Exploration of bioactive compounds from Mangifera indica (Mango) as probable inhibitors of thymidylate synthase and nuclear factor kappa-B (NF-Κb) in colorectal cancer management
-
Misbaudeen Abdul-Hammed
, Isah Adewale Bello
Abstract
This research is aimed at investigating the anti-colorectal cancer activities of phytochemicals from Mangifera indica (Mango) via the inhibition of thymidylate synthase (TS) and Nuclear Factor kappa B (NF–κB) using computational chemistry tools. Ligands (141 phytochemicals previously isolated from mangoes) and reference drugs (Raltitrexed and Emetine), the drug inhibitors of TS and NF–κB, respectively) were subjected to screening via ADMET profiling, drug-likeness analysis, oral bioavailability, PASS profile, and molecular interactions. Ligands that passed the previously mentioned screening were docked in duplicate against the target receptors (TS and NF–κB) using PyRx software. The mean values were calculated to obtain suitable docking scores. The analysis showed that TS was strongly inhibited by Friedelan-3beta-Ol with its lower binding energy of −9.0 kcal/mol more than Raltitrexed with a binding energy of −8.7 kcal/mol. NF–κB was also inhibited by Friedelan-3beta-Ol and Friedelin with binding energies of −8.0 and −8.1 kcal/mol, respectively, more than Emetine with a binding energy of −6.4 kcal/mol. These two phytochemicals performed much better than the standard drugs, thus selected as the best hits compounds because of their ADMET profile, drug-likeness properties, bioactivity, oral bioavailability, PASS prediction, binding affinities, and their interactions with the amino acids in the active sites of the receptors. Therefore, further studies are necessary for the validation of these claims toward the development of new effective and safer anti-colorectal cancer drugs.
-
Author contributions: All the authors have accepted responsibility for the entire content of this submitted manuscript and approved submission.
-
Research funding: None declared.
-
Conflict of interest statement: The authors declare no conflicts of interest regarding this article.
References
1. Arnold, M, Sierra, MS, Laversanne, M, Soerjomataram, I, Jemal, A, Bray, F. Global patterns and trends in colorectal cancer incidence and mortality. Gut 2017;66:683–91. https://doi.org/10.1136/gutjnl-2015-310912.Search in Google Scholar PubMed
2. Watson, IR, Takahashi, K, Futreal, PA, Chin, L. Emerging patterns of somatic mutations in cancer. Nat Rev Genet 2013;14:703–18. https://doi.org/10.1038/nrg3539.Search in Google Scholar PubMed PubMed Central
3. Fearon, ER. Molecular genetics of colorectal cancer. Annu Rev Pathol 2011;6:479–507. https://doi.org/10.1146/annurev-pathol-011110-130235.Search in Google Scholar PubMed
4. Fischer, J, Walker, LC, Robinson, BA, Frizelle, FA, Church, JM, Eglinton, TW. Clinical implications of the genetics of sporadic colorectal cancer. ANZ J Surg 2019;89:1224–9. https://doi.org/10.1111/ans.15074.Search in Google Scholar PubMed
5. Guinney, J, Dienstmann, R, Wang, X, de Reynies, A, Schlicker, A, Soneson, C, et al.. The consensus molecular subtypes of colorectal cancer. Nat Med 2015;21:1350–6. https://doi.org/10.1038/nm.3967.Search in Google Scholar PubMed PubMed Central
6. Gao, CM, Ding, JH, Li, SP, Liu, YT, Cao, HX, Wu, JZ, et al.. Polymorphisms in the thymidylate synthase gene and risk of colorectal cancer. Asian Pac J Cancer Prev APJCP 2012;13:4087–91. https://doi.org/10.7314/apjcp.2012.13.8.4087.Search in Google Scholar PubMed
7. Danenberg, PV. Pharmacogenomics of thymidylate synthase in cancer treatment. Front Biosci 2004;9:2484–94. https://doi.org/10.2741/1410.Search in Google Scholar PubMed
8. Yu, LL, Yu, HG, Yu, JP, Luo, HS, Xu, XM, Li, JH. Nuclear factor kappa-B p65 (RelA) transcription factor is constitutively activated in human colorectal carcinoma tissue. World J Gastroenterol 2004;10:3255–60. https://doi.org/10.3748/wjg.v10.i22.3255.Search in Google Scholar PubMed PubMed Central
9. Liu, S, Sun, X, Wang, M, Hou, Y, Zhan, Y, Jiang, Y, et al.. A microRNA 221- and 222-mediated feedback loop maintains constitutive activation of NF-kappa B and STAT3 in colorectal cancer cells. Gastroenterology 2014;147:847–59. https://doi.org/10.1053/j.gastro.2014.06.006.Search in Google Scholar PubMed PubMed Central
10. Sakamoto, K, Maeda, S, Hikiba, Y, Nakagawa, H, Hayakawa, Y, Shibata, W, et al.. Constitutive NF-kappa B activation in colorectal carcinoma plays a key role in angiogenesis, promoting tumor growth. Clin Cancer Res 2009;15:2248–58. https://doi.org/10.1158/1078-0432.ccr-08-1383.Search in Google Scholar PubMed
11. Dai, Y, Lawrence, TS, Xu, L. Overcoming cancer therapy resistance by targeting inhibitors of apoptosis proteins and nuclear factor-kappa B. Am. J. Transl. Res. 2009;1:1–15.Search in Google Scholar
12. Seymour, MT, Maughan, TS, Ledermann, JA, Topham, C, James, R, Gwyther, SJ, et al.. Different strategies of sequential and combination chemotherapy for patients with poor prognosis advanced colorectal cancer (MRC FOCUS): a randomized controlled trial. Lancet 2007;370:143–52. https://doi.org/10.1016/s0140-6736(07)61087-3.Search in Google Scholar PubMed
13. Onawole, AT, Sulaiman, KO, Adegoke, RO, Kolapo, TU. Identification of potential inhibitors against the Zika virus using consensus scoring. J Mol Graph Model 2017;73:54–61. https://doi.org/10.1016/j.jmgm.2017.01.018.Search in Google Scholar PubMed
14. Sulaiman, KO, Kolapo, TU, Onawole, AT, Islam, A, Adegoke, RO, Badmus, SO. Molecular dynamics and combined docking studies for the identification of zaire ebola virus inhibitors. J Biomol Struct Dyn 2018;37:3029–40. https://doi.org/10.1080/07391102.2018.1506362.Search in Google Scholar PubMed
15. Abdul-Hammed, M, Adedotun, IO, Olajide, M, Irabor, CO, Afolabi, TI, Gbadebo, IO, et al.. Virtual screening, ADMET profiling, PASS prediction, and bioactivity studies of potential inhibitory roles of alkaloids, phytosterols, and flavonoids against COVID-19 main protease (Mpro). Nat Prod Res 2022;36:3110–6.10.1080/14786419.2021.1935933Search in Google Scholar PubMed PubMed Central
16. Abdul-Hammed, M, Adedotun, IO, Falade, VA, Adepoju, AJ, Olasupo, SB, Akinboade, MW. Target-based drug discovery, ADMET profiling and bioactivity studies of antibiotics as potential inhibitors of SARS-CoV-2 main protease (Mpro). VirusDis 2021;32:642–56. https://doi.org/10.1007/s13337-021-00717-z.Search in Google Scholar PubMed PubMed Central
17. Meran, KE, Kamani, T, Sameera, RS. A review on ethnopharmacological applications, pharmacological activities, and bioactive compounds of Mangifera indica (Mango). Evid.-based complement. Alternative Med 2017;2017:6949835. https://doi.org/10.1155/2017/6949835.Search in Google Scholar PubMed PubMed Central
18. Abdusalam, AAA, Murugaiyah, V. Identification of potential inhibitors of 3CL protease of SARS-CoV-2 from ZINC database by molecular docking-based virtual screening. Front Mol Biosci 2020;7:419. https://doi.org/10.3389/fmolb.2020.603037.Search in Google Scholar PubMed PubMed Central
19. Maia, EHB, Assis, LC, de Oliveira, TA, da Silva, AM, Taranto, AG. Structure-based virtual screening: from classical to artificial intelligence. Front Chem 2020;8:343. https://doi.org/10.3389/fchem.2020.00343.Search in Google Scholar PubMed PubMed Central
20. Brogi, S, Ramalho, TC, Kuca, K, Medina-Franco, JL, Valko, M. In silico methods for drug design and discovery. Front Chem 2020;8:612. https://doi.org/10.3389/fchem.2020.00612.Search in Google Scholar PubMed PubMed Central
21. Ferreira, LG, Santos, RN, Oliva, G, Andricopulo, AD. Molecular docking and structure-based drug design strategies. Molecules 2015;20:13384–421. https://doi.org/10.3390/molecules200713384.Search in Google Scholar PubMed PubMed Central
22. Surabhi, SBK. Computer aided drug design: an overview. J Drug Deliv Therapeut 2018;8:504–9. https://doi.org/10.22270/jddt.v8i5.1894.Search in Google Scholar
23. Abdul-Hammed, M, Semire, B, Adepoju, AJ, Adedotun, IO, Lawal, TA, Olajide, M, et al.. Dietary ceramides as inhibitors of cyclooxygenase-2 and thymidylate synthase: insights from DFT and. Molecular Docking Studies 2020;25:Xx.Search in Google Scholar
24. Amin, MR, Yasmin, F, Dey, S, Mahmud, S, Saleh, MA, Emran, TB, et al.. Methyl β-D-galactopyranoside esters as potential inhibitors for SARS-CoV-2 protease enzyme: synthesis, antimicrobial, PASS, molecular docking, molecular dynamics simulations and quantum computations. Glycoconj J 2021. https://doi.org/10.1007/s10719-021-10039-3.Search in Google Scholar PubMed PubMed Central
25. Nisha, CM, Kumar, A, Gupta, PNN, Silakari, C, Tripathi, T, Kumar, A, et al.. Molecular docking and in silico ADMET study reveals acylguanidine 7a as a potential inhibitor of β-secretase. Adv Bioinf 2016;2016:9258578. https://doi.org/10.1155/2016/9258578.Search in Google Scholar PubMed PubMed Central
26. BIOVIA, DS. Discovery Studio Visualizer. San Diego: Dassault Systèmes; 2019.Search in Google Scholar
27. Tian, W, Chen, C, Lei, X, Zhao, J, Liang, J. CASTp 3.0: computed atlas of surface topography of proteins. Nucleic Acids Res 2018;46:W363–7. https://doi.org/10.1093/nar/gky473.Search in Google Scholar PubMed PubMed Central
28. Cheng, F, Li, W, Zhou, Y, Shen, J, Wu, Z, Liu, G, et al.. A comprehensive source and free tool for assessment of chemical ADMET properties. J Chem Inf Model 2012;52:3099–105. https://doi.org/10.1021/ci300367a.Search in Google Scholar PubMed
29. Hongbin, Y, Chaofeng, L, Lixia, S, Jie, L, Yingchun, C, Zhuang, W, et al.. admetSAR 2.0: web service for prediction and optimization of chemical ADMET properties. Bioinformatics 2018;35:1067–9. https://doi.org/10.1093/bioinformatics/bty707.Search in Google Scholar PubMed
30. Lipinski, CA. Lead and drug-like compounds: the rule of five revolutions. Drug Discovery Today: Technologies; 2004:1740–6749 pp.10.1016/j.ddtec.2004.11.007Search in Google Scholar PubMed
31. Lipinski, CA, Lombardo, F, Dominy, BW, Feeney, PJ. Experimental and computational approaches to estimate solubility and permeability in drug discovery and development. Adv Drug Deliv Rev 2021;46:3–25.10.1016/S0169-409X(00)00129-0Search in Google Scholar PubMed
32. Daina, A, Michielin, O, Zoete, V. SwissADME: a free web tool to evaluate pharmacokinetics, drug-likeness and medicinal chemistry friendliness of small molecules. Sci Rep 2017;7:42717. https://doi.org/10.1038/srep42717.Search in Google Scholar PubMed PubMed Central
33. Filimonov, DA, Lagunin, AA, Gloriozova, TA, Rudik, AV, Druzhilovskii, DS, Pogodin, PV, et al.. Prediction of the biological activity spectra of organic compounds using the PASS online web resource. Chem Heterocycl Compd 2014;50:444–57. https://doi.org/10.1007/s10593-014-1496-1.Search in Google Scholar
34. Chen, D, Jansson, A, Sim, D, Larsson, A, Nordlund, P. Structural analyses of human thymidylate synthase reveal a site that may control signal switching between active and inactive states. J Biol Chem 2017;292:13449–458. https://doi.org/10.1074/jbc.m117.787267.Search in Google Scholar
35. Cramer, P, Larson, JC, Verdine, LG, Muller, WC. Structure of the human NF-kB p52 homodimer-DNA complex at 2.1 resolution. EMBO J 1997;16:7078–90. https://doi.org/10.1093/emboj/16.23.7078.Search in Google Scholar PubMed PubMed Central
36. Moore, S. Purpose of ADME studies in drug development; 2021. Available from: https://www.azolifesciences.com/article/Purpose-of-ADME-Studies-in-Drug-Development.aspx.Search in Google Scholar
37. Sander, T. OSIRIS Property Explorer. Organic Chemistry Portal; 2001. Available from: https://www.organic-chemistry.org/prog/peo.10.1002/1099-0690(200110)2001:20<3771::AID-EJOC3771>3.0.CO;2-0Search in Google Scholar
38. Jyotshna, Khare, P, Shanker, K. Mangiferin: a review of sources and interventions for biological activities. BioFactors 2016;42:504–14.10.1002/biof.1308Search in Google Scholar
39. Calderón-Montaño, JM, Burgos-Morón, E, Pérez-Guerrero, C, López-Lázaro, M. A review on the dietary flavonoid kaempferol. Mini-Reviews in Med Chem 2011;11:298–344.10.2174/138955711795305335Search in Google Scholar
40. Falade, VA, Adelusi, TI, Adedotun, IO, Abdul-Hammed, M, Lawal, TA, Agboluaje, SA. In-silico investigation of saponins and tannins as potential inhibitors of SARS-CoV-2 main protease (Mpro). Silico Pharmacol 2021;9:9. https://doi.org/10.1007/s40203-020-00071-w.Search in Google Scholar
© 2023 Walter de Gruyter GmbH, Berlin/Boston
Articles in the same Issue
- Frontmatter
- Reviews
- Modern analytical approach in biopolymer characterization
- Development of nanocellulose fiber reinforced starch biopolymer composites: a review
- Recent developments in sago starch thermoplastic bio-composites
- Mechanical degradation of sugar palm crystalline nanocellulose reinforced thermoplastic sugar palm starch (TPS)/poly (lactic acid) (PLA) blend bionanocomposites in aqueous environments
- Computational design of the novel building blocks for the metal-organic frameworks based on the organic ligand protected Cu4 cluster
- Highly functional nanocellulose-reinforced thermoplastic starch-based nanocomposites
- Spectral peak areas do not vary according to spectral averaging scheme used in functional MRS experiments at 3 T with interleaved visual stimulation
- Triterpenoids of antibacterial extracts from the leaves of Bersama abyssinica Fresen (Francoaceae)
- Immediate effects of atrazine application on soil organic carbon and selected macronutrients and amelioration by sawdust biochar pretreatment
- Process configuration of combined ozonolysis and anaerobic digestion for wastewater treatment
- Concentration levels and risk assessment of organochlorine and organophosphate pesticide residue in selected cereals and legumes sold in Anambra State, south-eastern Nigeria
- XRD and cytotoxicity assay of submitted nanomaterial industrial samples in the Philippines
- Comparative study of the photocatalytic degradation of tetracycline under visible light irradiation using Bi24O31Br11-anchored carbonaceous and silicates catalyst support
- Xanthoangelol, geranilated chalcone compound, isolation from pudau leaves (Artocarpus kemando Miq.) as antibacterial and anticancer
- Barley thermoplastic starch nanocomposite films reinforced with nanocellulose
- Integration of chemo- and bio-catalysis to intensify bioprocesses
- Fabrication of starch-based packaging materials
- Potato thermoplastic starch nanocomposite films reinforced with nanocellulose
- Review on sago thermoplastic starch composite films reinforced with nanocellulose
- Wheat thermoplastic starch composite films reinforced with nanocellulose
- Synergistic effect in bimetallic gold catalysts: recent trends and prospects
- Simultaneous removal of methylene blue, copper Cu(II), and cadmium Cd(II) from synthetic wastewater using fennel-based adsorbents
- The investigation of the physical properties of an electrical porcelain insulator manufactured from locally sourced materials
- Concentration evaluation and risk assessment of pesticide residues in selected vegetables sold in major markets of Port Harcourt South-South Nigeria
- Detection of iodine in aqueous extract of plants through modified Mohr’s method
- Exploration of bioactive compounds from Mangifera indica (Mango) as probable inhibitors of thymidylate synthase and nuclear factor kappa-B (NF-Κb) in colorectal cancer management
- A new sphingoid derivative from Acacia hockii De Wild (Fabaceae) with antimicrobial and insecticidal properties
- Protection of wood against bio-attack and research of new effective and environmental friendly fungicides
- Computational investigation of Arbutus serratifolia Salisb molecules as new potential SARS-CoV-2 inhibitors
- Exploring the solvation of water molecules around radioactive elements in nuclear waste water treatment
Articles in the same Issue
- Frontmatter
- Reviews
- Modern analytical approach in biopolymer characterization
- Development of nanocellulose fiber reinforced starch biopolymer composites: a review
- Recent developments in sago starch thermoplastic bio-composites
- Mechanical degradation of sugar palm crystalline nanocellulose reinforced thermoplastic sugar palm starch (TPS)/poly (lactic acid) (PLA) blend bionanocomposites in aqueous environments
- Computational design of the novel building blocks for the metal-organic frameworks based on the organic ligand protected Cu4 cluster
- Highly functional nanocellulose-reinforced thermoplastic starch-based nanocomposites
- Spectral peak areas do not vary according to spectral averaging scheme used in functional MRS experiments at 3 T with interleaved visual stimulation
- Triterpenoids of antibacterial extracts from the leaves of Bersama abyssinica Fresen (Francoaceae)
- Immediate effects of atrazine application on soil organic carbon and selected macronutrients and amelioration by sawdust biochar pretreatment
- Process configuration of combined ozonolysis and anaerobic digestion for wastewater treatment
- Concentration levels and risk assessment of organochlorine and organophosphate pesticide residue in selected cereals and legumes sold in Anambra State, south-eastern Nigeria
- XRD and cytotoxicity assay of submitted nanomaterial industrial samples in the Philippines
- Comparative study of the photocatalytic degradation of tetracycline under visible light irradiation using Bi24O31Br11-anchored carbonaceous and silicates catalyst support
- Xanthoangelol, geranilated chalcone compound, isolation from pudau leaves (Artocarpus kemando Miq.) as antibacterial and anticancer
- Barley thermoplastic starch nanocomposite films reinforced with nanocellulose
- Integration of chemo- and bio-catalysis to intensify bioprocesses
- Fabrication of starch-based packaging materials
- Potato thermoplastic starch nanocomposite films reinforced with nanocellulose
- Review on sago thermoplastic starch composite films reinforced with nanocellulose
- Wheat thermoplastic starch composite films reinforced with nanocellulose
- Synergistic effect in bimetallic gold catalysts: recent trends and prospects
- Simultaneous removal of methylene blue, copper Cu(II), and cadmium Cd(II) from synthetic wastewater using fennel-based adsorbents
- The investigation of the physical properties of an electrical porcelain insulator manufactured from locally sourced materials
- Concentration evaluation and risk assessment of pesticide residues in selected vegetables sold in major markets of Port Harcourt South-South Nigeria
- Detection of iodine in aqueous extract of plants through modified Mohr’s method
- Exploration of bioactive compounds from Mangifera indica (Mango) as probable inhibitors of thymidylate synthase and nuclear factor kappa-B (NF-Κb) in colorectal cancer management
- A new sphingoid derivative from Acacia hockii De Wild (Fabaceae) with antimicrobial and insecticidal properties
- Protection of wood against bio-attack and research of new effective and environmental friendly fungicides
- Computational investigation of Arbutus serratifolia Salisb molecules as new potential SARS-CoV-2 inhibitors
- Exploring the solvation of water molecules around radioactive elements in nuclear waste water treatment