado con la inflamación y el estrés oxidativo. Syzygium polyanthum es una planta rica en propiedades farmacológicas. Objetivos: Evaluar el potencial anti-inflamatorio y antioxidante de los compuestos bioactivos de S. polyanthum utilizando un enfoque in silico.

Métodos: S. polyanthum se extrajo mediante el método de extracción asistida por ultrasonido (UAE), y los compuestos bioactivos se seleccionaron mediante análisis de cromatografía líquida-espectrometría de masas de alta resolución (LC-HRMS). Este estudio predijo la actividad biológica de los compuestos de S. polyanthum utilizando el servidor PASS Online. Antes del acoplamiento, analizamos la red de interacciones proteína-proteína (PPI) de TNFα, NF-kB, SOD y KEAP1. El acoplamiento molecular se realizó con Autodock Vina en el software PyRx y se visualizó con Discovery Studio. Se determinó la probabilidad de estar activo (Pa).

Resultados: Los compuestos bioactivos encontrados en S. polyanthum y utilizados en este estudio fueron desoxifomalona, ​​NCGC00169066-01 y floretina con tiempos de retención [min] de 0,886; 0,907 y 8,323, respectivamente. La actividad biológica predicha de los compuestos y controles fue anti-inflamatoria, inmunosupresora, inhibidora de la expresión de TNF, inmunomoduladora e inhibidora de la expresión de HIF1α (Pa>0,5 para todos los compuestos de S. polyanthum y Pa<0,5 para SPD304, MG-132 y MDF). Según el análisis de red de PPI, se asocian TNFα, NF-kB, SOD y KEAP1. El análisis de acoplamiento molecular mostró que la desoxifomalona, ​​NCGC00169066-01 y la floretina tenían potencial de inhibición contra TNFα y NF-kB, y potencial de activación contra SOD, debido a que varios residuos involucrados en la interacción de compuestos-proteína eran los mismos que la interacción del inhibidor (SPD-304 y MG-132) y activador (ácido gálico) controlan contra la proteína. Los residuos pueden tener el mismo mecanismo de inhibición o activación que el control. Sin embargo, los compuestos bioactivos de S. polyanthum aún pueden tener un potencial de inhibición contra KEAP1 a través del residuo Ala548 que también está involucrado en la interacción de DMF-KEAP1.

Conclusiones: Los compuestos bioactivos de S. polyanthum mostraron potencial anti-inflamatorio y antioxidante, lo que puede tener un buen efecto en el tratamiento del SOP, pero aún debe confirmarse en investigaciones in vitro o in vivo.

Palabras Clave: acoplamiento molecular; antioxidante; inflamación; síndrome de ovario poliquistico; Syzygium polyanthum.

Citation Format: Aditya R; Santoso B; Widjiati W (2022) Anti-inflammatory and antioxidant potential of Syzygium polyanthum (Wight) Walp. bioactive compounds in polycystic ovary syndrome: An in silico study. J Pharm Pharmacogn Res 10(4): 725–736. https://doi.org/10.56499/jppres22.1408_10.4.725
References

Amini L, Tehranian N, Movahedin M, Tehrani FR, Ziaee S (2015) Antioxidants and management of polycystic ovary syndrome in Iran: A systematic review of clinical trials.  Iran J Reprod Med 13(1): 1-8.

Arulselvan P, Fard MT, Tan WS, Gothai S, Fakurazi S, Norhaizan ME, Kumar SS (2016) Role of antioxidants and natural products in inflammation. Oxid Med Cell Longev 2016: 5276130.

Gao L, Gu Y, Yin X (2016) High serum tumor necrosis factor-alpha levels in women with polycystic ovary syndrome: a meta-analysis. PloS One 11(10): e0164021

González F (2012) Inflammation in polycystic ovary syndrome: underpinning of insulin resistance and ovarian dysfunction. Steroids 77(4): 300-305.

Hartanti L, Yonas SMK, Mustamu JJ, Wijaya S, Setiawan HK, Soegianto L (2019) Influence of extraction methods of bay leaves (Syzygium polyanthum) on antioxidant and HMG-CoA reductase inhibitory activity. Heliyon 5(4): e01485.

He Z, Wang Y, Zhuan L, Li Y, Tang ZO, Wu Z, Ma Y (2021) MIF-mediated NF-κB signaling pathway regulates the pathogenesis of polycystic ovary syndrome in rats. Cytokine 146: 155632.

Ibáñez L, Oberfield SE, Witchel S, Auchus RJ, Chang RJ, Codner E, Dabadghao P, Darendeliler F, Elbarbary NS, Gambineri A, Garcia Rudaz C, Hoeger KM, López-Bermejo A, Ong K, Peña AS, Reinehr T, Santoro N, Tena-Sempere M, Tao R, Yildiz BO, Alkhayyat H, Deeb A, Joel D, Horikawa R, de Zegher F, Lee PA (2017) An international consortium update: pathophysiology, diagnosis, and treatment of polycystic ovarian syndrome in adolescence. Horm Res Paediatr 88: 371-395.

Ismail A, Ahmad WANW (2019) Syzygium polyanthum (Wight) Walp: A potential phytomedicine. Pharmacogn J 11(2): 429-438.

Kalliolias GD, Ivashkiv LB (2016) TNF biology, pathogenic mechanisms and emerging therapeutic strategies. Nat Rev Rheumatol 12(1): 49-62.

Lagunin AA, Dubovskaja VI, Rudik AV, Pogodin PV, Druzhilovskiy DS, Gloriozova TA, Filimonov DA, Sastry NG, Poroikov VV (2018) CLC-Pred: A freely available web-service for in silico prediction of human cell line cytotoxicity for drug-like compounds. PLoS One 13(1): e0191838.

Li M, Huang W, Jie F, Wang M, Zhong Y, Chen Q, Lu B (2019) Discovery of Keap1− Nrf2 small− molecule inhibitors from phytochemicals based on molecular docking. Food Chem Toxicol 133: 110758.

Liu T, Zhang L, Joo D, Sun SC (2017) NF-κB signaling in inflammation. Signal Transduct Target Ther 2: 17023.

Ma B, Lucas B, Capacci A, Lin EYS, Jones JH, Dechantsreiter M, Richter K (2020) Design, synthesis and identification of novel, orally bioavailable non-covalent Nrf2 activators. Bioorg Med Chem Lett 30(4): 126852.

Mascret A, Mouhsine H, Attia G, Cabrera D, Benchekroun M, Gizzi P, Zerrouki C, Fourati N, Zagury JF, Veitía MS, Port M (2021) New contributions to the drug profile of TNFα inhibitor SPD304: Affinity, selectivity and ADMET considerations. Eur J Pharmacol 907: 174285.

Mohammadi M (2019) Oxidative stress and polycystic ovary syndrome: a brief review. Int J Prev Med 10: 86.

Nafisah W, Pinanti HN, Christina YI, Rifa’i M, Djati MS (2021) Computational biological activity and pharmacological properties analysis for anti-cancer Cyperus rotundus bioactive compounds. AIP Conf Proc 2353: 030118.

Palazon A, Goldrath AW, Nizet V, Johnson RS (2014) HIF transcription factors, inflammation, and immunity. Immunity 41(4): 518-528.

Pandey PK, Ahmed B, Khan HA, Bala M, Prasad J (2019) In silico molecular docking and comparative in-vitro analysis of ethyl 3, 4, 5-trihydroxybenzoate and its derivative isolated from Hippophae rhamnoides leaves as free radical scavenger and anti-inflammatory compound. Pharmacogn Mag 15(64): 313.

Prabhu YD, Borthakur A, Subeka AG, Vellingiri B, Gopalakrishnan AV (2021) Increased pro-inflammatory cytokines in ovary and effect of γ-linolenic acid on adipose tissue inflammation in a polycystic ovary syndrome model. J of Reprod Immunol 146: 103345.

Rani R, Hajam YA, Kumar R, Bhat RA, Rai S, Rather MA (2022) A landscape analysis of the potential role of polyphenols for the treatment of polycystic ovarian syndrome  (PCOS). Phytomedicine Plus 2(1): 100161.

Regidor PA, Mueller A, Sailer M, Gonzalez Santos F, Rizo JM, Moreno Egea F (2020) Chronic inflammation in PCOS: The potential benefits of specialized pro-resolving lipid mediators (SPMs) in the improvement of the resolutive response. Int J Mol Sci 22(1): 384.

Rosenfield RL, Ehrmann DA (2016) The pathogenesis of polycystic ovary syndrome (PCOS): The hypothesis of PCOS as functional ovarian hyperandrogenism revisited. Endocr Rev 37(5): 467-520.

Rudnicka E, Suchta K, Grymowicz M, Calik-Ksepka A, Smolarczyk K, Duszewska AM, Meczekalski B (2021) Chronic low grade inflammation in pathogenesis of pcos. Int J Mol Sci 22(7): 3789.

Sever MJ, Janež A, Dolžan V (2019) Interplay between oxidative stress and chronic inflammation in PCOS: The role of genetic variability in PCOS risk and treatment responses. In (Ed.), Polycystic Ovarian Syndrome. IntechOpen. https://doi.org/10.5772/ intechopen.88698.

Shao Y, Cheng Z, Li X, Chernaya V, Wang H, Yang XF (2014) Immunosuppressive/anti-inflammatory cytokines directly and indirectly inhibit endothelial dysfunction-a novel mechanism for maintaining vascular function. J Hematol Oncol 7(1): 80.

Sulaiman MA, Al-Farsi YM, Al-Khaduri MM, Saleh J, Waly MI (2018) Polycystic ovarian syndrome is linked to increased oxidative stress in Omani women. Int J Womens Health 10: 763-771.

Suzuki K, Tominaga T, Ruhee RT, Ma S (2020) Characterization and modulation of systemic inflammatory response to exhaustive exercise in relation to oxidative stress. Antioxidants 9(5): 401.

Tosatti JAG, Sóter MO, Ferreira CN, Silva IFO, Cândido AL, Sousa MO, Reis FM, Gomes KB (2020) The hallmark of pro-and anti-inflammatory cytokine ratios in women with polycystic ovary syndrome. Cytokine 134: 155187.

Uçkan K, Demir H, Turan K, Sarıkaya E, Demir C (2022) Role of oxidative stress in obese and nonobese PCOS patients. Int J Clin Pract 2022: 4579831.

Victor VM, Rovira-Llopis S, Bañuls C, Diaz-Morales N, Martinez de Marañon A, Rios-Navarro C, Alvarez A, Gomez M, Rocha M, Hernández-Mijares A (2016) Insulin resistance in PCOS patients enhances oxidative stress and leukocyte adhesion: Role of myeloperoxidase. PLoS One 11(3): e0151960.

Wang Y, Chen Y, Zhang X, Lu Y, Chen H (2020) New insights in intestinal oxidative stress damage and the health intervention effects of nutrients: A review. J Funct Food 75: 104248

Witchel SF, Oberfield SE, Peña AS (2019) Polycystic ovary syndrome: pathophysiology, presentation, and treatment with emphasis on adolescent girls. J Endocr Soc 3(8): 1545-1573.

Zhang W, Xu W, Chen W, Zhou Q (2018) Interplay of autophagy inducer rapamycin and proteasome inhibitor MG132 in reduction of foam cell formation and inflammatory cytokine expression. Cell Transplant 27(8): 1235-1248.

Zuo T, Zhu M, Xu W (2016) Roles of oxidative stress in polycystic ovary syndrome and cancers. Oxid Med Cell Longev 2016: 8589318.

© 2022 Journal of Pharmacy & Pharmacognosy Research (JPPRes)

Virtual screening of lead flavonoids against DENV2

J. Pharm. Pharmacogn. Res., vol. 10, no. 4, pp. 660-675, July-August 2022.

DOI: https://doi.org/10.56499/jppres22.1375_10.4.660

Original Article

Flavonoids as potential inhibitors of dengue virus 2 (DENV2) envelope protein

[Flavonoides como posibles inhibidores de la proteína de la cubierta del virus del dengue 2 (DENV2)]

Rachel Raditya Renantha1, Alvin Richardo Liga1, Christy Bianca Tanugroho1, Lovine Xaviera Denovian1, Siti Lateefa Az Zahra Budiyanto2, Arli Aditya Parikesit2*

1Department of Biomedicine, School of Life Sciences, Indonesia International Institute for Life Sciences, Jl. Pulomas Barat Kav.88 Jakarta 13210 Indonesia.

2Department of Bioinformatics, School of Life Sciences, Indonesia International Institute for Life Sciences, Jl. Pulomas Barat Kav.88 Jakarta 13210 Indonesia.

*E-mail: arli.parikesit@i3l.ac.id

Abstract

Context: Dengue viruses (DENVs) are the cause of dengue disease, which is one of the most frequent diseases caused by mosquito-borne viral infections. Currently, no specific treatment is available for dengue.

Aims: To identify the most promising inhibitors of dengue virus 2 (DENV2) envelope protein of DENV2 envelope protein from flavonoids compounds through computational methods.

Methods: Structures of 54 flavonoids were collected, then the compounds were screened based on Lipinski’s rules, and there were only 34 compounds that passed the screening. Then QSAR analysis was performed, followed by molecular docking analysis, ADMET evaluation, and molecular dynamics simulations to assess the stability of the protein.

Results: Based on the QSAR analysis, only 32 compounds were subjected to molecular docking analysis. Silymarin had the highest docking score, while juglanin had the lowest ACE score compared to positive controls. The ADMET evaluation showed silymarin and juglanin had good absorption and could not penetrate the blood-brain barrier. In contrast to silymarin which had negative results for the Ames test, carcinogenicity, skin sensitization, and eye irritation, juglanin was positive for Ames test and skin sensitization. Even though the molecular dynamic simulation of both ligands with DENV2 envelope protein showed unstable confirmation, it did not necessarily mean that the ligands cannot be used as inhibitors since the molecular docking results provide evidence of the ligands binding to the DENV2 envelope protein.

Conclusions: Based on the favorable results of QSAR analysis, molecular docking, and ADMET evaluation, juglanin and silymarin were chosen as the candidate with the most potential for DENV2 envelope protein inhibitors. However, further analyses such as in vitro and in vivo analyses are necessary to validate the result of this study.

Keywords: DENV-2; envelope protein; flavonoids; molecular docking; virtual screening.

Resumen

Contexto: Los virus del dengue (DENV) son los causantes de la enfermedad del dengue, que es una de las enfermedades más frecuentes causada por infecciones virales transmitidas por mosquitos. Actualmente, no se dispone de un tratamiento específico para el dengue.

Objetivos: Identificar los inhibidores más prometedores de la proteína de la envoltura del virus del dengue 2 (DENV2) de la proteína de la envoltura del DENV2 a partir de compuestos de flavonoides a través de métodos computacionales.

Métodos: Las estructuras de 54 flavonoides fueron recolectadas. Los compuestos se seleccionaron según las reglas de Lipinski y solo 34 compuestos pasaron la selección. Luego se realizó el análisis QSAR, seguido de análisis de acoplamiento molecular, evaluación ADMET y simulaciones de dinámica molecular para evaluar la estabilidad de la proteína.

Resultados: Según el análisis QSAR, solo 32 compuestos se sometieron a análisis de acoplamiento molecular. La silimarina obtuvo la puntuación de acoplamiento más alta, mientras que juglanina obtuvo la puntuación ACE más baja en comparación con los controles positivos. La evaluación ADMET mostró que la silimarina y la juglanina tenían una buena absorción y no podían penetrar la barrera hematoencefálica. En contraste con la silimarina que tuvo resultados negativos para la prueba de Ames, carcinogenicidad, sensibilización de la piel e irritación de los ojos, la juglanina fue positiva para la prueba de Ames y la sensibilización de la piel. Aunque la simulación de la dinámica molecular de ambos ligandos con la proteína de la cubierta de DENV2 mostró una confirmación inestable, no significa necesariamente que los ligandos no puedan usarse como inhibidores, ya que los resultados del acoplamiento molecular proporcionan evidencia de que los ligandos se unen a la proteína de la cubierta de DENV2.

Conclusiones: En base a los resultados favorables del análisis QSAR, el acoplamiento molecular y la evaluación ADMET, la juglanina y la silimarina fueron elegidas como las candidatas con mayor potencial para los inhibidores de la proteína de la envoltura de DENV2. Sin embargo, se necesitan más análisis, como análisis in vitro e in vivo, para validar el resultado de este estudio.

Palabras Clave: acoplamiento molecular; DENV-2; flavonoides; proteína de envoltura; proyección virtual.

This image has an empty alt attribute; its file name is jppres_pdf_free.png
Citation Format: Renantha RR, Liga AR, Tanugroho CB, Denovian LX, Budiyanto SLAZ, Parikesit AA (2022) Flavonoids as potential inhibitors of dengue virus 2 (DENV2) envelope protein. J Pharm Pharmacogn Res 10(4): 660–675. https://doi.org/10.56499/jppres22.1375_10.4.660
References

Badshah S, Faisal S, Muhammad A, Poulson B, Emwas A, Jaremko M (2021) Antiviral activities of flavonoids. Biomed Pharmacother 140(9): 111596.

Bekhit A, Bekhit A (2014) Natural antiviral compounds. Stud Nat Prod Chem 42(1): 195–228.

Boonyasuppayakorn S, Reichert E, Manzano M, Nagarajan K, Padmanabhan R (2014) Amodiaquine, an antimalarial drug, inhibits dengue virus type 2 replication and infectivity. Antivir Res 106(6): 125–134.

Dong ZW, Yuan YF (2018) Juglanin suppresses fibrosis and inflammation response caused by LPS in acute lung injury. Int J Mol Med 41(6): 3353–3365.

Duhovny D, Nussinov R, Wolfson H (2002) Efficient unbound docking of rigid molecules. Lect Notes Comput Sci 2452(1):185–200.

Filimonov D, Lagunin A, Gloriozova T, Rudik A, Druzhilovskii D, Pogodin P, Poroikov V (2014) Prediction of the biological activity spectra of organic compounds using the pass online web resource. Chem Heterocy Comp 50(3): 444–457.

Guan L, Yang H, Cai Y, Sun L, Di P, Li W, Liu G, Tang Y (2019) ADMET-score – a comprehensive scoring function for evaluation of chemical drug-likeness. Medchemcomm 10(1): 148–157.

Hanwell M, Curtis D, Lonie D, Vandermeersch T, Zurek E, Hutchison G (2012) Avogadro: an advanced semantic chemical editor, visualization, and analysis platform. J Cheminform 4(1): 17.

Hengstler J, Oesch F (2001) Ames Test. Ency Gen 1(1): 51–54.

Ho L, Liu P, Wang C, Wu J (2007) The development of a drug discovery virtual screening application on Taiwan. Unigrid Adv Grid Perv Comp 2(3): 38–47.

Hollingsworth SA, Dror RO (2018) Molecular dynamics simulation for all. Neuron 99(6): 1129–1143.

Hou G, Zeng K, Lan H, Wang Q (2018) Juglanin ameliorates UVB‑induced skin carcinogenesis via anti‑inflammatory and proapoptotic effects in vivo and in vitro. Int J Mol Med 42(3): 41–52.

Ismail N, Jusoh S (2016) Molecular docking and molecular dynamics simulation studies to predict flavonoid binding on the surface of DENV2 E protein. Interdiscip Sci 9(4): 499–511.

Karim A, Riahi V, Mishra A, Newton M, Dehzangi A, Balle T, Sattar A (2021) Quantitative toxicity prediction via meta ensembling of multitask deep learning models. ACS Omega 6(18): 12306–12317.

Krug RM, Aramini JM (2009) Emerging antiviral targets for influenza A virus. Trends Pharm Sci 30(6): 269–277.

Kurcinski M, Oleniecki T, Ciemny M, Kuriata A, Kolinski A, Kmiecik S (2018) CABS-flex standalone: a simulation environment for fast modeling of protein flexibility. Bioinformatics 35(4): 694–695.

Lagunin A, Stepanchikova A, Filimonov D, Poroikov V (2000) PASS: prediction of activity spectra for biologically active substances. Bioinformatics 16(8): 747–748.

Loaiza-Cano V, Monsalve-Escudero L, Filho C, Martinez-Gutierrez M, Sousa D (2020) Antiviral role of phenolic compounds against dengue virus: A review. Biomolecules 11(1): 11.

Low Z, OuYong B, Hassandarvish P, Poh C, Ramanathan B (2021) Antiviral activity of silymarin and baicalein against dengue virus. Sci Rep 11(1): 21221.

Mangas-Sanjuan V, González-Alvarez M, Gonzalez-Alvarez I, Bermejo M (2010) Drug penetration across the blood–brain barrier: an overview. Ther Del 1(4): 535–562.

Modrow S, Falke D, Truyen U, Schätzl H (2013) Viruses with single-stranded, positive-sense RNA genomes. Mol Vir 9(12): 185–349.

Morris G, Lim-Wilby M (2008) Molecular docking. Met Mol Bio 443(8): 365–382.

Ninfali P, Antonelli A, Magnani M, Scarpa E (2020) Antiviral properties of flavonoids and delivery strategies. Nutrients 12(9): 2534.

Parikesit AA (2018) Introductory Chapter: The Contribution of Bioinformatics as Blueprint Lead for Drug Design. In Ivana Glavic (Ed.), Molecular Insight of Drug Design (p. 7). InTech.

Parikesit AA, Nurdiansyah R (2021) Natural products repurposing of the H5N1-based lead compounds for the most fit inhibitors against 3C-like protease of SARS-CoV-2. J Pharm Pharmacogn Res 9(5): 730–745.

Poh MK, Yip A, Zhang S, Priestle JP, Ma NL, Smit JM, Schul W (2009) A small molecule fusion inhibitor of dengue virus. Antivir Res 84(3): 260–266.

Qamar M, Ashfaq U, Tusleem K, Mumtaz A, Tariq Q, Goheer A, Ahmed B (2017) In-silico identification and evaluation of plant flavonoids as dengue NS2B/NS3 protease inhibitors using molecular docking and simulation approach. Pak J Pharm Sci 30(6): 2119–2137.

Rajapakse S, Rodrigo C, Rajapakse A (2012) Treatment of dengue fever. Infect Drug Resist 5(1): 103–112.

Schaefer T, Panda P, Wolford R (2021) Dengue Fever. Treasure Island (FL): StatPearls Publishing.

Schneidman-Duhovny D, Inbar Y, Nussinov R, Wolfson H (2005) PatchDock and SymmDock: servers for rigid and symmetric docking. Nucleic Acids Res 33(7): 363–367.

Schwarz S, Sauter D, Wang K, Zhang R, Sun B, Karioti A, Bilia A R, Efferth T, Schwarz W (2014) Kaempferol derivatives as antiviral drugs against the 3a channel protein of coronavirus. Planta Med 80(2-3): 177–182.

Shiloputra AF, Parikesit AA, Darmawan JT, Pricillia V, Turista DDR, Ansori, ANM (2021) An overview of the curcumin-based and allicin bioactive compounds as potential treatment to SARS-CoV-2 with structural bioinformatics tools. J Tek Lab 10(2): 59–67.

Surai P (2015) Silymarin as a natural antioxidant: An overview of the current evidence and perspectives. Antioxidants 4(1): 204–247.

Tantawichien T, Thisayakorn U (2017) Dengue. Negl Trop Dis- South Asia 5(10): 329–348.

Tian W, Chen C, Lei X, Zhao J, Liang J (2018a) CASTp 3.0: computed atlas of surface topography of proteins. Nucleic Acids Res 46(1): 363–367.

Tian Y, Zhou Y, Takagi T, Kameoka M, Kawashita N (2018b) Dengue virus and its inhibitors: A brief review. Chem Pharm Bull (Tokyo) 66(3): 191–206.

Verma R, Jatav V, Sharma S (2015) Identification of inhibitors of dengue virus (DENV1, DENV2 and DENV3) NS2b/NS3 serine protease: A molecular docking and simulation approach. Asian J Pharm Clin Res 8(1): 287–292.

Vicente C, Herbinger K, Fröschl G, Malta Romano C, de Souza Areias Cabidelle A, Cerutti Junior C (2016) Serotype influences on dengue severity: a cross-sectional study on 485 confirmed dengue cases in Vitória, Brazil. BMC Infect Dis 16(1): 320.

Vora J, Patel S, Athar M, Sinha S, Chhabria MT, Jha PC, Shrivastava N (2019) Pharmacophore modeling, molecular docking and molecular dynamics simulation for screening and identifying anti-dengue phytocompounds. J Biomol Struct Dyn 38(6): 1726–1740.

Wang L, Song J, Liu A, Xiao B, Li S, Wen Z, Lu Y, Du G (2020) Research progress of the antiviral bioactivities of natural flavonoids. Nat Prod Bioprospect 10(5): 271–283.

Wang N, Huang C, Dong J, Yao Z, Zhu M, Deng Z (2017) Predicting human intestinal absorption with modified random forest approach: a comprehensive evaluation of molecular representation, unbalanced data, and applicability domain issues. RSC Adv 7(31): 19007–19018.

Weber C, Sliva K, von Rhein C, Kümmerer B, Schnierle B (2015) The green tea catechin, epigallocatechin gallate, inhibits chikungunya virus infection. Antiviral Res 113(1): 1–3.

Wessel M, Mente S (2001) Chapter 25. ADME by computer. Annu Rep Med Chem 36(1): 257–266.

WHO – World Health Organization (2009) Dengue Guidelines for Diagnosis, Treatment, Prevention and Control, pp. 10–11.

WHO – World Health Organization (2022) Dengue and severe dengue. https://www.who.int/news-room/fact-sheets/detail/dengue-and-severe-dengue [Consulted 24 February 2022].

Xiong G, Wu Z, Yi J, Fu L, Yang Z, Hsieh C (2021) ADMETlab 2.0: an integrated online platform for accurate and comprehensive predictions of ADMET properties. Nucleic Acids Res 49(1): 5–14.

Yan A, Wang Z, Cai Z (2008) Prediction of human intestinal absorption by GA feature selection and support vector machine regression. Int J Mol Sci 9(10): 1961–1976.

Yennamalli R, Subbarao N, Kampmann T, McGeary R, Young P, Kobe, B (2009) Identification of novel target sites and an inhibitor of the dengue virus E protein. J Comput Aided Mol Des 23(6): 333–341.

Zandi K, Teoh BT, Sam SS, Wong PF, Mustafa M, AbuBakar S (2011) Antiviral activity of four types of bioflavonoid against dengue virus type-2. Virol J 8(1): 560.

Zarei M, Abidin N, Auwal S, Chay S, Abdul Haiyee Z, Md Sikin A, Saar N (2019) Angiotensin converting enzyme (ACE)-peptide interactions: Inhibition kinetics, in silico molecular docking and stability study of three novel peptides generated from palm kernel cake proteins. Biomolecules 9(10): 569

© 2022 Journal of Pharmacy & Pharmacognosy Research (JPPRes)

In-silico study of volatile compounds and COVID-19

J. Pharm. Pharmacogn. Res., vol. 10, no. 3, pp. 469-485, May-June 2022.

DOI: https://doi.org/10.56499/jppres21.1328_10.3.469

Original Article

Volatile compounds from Phyla scaberrima (Juss. ex Pers.) Moldenke and Dysphania ambrosioides (L.) Mosyakin & Clemants as possible SARS-CoV-2 protease inhibitors: Identification and in-silico study

[Compuestos volátiles de Phyla scaberrima (Juss. ex Pers.) Moldenke y Dysphania ambrosioides (L.) Mosyakin & Clemants como posibles inhibidores de proteasas de SARS-CoV-2: Identificación y estudio in-silico]

Neyder Contreras-Puentes1*, Manuel Salas-Moreno2,3, Lina Mosquera-Chaverra2, Leonomir Córdoba-Tovar4, Antistio Alviz-Amador5

1GINUMED, Medicine, Corporation University Rafael Nuñez, Cartagena D.T y C, Colombia.

2Faculty of Naturals Sciences, Biology Department, Biosistematic Research Group, Technological University of Chocó, Quibdó, Colombia.

3Analytical Chemistry and Biomedicine Group. Exacts and Natural Sciences Faculty. University of Cartagena. Cartagena, Colombia.

4Research Group Natural Resources and Environmental Toxicology, Technological University of Chocó, Quibdó, Colombia.

 5Pharmacology and Therapeutics Group, University of Cartagena, Cartagena D.T y C., Colombia.

*E-mail: neyder.contreras@curnvirtual.edu.co

Abstract

Context: COVID-19 is a pandemic that has affected the entire population, characterized by multisystemic involvement. With around 130 million cases of infection and more than 2.5 million deaths globally. However, the development of a low-efficacy treatment has led to the study of natural products as possible therapeutic alternatives against SARS-CoV-2.

Aims: To identify volatile compounds present in two plants in the Colombian Pacific and carry out in-silico studies to search for promising inhibitory molecules against SARS-CoV-2 proteases.

Methods: This research carried out the identification of metabolites of two plants identified in the Colombian Pacific, called P. scaberrima (Juss. ex Pers.) Moldenke y D. ambrosioides (L.) Mosyakin & Clemants. Ethanolic extracts were obtained by rotary-evaporation and determinated by GC-MS. Subsequently, in-silico studies were carried out by molecular docking against Mpro and PLpro using Autodock-vina 1.1. Also, a prediction of ADMET properties using SwissADME and GUSAR-Online server was performed.

Results: Thus, 15 volatile compounds with similarities greater than 85% were identified from both extracts, mostly sesquiterpenic and monoterpenic compounds. The compounds that showed the highest affinity against Mpro were α-amorphene and phytol for PLpro. Likewise, these were contrasted with co-crystallized molecules such as boceprevir and VIR2-251 as control structures. Finally, the predictions of ADMET properties showed values consistent with the literature.

Conclusions: Therefore, the follow-up of in-silico studies with these plants from Colombian pacific are considered as possible tools in the search for active molecules against proteases linked to virus.

Keywords: Dysphania ambrosioides; GC-MS/MS; molecular docking; Phyla scaberrima; SARS-CoV-2.

This image has an empty alt attribute; its file name is jppres_pdf_free.png

Resumen

Contexto: COVID-19 es una pandemia que ha afectado a toda la población mundial, caracterizada por compromisos multisistémicos. Con alrededor de 130 millones de casos de infección y más de 2,5 millones de muertes en todo el mundo. Sin embargo, el desarrollo de un tratamiento de baja eficacia ha llevado al estudio de productos naturales como posibles alternativas terapéuticas frente al SARS-CoV-2.

Objetivos: Identificar compuestos volátiles presentes en dos plantas del Pacifico colombiano y realizar estudios in-silico para la búsqueda de promisorias moléculas inhibidoras contra proteasas de SARS-CoV-2.

Métodos: En esta investigación se realizó la identificación de metabolitos de dos plantas identificadas en el Pacífico colombiano, llamadas P. scaberrima (Juss. ex Pers.) Moldenke y D. ambrosioides (L.) Mosyakin & ClemantsSe obtuvieron extractos etanólicos, preconcentrados con evaporación rotatoria y se determinaron por GC-MS. Posteriormente, se realizaron estudios in-silico mediante acoplamiento molecular contra Mpro y PLpro utilizando Autodock-vina. Además, prediciendo las propiedades de ADMET mediante SwissADME y GUSAR-Online.

Resultados: Se identificaron 15 compuestos volátiles con similitudes superiores al 85% de ambos extractos, en su mayoría compuestos sesquiterpénicos y monoterpénicos. Los compuestos que mostraron la mayor afinidad contra Mpro fue α-amorfeno y fitol para PLpro. Asimismo, se contrastaron con moléculas co-cristalizadas como boceprevir y VIR2-251 como estructuras control. Finalmente, en las predicciones de propiedades ADMET mostraron valores consistentes con la literatura.

Conclusiones: Se consideró el seguimiento de estudios in-silico con estas plantas del Pacífico colombiano como posibles herramientas en la búsqueda de moléculas activas frente a proteasas ligadas al virus.

Palabras Clave: acoplamiento molecular; Dysphania ambrosioides; GC-MS/MS; Phyla scaberrima; SARS-CoV-2.

This image has an empty alt attribute; its file name is jppres_pdf_free.png
Citation Format: Contreras-Puentes N, Salas-Moreno MH, Mosquera-Chaverra L, Córdoba-Tovar L, Alvíz-Amador AA (2022) Volatile compounds from Phyla scaberrima (Juss. ex Pers.) Moldenke y Dysphania ambrosioides (L.) Mosyakin & Clemants as possible SARS-CoV-2 protease inhibitors: Identification and in-silico study. J Pharm Pharmacogn Res 10(3): 469–485. https://doi.org/10.56499/jppres21.1328_10.3.469
References

Adorjan B, Buchbauer G (2010) Biological properties of essential oils: An updated review. Flavour Fragr J 25(6): 407–426.

Al-Badani RN, da Silva JKR, Mansi I, Muharam BA, Setzer WN, Awadh Ali NA (2017) Chemical composition and biological activity of Lavandula pubescens essential oil from Yemen. J Essent Oil-Bearing Plants 20(2): 509–515.

Alrasheid AA, Babiker MY, Awad TA (2021) Evaluation of certain medicinal plants compounds as new potential inhibitors of novel corona virus (COVID-19) using molecular docking analysis. Silico Pharmacol 9(1): 10.

Anson B, Chapman M, Lendy E, Pshenychnyi S, D’Aquila R, Satchell K, Mesecar A (2020) Broad-spectrum inhibition of coronavirus main and papain-like proteases by HCV drugs. Res Sq [Preprint]. https://doi.org/10.21203/rs.3.rs-26344/v1

Asif M, Saleem M, Saadullah M, Yaseen HS, Al Zarzour R (2020) COVID-19 and therapy with essential oils having antiviral, anti-inflammatory, and immunomodulatory properties. Inflammopharmacology 28(5): 1153–1161.

Astani A, Reichling J, Schnitzler P (2011) Screening for antiviral activities of isolated compounds from essential oils. Evid Based Complement Altern Med 2011: 253643.

Baldissera MD, Souza CF, De Matos AFIM, Doleski PH, Baldisserotto B, Da Silva AS, Monteiro SG (2018) Blood-brain barrier breakdown, memory impairment and neurotoxicity caused in mice submitted to orally treatment with thymol. Environ Toxicol Pharmacol 62: 114–119.

Carvalho e Silva MAG, Carneiro LP, Castelo Branco MFG, Barros EML, Lemos SI, de Barros TL, Marques RB (2016) Anti-Inflammatory effect of mastruz (Chenopodium ambrosioides) extract in respiratory distress syndrome. Int J Pharm Sci Invent 5(5): 34–39.

Compadre CM, Robbins EF, Kinghorn AD (1986) The intensely sweet herb, Lippia dulcis Trev.: Historical uses, field inquiries, and constituents. J Ethnopharmacol 15(1): 89–106.

Corpas-López V, Morillas-Márquez F, Navarro-Moll MC, Merino-Espinosa G, Díaz-Sáez V, Martín-Sánchez J (2015) (-)-α-Bisabolol, a promising oral compound for the treatment of visceral leishmaniasis. J Nat Prod 78(6): 1202–1207.

Da Silva JKR, Figueiredo PLB, Byler KG, Setzer WN (2020) Essential oils as antiviral agents. Potential of essential oils to treat sars−cov−2 infection: An in-silico investigation. Int J Mol Sci 21(10): 3426.

Da Silva MGC, Amorim RNL, Câmara CC, Fontenele Neto JD, Soto-Blanco B (2014) Acute and sub-chronic toxicity of aqueous extracts of chenopodium ambrosioides leaves in rats. J Med Food 17(9): 979–984.

Daina A, Michielin O, Zoete V (2017) SwissADME: A free web tool to evaluate pharmacokinetics , drug- likeness and medicinal chemistry friendliness of small molecules. Sci Rep 7: 42717.

Dallakyan S, Olson AJ (2015) Small-molecule library screening by docking with PyRx. Methods Mol Biol 1263: 243–250.

Esakandari H, Nabi-Afjadi M, Fakkari-Afjadi J, Farahmandian N, Miresmaeili SM, Bahreini E (2020) A comprehensive review of COVID-19 characteristics. Biol Proced Online 22: 19.

Fu L, Ye F, Feng Y, Yu F, Wang Q, Wu Y, Zhao C, Sun H, Huang B, Niu P, Song H, Shi Y, Li X, Tan W, Qi J, Gao GF (2020) Both boceprevir and GC376 efficaciously inhibit SARS-CoV-2 by targeting its main protease. Nat Commun 11(1): 4417.

Ghildiyal R, Prakash V, Chaudhary VK, Gupta V, Gabrani R (2020) Phytochemicals as antiviral agents: Recent updates. In: Swamy M. (eds), Plant-derived Bioactives. Singapore: Springer, pp. 279–295.

Granados-Dieseldorff N, Paredes M, Ordóñez M, Martínez V (2013) Phyla dulcis (Trevir.) Moldenke: Descripción de características anatómicas diagnósticas de la droga cruda. Rev Cient Fac Cienc Quím Farm 23(1): 70–80.

Javed H, Meeran MFN, Azimullah S, Eddin LB, Dwivedi VD, Jha NK, Ojha S (2020) α‐Bisabolol, a dietary bioactive phytochemical attenuates dopaminergic neurodegeneration through modulation of oxidative stress, neuroinflammation and apoptosis in rotenone‐induced rat model of Parkinson’s disease. Biomolecules 10(10): 1421.

Kneller DW, Galanie S, Phillips G, O’Neill HM, Coates L, Kovalevsky A (2020) Malleability of the SARS-CoV-2 3CL Mpro active-site cavity facilitates binding of clinical antivirals. Structure 28(12): 1313-1320.e3.

Lagunin A, Zakharov A, Filimonov D, Poroikov V (2011) QSAR modelling of rat acute toxicity on the basis of PASS prediction. Mol Inform 30(2–3): 241–250.

Mokni R El, Youssef FS, Jmii H, Khmiri A, Bouazzi S, Jlassi I, Jaidane H, Dhaouadi H, Ashour ML, Hammami S (2019) The essential oil of Tunisian Dysphania ambrosioides and its antimicrobial and antiviral properties. J Essent Oil-Bearing Plants 22(1): 282–294.

Moreno-Murillo B, Quijano-Célis C, Romero R A, Pinod JA (2010) Essential oil from leaves of Lippia dulcis grown in Colombia. Nat Prod Commun 5(4): 613–614.

O’Boyle NM, Banck M, James CA, Morley C, Vandermeersch T, Hutchison GR (2011) Open Babel: An open chemical toolbox. J Cheminform 3: 33.

OECD (2002) Test No. 423: Acute Oral toxicity – Acute Toxic Class Method, OECD Guidelines for the Testing of Chemicals, Section 4, Paris: OECD Publishing, https://doi.org/10.1787/9789264071001-en

Ortiz-Rojas LY, Chaves-Bedoya G (2017) Composición fitoquímica del extracto de raíz de Ichthyothere terminalis de dos regiones geográficas de Colombia. Rev Colomb Quím 46(3): 11–16.

Panikar S, Shoba G, Arun M, Sahayarayan JJ, Nanthini AUR, Chinnathambi A, Alharbi SA, Nasif O, Kim H-J (2021) Essential oils as an effective alternative for the treatment of COVID-19: Molecular interaction analysis of protease (Mpro) with pharmacokinetics and toxicological properties. J Infect Public Health 14(5): 601–610.

Pereira WS, Ribeiro BP, Sousa AIP, Serra ICPB, Mattar NS, Fortes TS, Reis AS, Silva LA, Barroqueiro ESB, Guerra RNM, Nascimento FRF (2010) Evaluation of the subchronic toxicity of oral treatment with Chenopodium ambrosioides in mice. J Ethnopharmacol 127(3): 602–605.

Pérez S, Meckes M, Pérez C, Susunaga A, Zavala MA (2005) Anti-inflammatory activity of Lippia dulcis. J Ethnopharmacol 102(1): 1–4.

Pettersen EF, Goddard TD, Huang CC, Couch GS, Greenblatt DM, Meng EC, Ferrin TE (2004) UCSF Chimera–a visualization system for exploratory research and analysis. J Comput Chem 25(13): 1605–1612.

Rajabian A, Hosseinzadeh H (2020) Dermatological effects of Nigella sativa and its constituent, thymoquinone: A review. In: Nuts and Seeds in Health and Disease Prevention. Elsevier Inc., pp. 329–355.

Sarrade-Loucheur A, Ro DK, Fauré R, Remaud-Siméon M, Truan G (2020) Synthetic derivatives of (+)- epi-α-bisabolol are formed by mammalian cytochromes p450 expressed in a yeast reconstituted pathway. ACS Synth Biol 9(2): 368–380.

Seadawy MG, Gad AF, Shamel M, Elharty B, Mohamed MF, Elfiky AA, Ahmed A, Zekri ARN (2021) In vitro: Natural compounds (thymol, carvacrol, hesperidine, and thymoquinone) against Sars-Cov2 strain isolated from Egyptian patients. Biomed J Sci Tech Res 34(3): 26750–26757.

Shakeri A, Akhtari J, Soheili V, Taghizadeh SF, Sahebkar A, Shaddel R, Asili J (2017) Identification and biological activity of the volatile compounds of Glycyrrhiza triphylla Fisch. & C.A.Mey. Microb Pathog 109: 39–44.

Sharma AD, Kaur I (2020) Bioactive molecules from eucalyptus essential oil as potential inhibitors of COVID 19 corona virus infection by molecular docking studies. Kragujev J Sci 42: 29–43.

Strickland J, Paris MW, Allen D, Casey W (2019) Approaches to Reducing Animal Use for Acute Toxicity Testing: Retrospective Analyses of Pesticide Data. In: Kojima H., Seidle T., Spielmann H. (eds) Alternatives to Animal Testing. Singapore: Springer, pp. 1-128.

Vimalanathan S, Hudson J (2014) Anti-influenza virus activity of essential oils and vapors. Am J Essent Oils Nat Prod 2(1): 47–53.

WHO (2020) COVID-19 Weekly Epidemiological Update 78. World Heal. Organ. 1–3. https://www.who.int/publications/m/item/weekly-epidemiological-update-on-covid-19—8-february-2022. [Consulted 22 November 2021].

Zhang L, Lin D, Sun X, Rox K, Hilgenfeld R (2020) X-ray structure of main protease of the novel coronavirus SARS-CoV-2 enables design of α-ketoamide inhibitors. bioRxiv [Preprint]. https://doi.org/10.1101/2020.02.17.952879

Zotti M, Colaianna M, Morgese MG, Tucci P, Schiavone S, Avato P, Trabace L (2013) Carvacrol: From ancient flavoring to neuromodulatory agent. Molecules 18(6): 6161–6172.

© 2022 Journal of Pharmacy & Pharmacognosy Research (JPPRes)

Roselle flower for immunomodulatory adjuvant therapy in COVID-19

J. Pharm. Pharmacogn. Res., vol. 10, no. 3, pp. 418-428, May-June 2022

DOI: https://doi.org/10.56499/jppres21.1316_10.3.418

Original Article

Anthocyanin, tartaric acid, ascorbic acid of roselle flower (Hibiscus sabdariffa L.) for immunomodulatory adjuvant therapy in oral manifestation coronavirus disease-19: An immunoinformatic approach

[Antocianina, ácido tartárico, ácido ascórbico de flor de Jamaica (Hibiscus sabdariffa L.) para la terapia adyuvante inmunomoduladora en la manifestación oral de la enfermedad por coronavirus-19: Un enfoque inmunoinformático]

Nastiti Faradilla Ramadhani1, Alexander Patera Nugraha1,2*, Desintya Rahmadhani3, Martining Shoffa Puspitaningrum3, Yuniar Rizqianti3, Viol Dhea Kharisma4, Tengku Natasha Eleena binti Tengku Ahmad Noor5, Rini Devijanti Ridwan6, Diah Savitri Ernawati7, Albertus Putera Nugraha8

1Graduate Student of Dental Health Science, Faculty of Dental Medicine, Universitas Airlangga, Surabaya, Indonesia.

2Department of Orthodontic, Faculty of Dental Medicine, Universitas Airlangga, Surabaya, Indonesia.

3Faculty of Dental Medicine, Universitas Airlangga, Surabaya, Indonesia.

4Graduate Student of Biology Science, Department of Biology, Faculty of Mathematics and Natural Science, Universitas Brawijaya, Malang, Indonesia

5Military Dental Officer of Royal Medical and Dental Corps, Malaysian Armed Forces, Indonesia.

6Department of Oral Biology, Faculty of Dental Medicine, Universitas Airlangga, Surabaya, Indonesia.

7Department of Oral Medicine, Faculty of Dental Medicine, Universitas Airlangga, Surabaya, Indonesia.

8Faculty of Medicine, Universitas Airlangga, Surabaya, Indonesia.

*E-mail: alexander.patera.nugraha@fkg.unair.ac.id

Abstract

Context: Oral manifestations that arose from COVID-19 infection often causes morbidity and systemic drug administration is less effective. Roselle flower (Hibiscus sabdariffa) is one of the plants that is often used in infusion as it gives health benefits. Hence, H. sabdariffa may benefit from adjuvant therapy to treat oral manifestation due to COVID-19.

Aims: To investigate the potential of H. sabdariffa anthocyanins, tartaric acid, and ascorbic acid chemical compounds as antiviral, anti-inflammatory, antioxidant, and increasing tissue regeneration in oral manifestation due to COVID-19 infection in silico.

Methods: Chemical compounds consisted of anthocyanins, (+)-tartaric acid, and ascorbic acid beside target proteins consisted of ACE2-spike, Foxp3, IL-10, IL6, IL1β, VEGF, FGF-2, HSP70, TNFR and MDA-ovalbumin were obtained from the database, ligand samples were selected through absorption, distribution, metabolism, excretion and toxicology analysis, then molecular docking simulations, identification of protein-ligand interactions, and 3D visualization were performed.

Results: Anthocyanins, tartaric acid, and ascorbic acid are the active compounds in H. sabdariffa, which act as antioxidants. The activity of anthocyanin compounds is higher than other compounds through value binding affinity, which is more negative and binds to specific domains of target proteins by forming weak binding interactions that play a role in biological responses. Anthocyanins have the most negative binding energy compared to tartaric-acid and ascorbic acid.

Conclusions: Anthocyanins act as antioxidants; this mechanism increases heat shock protein-70 (HSP70), which may play an important role in increasing wound regeneration of oral manifestation in severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) as documented in silico.

Keywords: COVID-19; dentistry; Hibiscus sabdariffa; infectious disease; medicine.

Resumen

Contexto: Las manifestaciones orales derivadas de la infección por COVID-19 suelen causar morbilidad y la administración sistémica de fármacos es menos efectiva. La flor de Jamaica (Hibiscus sabdariffa) es una de las plantas que se suele utilizar en infusión ya que aporta beneficios para la salud. Por lo tanto, H. sabdariffa puede beneficiarse de la terapia adyuvante para tratar las manifestaciones orales debido a COVID-19.

Objetivos: Investigar el potencial de los compuestos químicos de H. sabdariffa, como antocianinas, ácido tartárico y ácido ascórbico como antivirales, antiinflamatorios, antioxidantes y el aumento de la regeneración de tejidos en la manifestación oral debido a la infección por COVID-19 a través de un enfoque inmunoinformático, un estudio in silico.

Métodos: Antocianinas, ácido tartárico y ácido ascórbico, además de proteínas diana como ACE2-spike, Foxp3, IL-10, IL6, IL1β, VEGF, FGF-2, HSP70, TNFR y MDA-ovoalbúmina, se obtuvieron de la base de datos, las muestras de ligando se seleccionaron mediante análisis de absorción, distribución, metabolismo, excreción y toxicología, luego se realizaron simulaciones de acoplamiento molecular, identificación de interacciones proteína-ligando y visualización 3D.

Resultados: Las antocianinas, el ácido tartárico y el ácido ascórbico son los compuestos activos de H. sabdariffa que actúan como antioxidantes. La actividad de los compuestos de antocianina es mayor que la de otros compuestos a través de una afinidad de unión de valor que es más negativa y se une a dominios específicos de proteínas diana formando interacciones de unión débiles que desempeñan un papel en las respuestas biológicas. Las antocianinas tienen la energía de unión más negativa en comparación con el ácido tartárico y el ácido ascórbico.

Conclusiones: Las antocianinas actúan como antioxidantes; este mecanismo aumenta la proteína de choque térmico-70 (HSP70), que puede desempeñar un papel importante en el aumento de la regeneración de heridas de la manifestación oral en el síndrome respiratorio agudo severo coronavirus 2 (SARS-CoV-2) como se documenta in silico.

Palabras Clave: COVID-19; enfermedad infecciosa; Hibiscus sabdariffa; medicamento; odontología.

This image has an empty alt attribute; its file name is jppres_pdf_free.png
Citation Format: Ramadhani NF, Nugraha AP, Rahmadani D, Puspitaningrum MS, Rizqianti Y, Kharisma VD, Noor TNEBTA, Ridwan RD, Ernawati DS, Nugraha AP (2022) Anthocyanin, tartaric acid, ascorbic acid of roselle flower (Hibiscus sabdariffa L.) for immunomodulatory adjuvant therapy in oral manifestation coronavirus disease-19: An immunoinformatic approach. J Pharm Pharmacogn Res 10(3): 418–428. https://doi.org/10.56499/jppres21.1316_10.3.418
References

Al-Snafi AE (2016) Pharmacological importance of Clitoria ternatea–A review. IOSR J Pharm 6(3): 68–83.

Amorim Dos Santos J, Normando AGC, Carvalho da Silva RL, De Paula RM, Cembranel AC, Santos-Silva AR, Guerra ENS (2020) Oral mucosal lesions in a COVID-19 patient: New signs or secondary manifestations? Int J Infect Dis 97: 326–328.

Arrigoni O, De Tullio MC (2002) Ascorbic acid: Much more than just an antioxidant. Biochim Biophys Acta 1569(1-3): 1–9.

Atiqi S, Hooijberg F, Loeff FC, Rispens T, Wolbink GJ (2020) Immunogenicity of TNF-inhibitors. Front Immunol 11: 312.

Babich O, Sukhikh S, Prosekov A, Asyakina L, Ivanova S (2020) Medicinal plants to strengthen immunity during a pandemic. Pharmaceuticals 13(10): 313.

Bell LCK, Meydan C, Kim J, Foox J, Butler D, Mason CE, Shapira SD, Noursadeghi M, Pollara G (2021) Transcriptional response modules characterize IL-1β and IL-6 activity in COVID-19. iScience 24(1): 101896.

Carvajal-Zarrabal O, Barradas-Dermitz DM, Orta-Flores Z, Hayward-Jones PM, Nolasco-Hipólito C, Aguilar-Uscanga MG, Miranda-Medina A, Bujang KB (2012) Hibiscus sabdariffa L, roselle calyx, from ethnobotany to pharmacology. J Exp Pharmacol 4: 25–39.

Coomes EA, Haghbayan H (2020) Interleukin-6 in Covid-19: A systematic review and meta-analysis. Rev Med Virol 30(6): 1–9.

Danladi J, Sabir H (2021) Innate immunity, inflammation activation and heat-shock protein in COVID-19 pathogenesis. J Neuroimmunol 358: 577632.

Dewi AMC, Dagradi EM, Wibowo P (2021) The effect of high dose vitamin C (ascorbic acid) on pro-inflammatory cytokines in COVID-19. Med Health Sci J 5(1): 46–50.

Díaz Rodríguez M, Jimenez Romera A, Villarroel M (2020) Oral manifestations associated with COVID‐19. Oral Dis DOI: 10.1111/odi.13555

Diomede F, Marconi GD, Fonticoli L, Pizzicanella J, Merciaro I, Bramanti P, Mazzon E, Trubiani O (2020) Functional relationship between osteogenesis and angiogenesis in tissue regeneration. Int J Mol Sci 21(9): 3242.

Fakeye T (2008) Toxicity and immunomodulatory activity of fractions of Hibiscus sabdariffa Linn (family Malvaceae) in animal models. Afr J Tradit Complement Altern Med 5(4): 394–398.

Galvan-Pena S, Leon J, Chowdhary K, Michelson DA, Vijaykumar B, Yang L, Magnuson A, Manickas-Hill Z, Piechocka-Trocha A, Worrall DP, Hall KE, Ghebremichael M, Walker BD, Li JZ, Yu XG, Mathis D, Benoist C (2020) Profound Treg perturbations correlate with COVID-19 severity. bioRxiv [Preprint]. 12(11): 416180.

Gani MA, Nurhan AD, Maulana S, Siswodihardjo S, Shinta DW, Khotib J (2021) Structure-based virtual screening of bioactive compounds from Indonesian medical plants against severe acute respiratory syndrome coronavirus-2. J Adv Pharm Technol Res 12: 120–126.

Gollen B, Mehla J, Gupta P (2018) Clitoria ternatea Linn: A herb with potential pharmacological activities: Future prospects as therapeutic herbal medicine. J Pharma Reports 3(1): 1000141.

Haider T, Simader E, Glück O, Ankersmit HJ, Heinz T, Hajdu S, Negrin LL (2019) Systemic release of heat-shock protein 27 and 70 following severe trauma. Sci Rep 9(1): 9595.

Heck TG, Ludwig MS, Frizzo MN, Rasia-Filho AA, Homem de Bittencourt PI (2020) Suppressed anti-inflammatory heat shock response in high-risk COVID-19 patients: Lessons from basic research (inclusive bats), light on conceivable therapies. Clin Sci (Lond) 134(15): 1991–2017.

Iranmanesh B, Khalili M, Amiri R, Zartab H, Aflatoonian M (2021) Oral manifestations of COVID‐19 disease: A review article. Dermatol Ther 34(1): e14578.

Izquierdo-Vega JA, Arteaga-Badillo DA, Sánchez-Gutiérrez M, Morales-González JA, Vargas-Mendoza N, Gómez-Aldapa CA, Castro-Rosas J, Delgado-Olivares L, Madrigal-Bujaidar E, Madrigal-Santillán E (2020) Organic acids from roselle (Hibiscus sabdariffa L.)—A brief review of its pharmacological effects. Biomedicines 8(5): 100.

Jiang XW, Zhang Y, Zhang H, Lu K, Yang SK, Sun GL (2013) Double-blind, randomized, controlled clinical trial of the effects of diosmectite and basic fibroblast growth factor paste on the treatment of minor recurrent aphthous stomatitis. Oral Surg Oral Med Oral Pathol Oral Radiol 116(5): 570–575.

Khandia R, Munjal AK, Iqbal HMN, Dhama K (2017) Heat shock proteins: Therapeutic perspectives in inflammatory disorders. Recent Pat Inflamm Allergy Drug Discov 10(2): 94–104.

Kharisma VD, Ansori ANM, Widyananda MH, Utami SL, Nugraha AP (2020) 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 20(Suppl 1): 2795–2802.

Kharisma VD, Widyananda MH, Ansori ANM, Nege A, Naw SW, Nugraha AP (2021) Tea catechin as antiviral agent via apoptosis agonist and triple inhibitor mechanism against HIV-1 infection: A bioinformatics approach. J Pharm Pharmacogn Res 9(4): 435–445.

Li S, Zhang Y, Guan Z, Li H, Ye M, Chen X, Shen J, Zhou Y, Shi ZL, Zhou P, Peng K (2020) SARS-CoV-2 triggers inflammatory responses and cell death through caspase-8 activation. Signal Transduct Target Ther 5(1): 235.

López-Collazo E, Avendaño-Ortiz J, Martín-Quirós A, Aguirre LA (2020) Immune response and COVID-19: A mirror image of sepsis. Int J Biol Sci 16(14): 2479–2489.

Luo XH, Zhu Y, Mao J, Du RC (2021) T cell immunobiology and cytokine storm of COVID-19. Scand J Immunol 93(3): e12989.

Luqman A, Kharisma VD, Ruiz RA, Götz F (2020) 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 54: 888–898.

Marpaung A (2020) Tinjauan manfaat bunga telang (Clitoria ternatea L.) bagi kesehatan manusia. J Funct Food Nutraceutical 1(2): 47–69.

Mehri F, Rahbar AH, Ghane ET, Souri B, Esfahani M (2021) Changes in oxidative markers in COVID-19 patients. Arch Med Res 52(8): 843–849.

Mishra N, Tandon VL, Gupta R (2012) Immunomodulation by Hibiscus rosa-sinensis: Effect on the humoral and cellular immune response of Mus musculus. Pak J Biol Sci 15(6): 277–283.

Plum SM, Vu HA, Mercer B, Fogler WE, Fortier AH (2004) Generation of a specific immunological response to FGF-2 does not affect wound healing or reproduction. Immunopharmacol Immunotoxicol 26(1): 29–41.

Putra WE, Kharisma VD, Susanto H (2020) The exploration of medicinal plants’ phytochemical compounds as potential inhibitor against human α-3 nicotinic acetylcholine receptors: The insight from computational study. AIP Conf Proc 2231(1): 040078.

Reang J, Sharma PC, Thakur VK, Majeed J (2021) Understanding the therapeutic potential of ascorbic acid in the battle to overcome cancer. Biomolecules 11(8): 1130.

Sari F, Nurkhasanah, Bachri MS (2016) Acute toxicity test of rosella (Hibiscus sabdariffa L.) calyx ethanolic extract on Sprague Dawley rats. Trad Med J 21: 12–18.

Shruthi VH, Ramachandra CT, Nidoni U, Hiregoudar S, Naik N, Kurubar AR (2016) Roselle (Hibiscus sabdariffa L.) as a source of natural colour: A review. Plant Arch 16(2): 515–522.

Smadja DM, Philippe A, Bory O, Gendron N, Beauvais A, Gruest M, Peron N, Khider L, Guerin CL, Goudot G, Levavasseur F, Duchemin J, Pene F, Cheurfa C, Szwebel TA, Sourdeau E, Planquette B, Hauw-Berlemont C, Hermann B, Gaussem P, Samama CM, Mirault T, Terrier B, Sanchez O, Rance B, Fontenay M, Diehl JL, Chocron R (2021) Placental growth factor level in plasma predicts COVID-19 severity and in-hospital mortality. J Thromb Haemost 19(7): 1823–1830.

Sokol CL, Luster AD (2015) The chemokine system in innate immunity. Cold Spring Harb Perspect Biol 7(5): a016303.

Susanto H, Kharisma VD, Listyorini D, Taufiq A (2018) Effectivity of black tea polyphenol in adipogenesis related IGF-1 and its receptor pathway through in silico based study. J Phys Conf Ser 1093 (1): 012037.

Syahrana NA, Akrom A, Darmawan E (2017) Efek serbuk bunga rosella merah (Hibiscus sabdariffa L.) terhadap ekspresi IL-10 pada sukarelawan sehat. Indones J Pharm Pharm Sci 4(1): 1–5.

Umeoguaju FU, Ephraim-Emmanuel BC, Uba JO, Bekibele GE, Chigozie N, Orisakwe OE (2021) Immunomodulatory and mechanistic considerations of Hibiscus sabdariffa (HS) in dysfunctional immune responses: A systematic review. Front Immunol 12: 550670.

Velavan TP, Meyer CG (2020) The COVID‐19 epidemic. Trop Med Int Health 25(3): 278.

Vieira AR (2021) Oral manifestations in coronavirus disease 2019 (COVID-19). Oral Dis 27(3): 770.

Widyananda MH, Pratama SK, Samoedra RS, Sari FN, Kharisma VD, Ansori ANM, Yulanda A (2021) Molecular docking study of sea urchin (Arbacia lixula) peptides as multi-target inhibitor for non-small cell lung cancer (NSCLC) associated proteins. J Pharm Pharmacogn Res 9(4): 484–496

WHO (2021) World Health Organization. https://covid19.who.int/table [Accessed online on: 19 March 2021]

Yalçin B, Arda N, Tezel GG, Erman M, Alli N (2006) Expressions of vascular endothelial growth factor and CD34 in oral aphthous lesions of Behçet’s disease. Anal Quant Cytol Histol 28(6): 303–306.

Zhang JM, An J (2007) Cytokines, inflammation, and pain. Int Anesthesiol Clin 45(2): 27–37.

© 2022 Journal of Pharmacy & Pharmacognosy Research (JPPRes)

Moroccan medicinal plants against COVID-19



J Pharm Pharmacogn Res 10(2): 227-238, 2022.

DOI: https://doi.org/10.56499/jppres21.1200_10.2.227

Original Article

Molecular docking study of the main phytochemicals of some medicinal plants used against COVID-19 by the rural population of Al-Haouz region, Morocco

[Estudio de acoplamiento molecular de los principales fitoquímicos de algunas plantas medicinales utilizadas contra el COVID-19 por la población rural de la región de Al-Haouz, Marruecos]

Ridwane Ghanimi1*, Ahmed Ouhammou2, Yassine El Atki3, Mohamed Cherkaoui1

1Laboratory of Pharmacology, Neurobiology, Anthropobiology, Environment and Behaviour, Department of Biology, Faculty of Sciences Semlalia, Cadi Ayyad University, Marrakech, BP 2390, 40000, Morocco.

2Laboratory of Microbial Biotechnologies, Agrosciences and Environment (BioMAgE), Agrosciences, Phytobiodiversity and Environment Team, Regional Herbarium ‘MARK’, Department of Biology, Faculty of Sciences Semlalia , Cadi Ayyad University, PO. Box 2390, Marrakech, 400001, Morocco.

3Laboratory of Physiology Pharmacology and Environmental Health, Department of Biology, Faculty of Sciences Dhar Mehraz,Sidi Mohamed Ben Abdellah University, Fez, Morocco.

*E-mail: ghanimiridwane@gmail.com, ridwane.ghanimi@ced.uca.ma

Abstract

Context: The infection by Severe Acute Respiratory Syndrome Coronavirus 2 (SARS-CoV-2) is a global health emergency. The management of this crisis requires the discovery of new drugs able to cure or reduce the severity of SARS-CoV-2.

Aims: To explore the medicinal plants consumed by the rural population of Al-Haouz region against the emergence of the COVID-19, and to assess in silico the main phytochemicals present in the essential oils and the extracts of these medicinal plants, as potential inhibitors of the COVID-19 main protease (Mpro).

Methods: The survey was conducted through a semi-structured questionnaire among 85 respondents aged 30 years and above, in the Al-Haouz region, Morocco. AutoDock Vina, was used to assess the binding affinity of the phytochemicals to the Mpro.

Results: Eleven wild medicinal species were cited; 10 belonging to the Lamiaceae family and one to the Compositae family. Thymus saturejoides Coss., Artemisia herba-alba Asso.and Mentha suaveolens Ehrh. were respectively the three most cited species during the survey. The rosmarinic acid (-7.7 kcal/mol), hesperetin (-7.2 kcal/mol), gallocatechin (-7.2 kcal/mol) and cyasterone (-7.2 kcal/mol) have shown the higher inhibitory potential against covid-19 Mpro respectively.

Conclusions: In addition to their different recognized biological activities, the medicinal plants used in the Al-Haouz region have shown good inhibitory potential against SARAS-CoV-2 Mpro. Furthermore, the phytochemicals that exhibited the highest inhibitory potentials in this virtual study require further investigation in vitro and in vivo.

Keywords: COVID-19; ethnomedicine; medicinal plants; molecular docking; Morocco; SARS-CoV-2.

Resumen

Contexto: La infección por el coronavirus 2 del síndrome respiratorio agudo severo (SARS-CoV-2) es una emergencia sanitaria mundial. El manejo de esta crisis requiere el descubrimiento de nuevos medicamentos capaces de curar o reducir la gravedad del SARS-CoV-2.

Objetivos: Explorar las plantas medicinales consumidas por la población rural de la región de Al-Haouz frente a la aparición del COVID-19, y evaluar in silico los principales fitoquímicos presentes en los aceites esenciales y los extractos de estas plantas medicinales, como potenciales inhibidores. de la proteasa principal COVID-19 (Mpro).

Métodos: La encuesta se realizó a través de un cuestionario semiestructurado entre 85 encuestados de 30 años o más, en la región de Al-haouz, Marruecos. Se utilizó AutoDock Vina para evaluar la afinidad de unión de los fitoquímicos al Mpro.

Resultados: Se citaron once especies medicinales silvestres; 10 pertenecientes a la familia Lamiaceae y una a la familia Compositae. Thymus saturejoides Coss., Artemisia herba-alba Asso. y Mentha suaveolens Ehrh. fueron, respectivamente, las tres especies más citadas durante la encuesta. El ácido rosmarínico (-7,7 kcal/mol), la hesperetina (-7,2 kcal/mol), la galocatequina (-7,2 kcal/mol) y la ciasterona (-7,2 kcal/mol) han mostrado el mayor potencial inhibitorio frente al covid-19 Mpro, respectivamente.

Conclusiones: Además de sus diferentes actividades biológicas reconocidas, las plantas medicinales utilizadas en la región de Al-Haouz han mostrado un buen potencial inhibitorio contra SARAS-CoV-2 Mpro. Además, los fitoquímicos que exhibieron los potenciales inhibidores más altos en este estudio virtual requieren más investigación in vitro e in vivo.

Palabras Clave: acoplamiento molecular; COVID-19; etnomedicina; Marruecos; plantas medicinales; SARS-CoV-2.

This image has an empty alt attribute; its file name is jppres_pdf_free.png
Citation Format: Ghanimi R, Ouhammou A, El Atki Y, Cherkaoui M (2022) Molecular docking study of the main phytochemicals of some medicinal plants used against COVID-19 by the rural population of Al-Haouz region, Morocco. J Pharm Pharmacogn Res 10(2): 227–238. https://doi.org/10.56499/jppres21.1200_10.2.227

© 2022 Journal of Pharmacy & Pharmacognosy Research (JPPRes)

Volume 9, Suppl. 1 (MICPS 2021)

J Pharm Pharmacogn Res 9(Suppl. 1), (October) 2021

1st Makassar International Conference on Pharmaceutical Sciences

(MICPS 2021)

Empowering Natural Product in Drugs Discovery and Development

Faculty of Pharmacy Universitas Muslim Indonesia

Makassar, Indonesia

September 25-26, 2021

Conference Proceedings  [1.3 Mb]
Editing, design and realization: Gabino Garrido, Marisela Valdés, Xavier Garrido, Muammar Fawwaz, Aktsar Roskiana Ahmad
Editorial Scientific Council: Muammar Fawwaz, Aktsar Roskiana Ahmad, A. Emelda, Nurmaya Effendi

© 2021 Journal of Pharmacy & Pharmacognosy Research (JPPRes)

Phaleria macrocarpa as anti-breast cancer agent



J Pharm Pharmacogn Res 9(6): 824-845, 2021.

Original article

Anti-breast cancer potential activity of Phaleria macrocarpa (Scheff.) Boerl.leaf extract through in silico studies

[Potencial actividad contra el cáncer de mama del extracto de hoja de Phaleria macrocarpa (Scheff.) Boerl. mediante estudios in silico]

Yuyun Ika Christina 1, Wirdatun Nafisah2, Mochammad Fitri Atho’illah2, Muhaimin Rifa’i2, Nashi Widodo2, Muhammad Sasmito Djati2*

1Doctoral Program, Department of Biology, Faculty of Mathematics and Natural Sciences, Brawijaya University, Malang 65145, East Java, Indonesia.

2Department of Biology, Faculty of Mathematics and Natural Sciences, Brawijaya University, Malang 65145, East Java, Indonesia.

*E-mail: msdjati@ub.ac.id

Abstract

Context: The development of apoptotic agent from natural plant products may have a beneficial effect as a promising candidate for cancer therapy. The study about the efficacy of Phaleria macrocarpa leaves on breast cancer is still limited.

Aims: To elucidate the molecular mechanisms underlying the anti-breast cancer activity of P. macrocarpa leaves extract by in silico analysis.

Methods: The compounds of the ethanol extract of P. macrocarpa were identified by Liquid Chromatography–High Resolution Mass Spectrometry (LC-HRMS) analysis. Fourteen bioactive compounds of P. macrocarpa leaf were analyzed to determine the biological activity using Prediction of Activity Spectra for Substances (PASS) server. The network analysis was analyzed using STRING (https://string-db.org/). Twelve selected compounds were docked with several protein targets, including caspase 3, Bax and Bcl-2. Molecular docking was done by Pyrx 0.8 software and visualized by Discovery Studio software. The pharmacological properties of investigated bioactive compounds were analyzed using the SwissADME web server.

Results: The twelve from fourteen bioactive compounds of P. macrocarpa leaf have anticancer properties and might be expected to involve in p53 and PI3K/Akt signaling pathways related to cancer. The molecular docking result showed that sesamin from the lignans group has the best binding affinity to caspase-3 and Bax. Meanwhile, corymboside from the flavonoid group has the best binding affinity to Bcl-2.

Conclusions: The bioactive compounds of P. macrocarpa leaves extract might potentially modulate apoptosis and cell growth. Further research should be performed to validate the activity of P. macrocarpa bioactive compounds for target cancer development.

Keywords: anticancer activity; binding affinity; bioactive compound; molecular docking; Phaleria macrocarpa.

This image has an empty alt attribute; its file name is jppres_pdf_free.png
Resumen

Contexto: El desarrollo de un agente apoptótico a partir de productos vegetales naturales puede tener un efecto beneficioso como candidato prometedor para la terapia del cáncer. El estudio sobre la eficacia de las hojas de Phaleria macrocarpa en el cáncer de mama aún es limitado.

Objetivos: Dilucidar los mecanismos moleculares que subyacen a la actividad anticancerígena del extracto de hojas de P. macrocarpa mediante análisis in silico.

Métodos: Los compuestos del extracto etanólico de P. macrocarpa se identificaron mediante análisis de cromatografía líquida-espectrometría de masas de alta resolución (LC-HRMS). Catorce compuestos bioactivos de la hoja de P. macrocarpa fueron analizados para determinar la actividad biológica utilizando el servidor de Predicción de Espectros de Actividad para Sustancias (PASS). El análisis de la red se analizó utilizando STRING (https://string-db.org/). Se acoplaron doce compuestos seleccionados con varias dianas proteicas, incluida la caspasa 3, Bax y Bcl-2. El acoplamiento molecular se realizó con el software Pyrx 0.8 y se visualizó con el software Discovery Studio. Las propiedades farmacológicas de los compuestos bioactivos investigados se analizaron utilizando el servidor web SwissADME.

Resultados: Doce de los catorce compuestos bioactivos de la hoja de P. macrocarpa tienen propiedades anticancerígenas y se puede esperar que participen en las vías de señalización de p53 y PI3K/Akt relacionadas con el cáncer. El resultado del acoplamiento molecular mostró que la sesamina del grupo de los lignanos tiene la mejor afinidad de unión a la caspasa-3 y Bax. Mientras tanto, el corimbósido del grupo flavonoide tiene la mejor afinidad de unión a Bcl-2.

Conclusiones: Los compuestos bioactivos del extracto de hojas de P. macrocarpa podrían potencialmente modular la apoptosis y el crecimiento celular. Se deben realizar más investigaciones para validar la actividad de los compuestos bioactivos de P. macrocarpa para el desarrollo de dianas terapéuticas contra el cáncer.

Palabras Clave: acoplamiento molecular; actividad anticancerígena; afinidad de unión; compuesto bioactivo; Phaleria macrocarpa.

This image has an empty alt attribute; its file name is jppres_pdf_free.png
Citation Format: Christina YI, Nafisah W, Atho'illah MF, Rifa'i M, Widodo N, Djati MS (2021) Anti-breast cancer potential activity of Phaleria macrocarpa (Scheff.) Boerl. leaf extract through in silico studies. J Pharm Pharmacogn Res 9(6): 824–845.

© 2021 Journal of Pharmacy & Pharmacognosy Research (JPPRes)