Computational approach by molecular docking and molecular dynamics of compounds from two Congolese medicinal plants as potent antisickling agents - 2026
[en] Background: Sickle cell disease is a genetic disorder caused by hemoglobin S, and its treatment remains challenging. Compounds that penetrate erythrocytes to stabilize hemoglobin S are potential therapeutic agents. This study evaluated the in silico antisickling activity of 13 isolated flavonoids from Justicia secunda and Moringa oleifera using molecular docking and dynamics. Methods: Deoxyhemoglobin (3WCU) and human bisphosphoglycerate mutase (3NFY) were used as receptor proteins. Flavonoids were identified via LC-MS/MS in positive and negative modes. Frontier molecular orbital (FMO) analysis, QSAR studies, ADMET profiling, and molecular dynamics simulations (MD) were conducted to assess reactivity, stability, and drug-likeness. Results: Four compounds (C_3, C_9, C_11, C_12) showed the highest docking activity, with C_11 and C_12 emerging as top ligands. FMO analysis indicated HOMO energies (–5.496 to –5.917 eV) and LUMO energies (–1.139 to –1.468 eV). Water solubility, GI absorption, BBB permeability, and CYP interactions were predicted, with all compounds classified as soluble but low GI absorption and non-BBB permeant. Drug-likeness evaluation showed multiple violations, typical for large flavonoids, while bioavailability scores were 0.17. Medicinal chemistry filters revealed minimal PAINS/Brenk alerts with synthetic accessibility ranging 3.82–7.42. Docking and hydrogen-bond analyses indicated that C_11 and C_12 interacted with key residues of 3WCU and 3NFY. MD simulations and ADMET profiles confirmed the stability and drug-like potential of C_11 and C_12 as promising in silico leads. Conclusion: In silico analyses suggest that C_11 and C_12 are promising candidates for antisickling drug development, supported by binding affinity, molecular stability, hydrogen-bond interactions, and favorable quantum chemical, physico-chemical, and pharmacokinetic properties.
Disciplines :
Alternative medicine Pharmacy, pharmacology & toxicology
Author, co-author :
Gbolo, Benjamin Z. ; Department of Biology, Faculty of Sciences, University of Kinshasa, Kinshasa XI, Democratic Republic Congo ; Unit of Therapeutic Chemistry and Pharmacognosy, Faculty of Medicine and Pharmacy, University of Mons (UMONS), Mons, Belgium
Eltayb, Wafa Ali ; Biotechnology Department, Faculty of Science and Technology, Shendi University, Shendi, Sudan
Ngbolua, K.N. ; Department of Biology, Faculty of Sciences, University of Kinshasa, Kinshasa XI, Democratic Republic Congo
Shabana, Samah ; Department of Biochemistry and Molecular Biology, College of Marine Life Sciences, Ocean University of China, Qingdao, China
Semay, Irène ; Université de Mons - UMONS > Faculté des Sciences > Service de Synthèse et spectrométrie de masse organiques
Hamouda, Hamed I. ; Processes Development Department, EPRI, Nasr City, Egypt
Gerbaux, Pascal ; Université de Mons - UMONS > Faculté des Sciences > Service de Synthèse et spectrométrie de masse organiques
Mohsen, Mohamed ; Fish Production Department, Faculty of Agriculture, Al-Azhar University, Nasr City, Egypt
Kitete, Emmanuel M. ; Department of Chemistry, Faculty of Sciences, University of Kinshasa, Kinshasa XI, Democratic Republic Congo
Mpiana, Pius T. ; Department of Chemistry, Faculty of Sciences, University of Kinshasa, Kinshasa XI, Democratic Republic Congo
Wang, Xiling ; CAS Key Laboratory of Biofuels and Shandong Provincial Key Laboratory of Synthetic Biology, Qingdao Institute of Bioenergy and Bioprocess Technology Chinese Academy of Sciences, Qingdao, China
Duez, Pierre ; Université de Mons - UMONS > Faculté de Médecine, Pharmacie et Sciences Biomédicales > Service de Chimie thérapeutique et Pharmacognosie
Abdalla, Mohnad ; Pediatric Research Institute, Children's Hospital Affiliated to Shandong University, Jinan, China
M136 - Chimie thérapeutique et Pharmacognosie S836 - Synthèse et spectrométrie de masse organiques
Research institute :
R550 - Institut des Sciences et Technologies de la Santé R100 - Institut des Biosciences
Funders :
ARES CCD - Académie de Recherche et d'Enseignement Supérieur. Coopération au Développement
Funding text :
This project was carried out thanks to funding of the Academy of Research and Higher Education (ARES), Grant number: COOP-CONV-18\u2013004, AI ARES UNIKIN, of which Mr. Gbolo was the main beneficiary.
Elendu, C., et al. Understanding sickle cell disease causes, symptoms, and treatment options. Med. (Baltim. ) 102:38 (2023), 1–7, 10.1097/MD.0000000000035237.
Knee, K.M., et al. Sickle cell disease model mice lacking 2,3-Dpg show reduced RBC sickling and improvements in markers of hemolytic anemia. Blood 136:ement 1 (2020), 27–28, 10.1182/blood-2020-142052.
Gbolo, B.Z., et al. In Vitro Biological Activities of Drepanoalpha ® Ethanolic Extract, A Justicia secunda and Moringa oleifera -Based Phytomedicine Proposed for The Symptomatic Treatment of Sickle Cell Disease. J. Fundam. Appl. Pharm. Sci. 3:2 (2023), 64–82, 10.18196/jfaps.v2i1.16000.
Alramadhani, D., Aljahdali, A.S., Abdulmalik, O., Pierce, B.D., Safo, M.K., Metabolic reprogramming in sickle cell diseases: pathophysiology and drug discovery opportunities. Int. J. Mol. Sci. 23:7448 (2022), 1–19.
Telen, M.J., Malik, P., Vercellotti, G.M., Therapeutic strategies for sickle cell disease: towards a multi-agent approach. Nat. Rev. Drug Discov. 18:2 (2019), 139–158, 10.1038/s41573-018-0003-2.
Olubiyi, O.O., Olagunju, M.O., Strodel, B., Rational drug design of peptide-based therapies for sickle cell disease. Molecules 24:24 (2019), 1–23, 10.3390/molecules24244551.
Ohiagu, F.O., Chikezie, P.C., Chikezie, C.M., Sickle hemoglobin polymerization and antisickling medicinal plants. J. Phytopharm. 10:2 (2021), 126–133, 10.31254/phyto.2021.10209.
Henry, E.R., et al. Allosteric control of hemoglobin S fiber formation by oxygen and its relation to the pathophysiology of sickle cell disease. Proc. Natl. Acad. Sci. U. S. A. 117:26 (2020), 15018–15027, 10.1073/pnas.1922004117.
Eaton, W.A., Hemoglobin S polymerization and sickle cell disease: a retrospective on the occasion of the 70th anniversary of Pauling's Science paper. Am. J. Hematol. 95:2 (2019), 205–211, 10.1002/ajh.25687.
Piel, F.B., Steinberg, M.H., Rees, D.C., Sickle cell disease. N. Engl. J. Med. 376:16 (2017), 1561–1573, 10.1056/NEJMra1510865.
Chow, P.H., et al. Inhibition of the Aquaporin-1 Cation Conductance by Selected Furan Compounds Reduces Red Blood Cell Sickling. Front. Pharm. 12:January (2022), 1–13, 10.3389/fphar.2021.794791.
Kassa, T., Wood, F., Strader, M.Brad, Alayash, A.I., Antisickling drugs targeting βCys93 reduce iron oxidation and oxidative changes in sickle cell hemoglobin. Front. Physiol., 10(JUL), 2019, 10.3389/fphys.2019.00931.
Eaton, W.A., Impact of hemoglobin biophysical studies on molecular pathogenesis and drug therapy for sickle cell disease. Mol. Asp. Med. 84:2022 (2022), 1–10, 10.1016/j.mam.2021.100971.
Bizumukama, L., Ferster, A., Gulbis, B., Kumps, A., Cotton, F., In vitro inhibitory effects of disodium cromoglycate on ionic transports involved in sickle cell dehydration. Pharmacology 83:5 (2009), 318–322, 10.1159/000215598.
Tomc, J., Debeljak, N., Molecular pathways involved in the development of congenital erythrocytosis. Genes (Basel) 12:1150 (2021), 1–20, 10.3390/genes12081150.
Gbolo, B.Z., et al. LC-MS/MS Analysis of crude Flavonoid Compounds from Justicia secunda from Democratic Republic of the Congo and evaluation of their antisickling Activity. Nat. Resour. Hum. Heal 4:4 (2024), 387–397, 10.53365/nrfhh/192594.
Gbolo, B.Z., et al. Profilage phytochimique par chromatographie sur couche mince haute performance d'extraits de flavonoïdes totaux du Drepanoalpha® et évaluation de leur activité anti-drépanocytaire in vitro. Ann. Afr. Med. 16:1 (2022), 4882–4898, 10.4314/aamed.v16i1.3.
Sheela, S.J., et al. Potential impacts of solvents topological aspects, Vanderwal effect, spectral investigation, and biological features of dodecyl 3,4,5-trihydroxybenzoate: anti-viral agent. Spectrosc. Lett. 58:7 (2025), 651–666, 10.1080/00387010.2025.2457397.
Mpiana, P.T., et al. Identification of potential inhibitors of SARS-CoV-2 main protease from Aloe vera compounds: a molecular docking study. Chem. Phys. Lett. 754 (2020), 1–7, 10.1016/j.cplett.2020.137751.
Matondo, A., et al. In silico drug repurposing of anticancer drug 5-FU and analogues against SARS-CoV-2 main protease: molecular docking, pharmacokinetics and chemical reactivity. Adv. Appl. Bioinforma. Chem. 15:8 (2022), 59–77 〈https://chemrxiv.org/engage/chemrxiv/article-details/62628aa5d048edcdf94d1171〉 ([Online]. Available).
Charly, M.M., et al. Molecular docking and molecular dynamics simulation studies of the interaction of anti-oral cancer plant Curcuma longa derived-compounds with human epidermal growth factor receptor 2. J. Proteins Proteom. 15:3 (2024), 491–507, 10.1007/s42485-024-00158-4.
Emmanuel Kitete Mulongo, A., Matondo, K.T.N., Ngbolua, Mpiana, P.T., Evaluation of antiviral potential of Cinchona officinalis derived compounds against COVID-19 and human hepatitis B: an in silico molecular docking and molecular dynamics simulation study. Pharmacol. Res. Nat. Prod., 7(April), 2025, 100229, 10.1016/j.prenap.2025.100229.
Lengbiye, E.M., et al. Antimicrobial activity and structure elucidation of Pterosterone, a naturally occurring phytoecdysteroid isolated from the leaves of Vitex madiensis Oliv. (Lamiaceae). (no) Pharmacol. Res. Nat. Prod., 7, 2025, 100264, 10.1016/j.prenap.2025.100264.
Miar, M., Shiroudi, A., Pourshamsian, K., Oliaey, A.R., Hatamjafari, F., Theoretical investigations on the HOMO–LUMO gap and global reactivity descriptor studies, natural bond orbital, and nucleus-independent chemical shifts analyses of 3-phenylbenzo[d]thiazole-2(3H)-imine and its para-substituted devivatives: solvent and subs. J. Chem. Res. 45:1–2 (2021), 147–158, 10.1177/1747519820932091.
Abdalla, M., Eltayb, W.A., El-Arabey, A.A., Singh, K., Jiang, X., Molecular dynamic study of SARS-CoV-2 with various S protein mutations and their effect on thermodynamic properties. Comput. Biol. Med. 141 (2022), 1–7, 10.1016/j.compbiomed.2021.105025.
Kitete, E., Kilembe, J., Yvette, N.M., Matondo, A., Ngbolua, K., Dinangayi, D., Molecular docking, DFT and dynamics simulations of Jatropha curcas-derived compounds targeting PR and hER for Breast Cancer Treatment. Res 2:2025 (2025), 1–18, 10.1016/j.nexres.2025.100249.
Boufissiou, A., et al. In-silico investigation of phenolic compounds from leaves of Phillyrea angustifolia L. as a potential inhibitor against the SARS-CoV-2 main protease (Mpro PDB ID:5R83) using a virtual screening method. J. Saudi Chem. Soc. 26:3 (2022), 1–16, 10.1016/j.jscs.2022.101473.
Hollingsworth, S.A., Dror, R.O., Molecular dynamics simulation for all. Neuron 99:6 (2018), 1129–1143, 10.1016/j.neuron.2018.08.011.
Hospital, A., et al. Molecular dynamics simulations: advances and applications. Adv. Appl. Bioinforma. Chem. 8 (2015), 37–47, 10.2147/AABC.S70333.
Pasquadibisceglie, A., Polticelli, F., Structural determinants of ligands recognition by the human mitochondrial basic amino acids transporter SLC25A29. Insights from molecular dynamics simulations of the c-state. Comput. Struct. Biotechnol. J. 19 (2021), 5600–5612, 10.1016/j.csbj.2021.10.007.
Abdalla, M., et al. In silico studies on phytochemicals to combat the emerging COVID-19 infection. J. Saudi Chem. Soc. 25:12 (2021), 1–16, 10.1016/j.jscs.2021.101367.
Ekins, S., Mestres, J., Testa, B., In silico pharmacology for drug discovery: methods for virtual ligand screening and profiling. Br. J. Pharm. 152:1 (2007), 9–20, 10.1038/sj.bjp.0707305.
J.-P. K.-T.-N. Ngbolua, et al. In silico studies on the interaction of four cytotoxic compounds with angiogenesis target protein HIF-1α and human androgen receptor and their ADMET properties. Bull. Natl. Res. Cent. 46:101 (2022), 1–12, 10.1186/s42269-022-00793-1.
Guan, L., et al. ADMET-score-a comprehensive scoring function for evaluation of chemical drug-likeness. Medchemcomm 10:1 (2019), 148–157, 10.1039/C8MD00472B.
Bickerton, G.R., Paolini, G.V., Besnard, J., Muresan, S., Hopkins, A.L., Quantifying the chemical beauty of drugs. Nat. Chem. 4:2 (2012), 90–98, 10.1038/nchem.1243.
Ranjith, D., Ravikumar, C., SwissADME predictions of pharmacokinetics and drug-likeness properties of small molecules present in Ipomoea mauritiana Jacq. J. Pharmacogn. Phytochem 8:5 (2019), 2063–2073 〈http://www.swissadme.ch/index.php〉 ([Online]. Available).
Ertl, P., Schuffenhauer, A., Estimation of synthetic accessibility score of drug-like molecules based on molecular complexity and fragment contributions. J. Chemin. 1:1 (2009), 1–11, 10.1186/1758-2946-1-8.
Cesquini, M., Torsoni, M.A., Stoppa, G.R., Ogo, S.H., t -BOOH-induced oxidative damage in sickle red blood cells and the role of flavonoids. Biomed. Pharm. 57 (2003), 124–129, 10.1016/S0753-3322(03)00018-0.
Kunle, O.F., Egharevba, H.O., Chemical constituents and biological activity of medicinal plants used for the management of sickle cell disease - A review. J. Med. Plants Res. 7:48 (2013), 3452–3476, 10.5897/JMPR2013.5333x.
Muegge, I., Heald, S.L., Brittelli, D., Simple selection criteria for drug-like chemical matter. J. Med. Chem. 44:12 (2001), 1841–1846, 10.1021/jm015507e.
Martin, Y.C., A bioavailability score. J. Med. Chem. 48:9 (2005), 3164–3170, 10.1021/jm0492002.