Exploring Therapeutic Potential of Nutraceutical Compounds from Propolis on MAPK1 Protein Using Bioinformatics Approaches as Anti-Coronavirus Disease 2019 (COVID-19)
Khalish Arsy Al Khairy Siregar, Paula Mariana Kustiawan, Anissa Nofita Sari, Feri Eko Hermanto
BIO Web of Conferences, doi:10.1051/bioconf/20248800007
This study explores the potential of propolis, a natural substance, as a gene therapy for treating COVID-19. Despite the advent of COVID-19 vaccines, their side effects pose new health challenges. Utilizing network pharmacology, this research identifies propolis compounds through various databases and assesses their ability to target proteins associated with COVID-19. MAPK1 emerges as a potential therapeutic target, and molecular docking reveals Broussoflavonol F, Glyasperin A, and Sulabiroins as promising compounds with strong binding affinities, i.e., -9.0, -9.0, and -8.8 kcal/mol, respectively, exceeding the native ligand (-7.2 kcal/mol). Molecular Dynamics displays stable complex behavior, with backbone RMSD values consistently below 4 Angstroms and RMSF simulations showing minimal fluctuations within ±2 Angstroms error. Moreover, MM-PBSA analysis further supports the strong binding of Broussoflavonol F, Glyasperin A, and Sulabiroins A, with relative binding energies of -122.82±89.65, 131.48±95.39, and -155.97±111,37 kJ/mol, respectively. These results indicate that propolis has potential as an anti-COVID-19 agent, primarily through inhibiting the MAPK1 pathway. However, further research is needed to validate these results and develop practical applications for COVID-19 therapy. This study underscores the significance of network pharmacology and computational models in understanding propolis mechanisms, offering potential directions for future research and treatment strategies against COVID-19.
Bold : The same amino acids where references drugs and compounds interact with proteins and support from PDB ID literature source.
Molecular Dynamics The potential compound selected as a result of molecular docking is reported to have better interaction stability (RMSD, RMSF, and Binding Energy) than Norathyriol, based on molecular dynamics results. The Root-Mean-Square Deviation (RMSD) value of the backbone structure shows that the MAPK1 complex with Sulabiroins A has better stability than the Native Ligand. Similarly, RMSD of the ligand structure also confirmed that Sulalabiroins A had better structural stability than Native Ligand. The average RMSF values obtained for Norathyriol (Control), Broussoflavonol F, Glyasperin A and Sulabiroins A were 1.51 Å, 1.65 Å and 1.48 Å respectively, indicating relatively stable behavior. The stability of the Active Sites distributed in each complex is reported to confirm the Complex Docking and Conformation results obtained from dynamic simulations. Based on the structural arrangement of the MAPK1 complex and its interactions with the active site residues of several selected compounds, it shows consistent stability below 2 Å during the simulation. Based on a comprehensive analysis of root mean square fluctuations (RMSF), it can be concluded that no statistically significant fluctuations were observed in the investigated system. Thus, the results of binding energy calculations found that Sulabiroins A, Glyasperin A and Broussoflavonol F..
References
Al-Sadi, None, Front. Biosci
Ashraf, None, Phyther. Res
Berlin, Gulick, Martinez, None, N. Engl. J. Med
Burley, None, Nucleic Acids Res
Capraru, None, Medicina (B. Aires)
Che, None, Int. J. Chron. Obstruct. Pulmon. Dis
Chen, None, Hematology
Chin, None, BMC Syst. Biol
Chu, None, Transl. Cancer Res
Daina, Michielin, Zoete, None, Nucleic Acids Res
Daina, Michielin, Zoete, None, Sci. Rep
Demeke, Woldeyohan, Kifle, None, Metab. Open
Dewi, None, Int. J. Appl. Pharm
Dilokthornsakul, Kosiyaporn, Wuttipongwaragon, Dilokthornsakul, None, J. Integr. Med
Fatriansyah, Rizqillah, Yandi, Fadilah, Sahlan, None, J. King Saud Univ. -Sci
Gentleman, Carey, Huber, Irizarry, Dudoit, Bioinformatics and Computational Biology Solutions Using R and Bioconductor,
doi:10.1007/0-387-29362-0
Gentleman, None, Genome Biol
Hariri, Hardin, None, N. Engl. J. Med
Harisna, None, Biochem. Biophys. Reports
Hidayat, Susilo, Awwaly, Cahyati, None, J. Ilmu dan Teknol. Has. Ternak
Hopkins, None, Nat. Chem. Biol
Hossain, None, Chin. Med
Ibrahim, El-Banna, None, RSC Adv
Kanehisa, Furumichi, Tanabe, Sato, Morishima, None, Nucleic Acids Res
Kashyap, None, Molecules
Khayrani, None, J. King Saud Univ. -Sci
Kim, None, Nucleic Acids Res
Krieger, Vriend, None, J. Comput. Chem
Kuhn, Mering, Campillos, Jensen, Bork, None, Nucleic Acids Res
Laskowski, Swindells, None, J. Chem. Inf. Model
Lassi, Naseem, Salam, Siddiqui, Das, None, Int. J. Environ. Res. Public Health
Li, None, Cancer Res
Ma, . -H. Chan, Leung, None, Chem. Sci
Mahroum, None, Front. Immunol
Maier, None, J. Chem. Theory Comput
Meylani, None, Results Chem
Miller, None, J. Chem. Theory Comput
Pan, Zhou, Su, Li, None, Med. Sci. Monit
Papadopoulou, None, Pathogens
Pinzi, Rastelli, None, Int. J. Mol. Sci
Rabaan, None, Ann. Clin. Microbiol. Antimicrob
Rivas, Porritt, Cheng, Bahar, Arditi, None, J. Allergy Clin. Immunol
Rizzi, None, Int. J. Mol. Sci
Sahlan, None, J. King Saud Univ. -Sci
Shang, None, J. Ethnopharmacol
Shannon, None, Genome Res
Shi, None, Front. Genet
Siregar, Hanifa, None, J. Public Heal. Trop. Coast. Reg
Stelzer, None, Curr. Protoc. Bioinforma
Syaban, None, J. Trop. Life Sci
Szklarczyk, None, Nucleic Acids Res
Tsai, None, J. Taiwan Inst. Chem. Eng
Vaghasia, Sakaria, Prajapati, Saraf, None, Comput. Biol. Med
Velázquez-Libera, Durán-Verdugo, Valdés-Jiménez, Núñez-Vivanco, Caballero, None, Bioinformatics
Vidal-Limon, Aguilar-Toala, Liceaga, None, J. Agric. Food Chem
Wallace, Laskowski, Thornton, None, Protein Eng. Des. Sel
Xinyi, None, Digit. Chinese Med
Yao, None, J. Comput. Aided. Mol. Des
Yosri, None, Foods
Zhang, None, Int. J. Med. Sci
Zheng, Ji, Li, Feng, None, PeerJ
Zheng, Xue, Wang, Guo, Liu, None, Front. Bioinforma
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'abstract': '<jats:p>This study explores the potential of propolis, a natural substance, as a gene therapy '
'for treating COVID-19. Despite the advent of COVID-19 vaccines, their side effects pose new '
'health challenges. Utilizing network pharmacology, this research identifies propolis '
'compounds through various databases and assesses their ability to target proteins associated '
'with COVID-19. MAPK1 emerges as a potential therapeutic target, and molecular docking reveals '
'Broussoflavonol F, Glyasperin A, and Sulabiroins as promising compounds with strong binding '
'affinities, i.e.,- 9.0, -9.0, and -8.8 kcal/mol, respectively, exceeding the native ligand '
'(-7.2 kcal/mol). Molecular Dynamics displays stable complex behavior, with backbone RMSD '
'values consistently below 4 Angstroms and RMSF simulations showing minimal fluctuations '
'within ±2 Angstroms error. Moreover, MM-PBSA analysis further supports the strong binding of '
'Broussoflavonol F, Glyasperin A, and Sulabiroins A, with relative binding energies of '
'-122.82±89.65, 131.48±95.39, and -155.97±111,37 kJ/mol, respectively. These results indicate '
'that propolis has potential as an anti-COVID-19 agent, primarily through inhibiting the MAPK1 '
'pathway. However, further research is needed to validate these results and develop practical '
'applications for COVID-19 therapy. This study underscores the significance of network '
'pharmacology and computational models in understanding propolis mechanisms, offering '
'potential directions for future research and treatment strategies against COVID-19.</jats:p>',
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'first-page': '28',
'DOI': '10.14710/jphtcr.v4i1.10569',
'volume': '4',
'author': 'Siregar',
'year': '2021',
'journal-title': 'J. Public Heal. Trop. Coast. Reg.'},
{ 'key': 'R2',
'doi-asserted-by': 'crossref',
'unstructured': 'Wu W. et al, Front. Endocrinol. (Lausanne). 14, (2023).',
'DOI': '10.3389/fendo.2023.1238981'},
{ 'key': 'R3',
'doi-asserted-by': 'crossref',
'first-page': '1753',
'DOI': '10.3390/jcm9061753',
'volume': '9',
'author': 'Baj',
'year': '2020',
'journal-title': 'J. Clin. Med.'},
{ 'key': 'R4',
'doi-asserted-by': 'crossref',
'first-page': '2451',
'DOI': '10.1056/NEJMcp2009575',
'volume': '383',
'author': 'Berlin',
'year': '2020',
'journal-title': 'N. Engl. J. Med.'},
{ 'key': 'R5',
'doi-asserted-by': 'crossref',
'first-page': '182',
'DOI': '10.1056/NEJMe2018629',
'volume': '383',
'author': 'Hariri',
'year': '2020',
'journal-title': 'N. Engl. J. Med.'},
{ 'key': 'R6',
'doi-asserted-by': 'crossref',
'first-page': '57',
'DOI': '10.1016/j.jaci.2020.10.008',
'volume': '147',
'author': 'Rivas',
'year': '2021',
'journal-title': 'J. Allergy Clin. Immunol.'},
{ 'key': 'R7',
'doi-asserted-by': 'crossref',
'first-page': '40',
'DOI': '10.1186/s12941-020-00384-w',
'volume': '19',
'author': 'Rabaan',
'year': '2020',
'journal-title': 'Ann. Clin. Microbiol. Antimicrob.'},
{ 'key': 'R8',
'doi-asserted-by': 'crossref',
'first-page': '988',
'DOI': '10.3390/ijerph18030988',
'volume': '18',
'author': 'Lassi',
'year': '2021',
'journal-title': 'Int. J. Environ. Res. Public Health'},
{ 'key': 'R9',
'doi-asserted-by': 'crossref',
'unstructured': 'Mahroum N.. et al, Front. Immunol. 13, (2022).',
'DOI': '10.3389/fimmu.2022.872683'},
{ 'key': 'R10',
'doi-asserted-by': 'crossref',
'first-page': '114',
'DOI': '10.1016/j.joim.2022.01.008',
'volume': '20',
'author': 'Dilokthornsakul',
'year': '2022',
'journal-title': 'J. Integr. Med.'},
{ 'key': 'R11',
'doi-asserted-by': 'crossref',
'first-page': '100141',
'DOI': '10.1016/j.metop.2021.100141',
'volume': '12',
'author': 'Demeke',
'year': '2021',
'journal-title': 'Metab. Open'},
{ 'key': 'R12',
'doi-asserted-by': 'crossref',
'first-page': '6374',
'DOI': '10.3390/molecules27196374',
'volume': '27',
'author': 'Kashyap',
'year': '2022',
'journal-title': 'Molecules'},
{ 'key': 'R13',
'doi-asserted-by': 'crossref',
'first-page': '100',
'DOI': '10.1186/s13020-022-00651-2',
'volume': '17',
'author': 'Hossain',
'year': '2022',
'journal-title': 'Chin. Med.'},
{ 'key': 'R14',
'doi-asserted-by': 'crossref',
'first-page': '1776',
'DOI': '10.3390/foods10081776',
'volume': '10',
'author': 'Yosri',
'year': '2021',
'journal-title': 'Foods'},
{ 'key': 'R15',
'doi-asserted-by': 'crossref',
'first-page': '627',
'DOI': '10.1002/ptr.7640',
'volume': '37',
'author': 'Ashraf',
'year': '2023',
'journal-title': 'Phyther. Res.'},
{ 'key': 'R16',
'doi-asserted-by': 'crossref',
'first-page': '311',
'DOI': '10.3390/pathogens11030311',
'volume': '11',
'author': 'Papadopoulou',
'year': '2022',
'journal-title': 'Pathogens'},
{ 'key': 'R17',
'doi-asserted-by': 'crossref',
'first-page': '877',
'DOI': '10.3390/medicina59050877',
'volume': '59',
'author': 'Capraru',
'year': '2023',
'journal-title': 'Medicina (B. Aires).'},
{ 'key': 'R18',
'doi-asserted-by': 'crossref',
'first-page': '7099',
'DOI': '10.3390/ijms24087099',
'volume': '24',
'author': 'Rizzi',
'year': '2023',
'journal-title': 'Int. J. Mol. Sci.'},
{ 'key': 'R19',
'doi-asserted-by': 'crossref',
'first-page': '104898',
'DOI': '10.1016/j.jtice.2023.104898',
'volume': '147',
'author': 'Tsai',
'year': '2023',
'journal-title': 'J. Taiwan Inst. Chem. Eng.'},
{ 'key': 'R20',
'doi-asserted-by': 'crossref',
'unstructured': 'Zheng S.., Xue T.., Wang B.., Guo H. & Liu Q., Front. Bioinforma. 2, '
'(2022).',
'DOI': '10.3389/fbinf.2022.928116'},
{ 'key': 'R21',
'doi-asserted-by': 'crossref',
'first-page': '682',
'DOI': '10.1038/nchembio.118',
'volume': '4',
'author': 'Hopkins',
'year': '2008',
'journal-title': 'Nat. Chem. Biol.'},
{ 'key': 'R22',
'doi-asserted-by': 'crossref',
'first-page': '681',
'DOI': '10.21037/tcr-20-2596',
'volume': '10',
'author': 'Chu',
'year': '2021',
'journal-title': 'Transl. Cancer Res.'},
{ 'key': 'R23',
'doi-asserted-by': 'crossref',
'unstructured': 'Lai X. et al, Front. Pharmacol. 11, (2020).',
'DOI': '10.3389/fphar.2020.01194'},
{ 'key': 'R24',
'doi-asserted-by': 'crossref',
'first-page': 'e13737',
'DOI': '10.7717/peerj.13737',
'volume': '10',
'author': 'Zheng',
'year': '2022',
'journal-title': 'PeerJ'},
{ 'key': 'R25',
'doi-asserted-by': 'crossref',
'first-page': '1656',
'DOI': '10.1039/C1SC00152C',
'volume': '2',
'author': 'Ma',
'year': '2011',
'journal-title': 'Chem. Sci.'},
{ 'key': 'R26',
'doi-asserted-by': 'crossref',
'first-page': '4331',
'DOI': '10.3390/ijms20184331',
'volume': '20',
'author': 'Pinzi',
'year': '2019',
'journal-title': 'Int. J. Mol. Sci.'},
{ 'key': 'R27',
'doi-asserted-by': 'crossref',
'first-page': '934',
'DOI': '10.1021/acs.jafc.1c06110',
'volume': '70',
'author': 'Vidal-Limon',
'year': '2022',
'journal-title': 'J. Agric. Food Chem.'},
{ 'key': 'R28',
'doi-asserted-by': 'crossref',
'first-page': '11610',
'DOI': '10.1039/D1RA01390D',
'volume': '11',
'author': 'Ibrahim',
'year': '2021',
'journal-title': 'RSC Adv.'},
{ 'key': 'R29',
'doi-asserted-by': 'crossref',
'first-page': '100969',
'DOI': '10.1016/j.bbrep.2021.100969',
'volume': '26',
'author': 'Harisna',
'year': '2021',
'journal-title': 'Biochem. Biophys. Reports'},
{ 'key': 'R30',
'doi-asserted-by': 'crossref',
'first-page': '103',
'DOI': '10.22159/ijap.2021.v13s2.20',
'volume': '13',
'author': 'Dewi',
'year': '2021',
'journal-title': 'Int. J. Appl. Pharm.'},
{ 'key': 'R31',
'doi-asserted-by': 'crossref',
'first-page': '219',
'DOI': '10.11594/jtls.12.02.08',
'volume': '12',
'author': 'Syaban',
'year': '2022',
'journal-title': 'J. Trop. Life Sci.'},
{ 'key': 'R32',
'doi-asserted-by': 'crossref',
'first-page': '101297',
'DOI': '10.1016/j.jksus.2020.101297',
'volume': '33',
'author': 'Khayrani',
'year': '2021',
'journal-title': 'J. King Saud Univ. Sci.'},
{ 'key': 'R33',
'doi-asserted-by': 'crossref',
'first-page': '123',
'DOI': '10.21776/ub.jitek.2022.017.02.7',
'volume': '17',
'author': 'Hidayat',
'year': '2022',
'journal-title': 'J. Ilmu dan Teknol. Has. Ternak'},
{ 'key': 'R34',
'doi-asserted-by': 'crossref',
'first-page': '101234',
'DOI': '10.1016/j.jksus.2020.101234',
'volume': '33',
'author': 'Sahlan',
'year': '2021',
'journal-title': 'J. King Saud Univ. Sci.'},
{ 'key': 'R35',
'doi-asserted-by': 'crossref',
'first-page': '101707',
'DOI': '10.1016/j.jksus.2021.101707',
'volume': '34',
'author': 'Fatriansyah',
'year': '2022',
'journal-title': 'J. King Saud Univ. Sci.'},
{ 'key': 'R36',
'doi-asserted-by': 'crossref',
'unstructured': 'Kumar V.. et al, Phyther. Res. (2023) doi:10.1002/ptr.7717.',
'DOI': '10.1002/ptr.7717'},
{ 'key': 'R37',
'doi-asserted-by': 'crossref',
'first-page': '42717',
'DOI': '10.1038/srep42717',
'volume': '7',
'author': 'Daina',
'year': '2017',
'journal-title': 'Sci. Rep.'},
{ 'key': 'R38',
'doi-asserted-by': 'crossref',
'first-page': 'D684',
'DOI': '10.1093/nar/gkm795',
'volume': '36',
'author': 'Kuhn',
'year': '2007',
'journal-title': 'Nucleic Acids Res.'},
{ 'key': 'R39',
'doi-asserted-by': 'crossref',
'first-page': '413',
'DOI': '10.1007/s10822-016-9915-2',
'volume': '30',
'author': 'Yao',
'year': '2016',
'journal-title': 'J. Comput. Aided. Mol. Des.'},
{ 'key': 'R40',
'doi-asserted-by': 'crossref',
'first-page': 'W357',
'DOI': '10.1093/nar/gkz382',
'volume': '47',
'author': 'Daina',
'year': '2019',
'journal-title': 'Nucleic Acids Res.'},
{ 'key': 'R41',
'doi-asserted-by': 'crossref',
'unstructured': 'Safran M.. et al, in Practical Guide to Life Science Databases 27–56 '
'(Springer Nature Singapore, 2021). doi:10.1007/978-981-16-5812-9_2.',
'DOI': '10.1007/978-981-16-5812-9_2'},
{ 'key': 'R42',
'doi-asserted-by': 'crossref',
'first-page': 'D353',
'DOI': '10.1093/nar/gkw1092',
'volume': '45',
'author': 'Kanehisa',
'year': '2017',
'journal-title': 'Nucleic Acids Res.'},
{ 'key': 'R43',
'doi-asserted-by': 'crossref',
'first-page': '336',
'DOI': '10.1179/1607845414Y.0000000209',
'volume': '20',
'author': 'Chen',
'year': '2015',
'journal-title': 'Hematology'},
{ 'key': 'R44',
'doi-asserted-by': 'crossref',
'first-page': '4648',
'DOI': '10.12659/MSM.917240',
'volume': '25',
'author': 'Pan',
'year': '2019',
'journal-title': 'Med. Sci. Monit.'},
{'key': 'R45', 'unstructured': 'Gentleman R. C.. et al, Genome Biol. 5, (2004).'},
{ 'key': 'R46',
'doi-asserted-by': 'crossref',
'first-page': '115876',
'DOI': '10.1016/j.jep.2022.115876',
'volume': '302',
'author': 'Shang',
'year': '2023',
'journal-title': 'J. Ethnopharmacol.'},
{ 'key': 'R47',
'doi-asserted-by': 'crossref',
'first-page': '2503',
'DOI': '10.2147/COPD.S321877',
'volume': '16',
'author': 'Che',
'year': '2021',
'journal-title': 'Int. J. Chron. Obstruct. Pulmon. Dis.'},
{ 'key': 'R48',
'doi-asserted-by': 'crossref',
'unstructured': 'Shi L.. et al, Front. Genet. 13, (2022).',
'DOI': '10.3389/fgene.2022.870640'},
{ 'key': 'R49',
'doi-asserted-by': 'crossref',
'first-page': 'D447',
'DOI': '10.1093/nar/gku1003',
'volume': '43',
'author': 'Szklarczyk',
'year': '2015',
'journal-title': 'Nucleic Acids Res.'},
{'key': 'R50', 'unstructured': 'Stelzer G.. et al, Curr. Protoc. Bioinforma. 54, (2016).'},
{ 'key': 'R51',
'doi-asserted-by': 'crossref',
'first-page': '2498',
'DOI': '10.1101/gr.1239303',
'volume': '13',
'author': 'Shannon',
'year': '2003',
'journal-title': 'Genome Res.'},
{ 'key': 'R52',
'doi-asserted-by': 'crossref',
'unstructured': 'Gentleman R.., Carey V. J.., Huber W.., Irizarry R. A. & Dudoit S., '
'Bioinformatics and Computational Biology Solutions Using R and '
'Bioconductor. (Springer New York, 2005). doi:10.1007/0-387-29362-0.',
'DOI': '10.1007/0-387-29362-0'},
{ 'key': 'R53',
'doi-asserted-by': 'crossref',
'first-page': 'S11',
'DOI': '10.1186/1752-0509-8-S4-S11',
'volume': '8',
'author': 'Chin',
'year': '2014',
'journal-title': 'BMC Syst. Biol.'},
{ 'key': 'R54',
'doi-asserted-by': 'crossref',
'first-page': '105994',
'DOI': '10.1016/j.compbiomed.2022.105994',
'volume': '149',
'author': 'Vaghasia',
'year': '2022',
'journal-title': 'Comput. Biol. Med.'},
{ 'key': 'R55',
'doi-asserted-by': 'crossref',
'unstructured': 'Dallakyan S. & Olson A. J., in Chemical Biology 243–250 (Humana Press, '
'2015). doi:10.1007/978-1-4939-2269-7_19.',
'DOI': '10.1007/978-1-4939-2269-7_19'},
{ 'key': 'R56',
'doi-asserted-by': 'crossref',
'first-page': '260',
'DOI': '10.1158/0008-5472.CAN-11-2596',
'volume': '72',
'author': 'Li',
'year': '2012',
'journal-title': 'Cancer Res.'},
{ 'key': 'R57',
'doi-asserted-by': 'crossref',
'unstructured': 'Burley S. K.. et al, Nucleic Acids Res. 49, D437–D451 (2021).',
'DOI': '10.1093/nar/gkaa1038'},
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'DOI': '10.1021/ci200227u',
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'DOI': '10.1002/jcc.23899',
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'DOI': '10.1021/ct300418h',
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'year': '2023',
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'year': '2021',
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