Rational drug repurposing for alzheimer’s treatment using in-silico ligand and structure-based approaches
DOI:
https://doi.org/10.1590/Keywords:
Alzheimer’s disease, Structure-based screening, Swiss similarity, Ligand-based screening, FDA approved drugs, DockingAbstract
Alzheimer’s disease is a devastating neurodegenerative disorder characterized by memory loss and cognitive decline. New AD treatments are essential, and drug repositioning is a promising approach. In this study, we combined ligand-based and structure-based approaches to identify potential candidates among FDA-approved drugs for AD treatment. We used the human acetylcholinesterase receptor structure (PDB ID: 4EY7) and applied Rapid Overlay of Chemical Structures and Swiss Similarity for ligand-based screening.Computational shape-based screening revealed 20 out of 760 FDA approved drugs with promising structural similarity to Donepezil, an AD treatment AChE inhibitor and query molecule. The screened hits were further analyzed using docking analysis with Autodock Vina and Schrodinger glide. Predicted binding affinities of hits to AChE receptor guided prioritization of potential drug candidates. Doxazosin, Oxypertine, Cyclopenthiazide, Mestranol, and Terazosin exhibited favorable properties in shape similarity, docking energy, and molecular dynamics stability.Molecular dynamics simulations confirmed the stability of the complexes over 100 ns. Binding free energy analysis using MM-GBSA indicated favourable binding energies for the selected drugs. ADME, formulation studies offered insights into therapeutic applications and predicted toxicity.This comprehensive computational approach identified potential FDA-approved drugs (especially Doxazosin) as candidates for repurposing in AD treatment, warranting further investigation and clinical assessment.
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Abbasi MA, Hassan M, Siddiqui SZ, Shah SA, Raza H, Seo SY. Synthesis, enzyme inhibitory kinetics mechanism and computational study of N-(4-methoxyphenethyl)-N-(substituted)-4-methylbenzenesulfonamides as novel therapeutic agents for Alzheimer’s disease. PeerJ. 2018 Jun 26;6:e4962. doi: 10.7717/peerj.4962, PMID 29942622.
» https://doi.org/10.7717/peerj.4962
Cacabelos R. Donepezil in Alzheimer’s disease: from conventional trials to pharmacogenetics. Neuropsychiatr Dis Treat. 2007 Jun 1;3(3):303-33. PMID 19300564.
Cheung J, Rudolph MJ, Burshteyn F, Cassidy MS, Gary EN, Love J, et al. Structures of human acetylcholinesterase in complex with pharmacologically important ligands. J Med Chem. 2012;55(22):10282-6.(29). doi: 10.1021/jm300871x, PMID 23035744.
» https://doi.org/10.1021/jm300871x
Cygler M, Schrag JD, Sussman JL, Harel M, Silman I, Gentry MK, et al. Relationship between sequence conservation and three-dimensional structure in a large family of esterases, lipases and related proteins. Protein Sci. 1993;2(3):366-82. (15). doi: 10.1002/pro.5560020309, PMID 8453375.
» https://doi.org/10.1002/pro.5560020309
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(1):42717. doi: 10.1038/srep42717, PMID 28256516.
» https://doi.org/10.1038/srep42717
Dallakyan S, Olson AJ. Small-molecule library screening by docking with PyRx. Methods Mol Biol. 2015;1263:243-50. (27). doi: 10.1007/978-1-4939-2269-7_19, PMID 25618350.
» https://doi.org/10.1007/978-1-4939-2269-7_19
Gobbi A, Lee ML. Pairwise shape and pharmacophore fingerprints for molecular similarity searching. J Chem Inf Model. 2003;43(3):717-31. doi: 10.1021/ci0200467.
» https://doi.org/10.1021/ci0200467
Grant JA, Gallardo MA, Pickup BT. A fast method of molecular shape comparison: a simple application of a Gaussian description of molecular shape. J Comput Chem. 1996;17(14):1653-66. doi: 10.1002/(SICI)1096-987X(19961115)17:14<1653::AID-JCC7>3.0.CO;2-K.
» https://doi.org/10.1002/(SICI)1096-987X(19961115)17:14<1653::AID-JCC7>3.0.CO;2-K
Grant JA, Haigh JA, Pickup BT, Nicholls A. Small molecule shape-fingerprints. J Chem Inf Model . 2007;47(3):488-508. doi: 10.1021/ci600426e.
» https://doi.org/10.1021/ci600426e
Hartshorn MJ. AstexViewer: a visualisation aid for structure-based drug design. J Comput Aid Mol Des. 2002;16(12):871-81. doi: 10.1023/A:1021304319510.
» https://doi.org/10.1023/A:1021304319510
Hassan M, Raza H, Abbasi MA, Moustafa AA, Seo SY. The exploration of novel Alzheimer’s therapeutic agents from the pool of FDA approved medicines using drug repositioning, enzyme inhibition and kinetic mechanism approaches. Biomed Pharmacother. 2019 Jan 1;109:2513-26. doi: 10.1016/j.biopha.2018.11.115, PMID 30551512.
» https://doi.org/10.1016/j.biopha.2018.11.115
Hawkins PC, Skillman AG, Warren GL, Ellingson BA, Stahl MT. Conformer generation with OMEGA: algorithm and validation using high quality structures from the Protein Databank and Cambridge Structural Database. J Chem Inf Model . 2010;50(4):572-84. doi: 10.1021/ci100031x, PMID 20235588.
» https://doi.org/10.1021/ci100031x
Hawkins PCD, Skillman AG, Nicholls A. Comparison of shape-matching and docking as virtual screening tools. J Med Chem . 2007;50(1):74-82. doi: 10.1021/jm0603365, PMID 17201411.
» https://doi.org/10.1021/jm0603365
Humphrey W, Dalke A, Schulten K. VMD: Visual molecular dynamics. J Mol Graph. 1996;14(1):33-8, 27-28. doi: 10.1016/0263-7855(96)00018-5, PMID 8744570.23
» https://doi.org/10.1016/0263-7855(96)00018-5
Jain AN. Virtual screening of molecules using molecular docking. CurrProtoc Bioinformatics. 2003;Chapter 14(14.8). doi: 10.1002/0471250953.bi1408s03.
» https://doi.org/10.1002/0471250953.bi1408s03
Koes DR, Camacho CJ. Pharmer: efficient and exact pharmacophore search. J Chem Inf Model . 2011;51(6):1307-14. doi: 10.1021/ci200097m, PMID 21604800.32
» https://doi.org/10.1021/ci200097m
Kore PP, Mutha MM, Antre RV, Oswal RJ, Kshirsagar SS. Computer-aided drug design: an innovative tool for modeling. OJMC. 2012;02(4):139-48. doi: 10.4236/ojmc.2012.24017.
» https://doi.org/10.4236/ojmc.2012.24017
Lee JH, Jeong SK, Kim BC, Park KW, Dash A. Donepezil across the spectrum of Alzheimer’s disease: dose optimizationand clinical relevance. Acta Neurol Scand. 2015;131(5):259-67.(18). doi: 10.1111/ane.12386, PMID 25690270.
» https://doi.org/10.1111/ane.12386
Leelananda SP, Lindert S. Computational methods in drug discovery. Beilstein J Org Chem. 2016;12:2694-718. doi: 10.3762/bjoc.12.267, PMID 28144341.
» https://doi.org/10.3762/bjoc.12.267
Macalino SJ, Gosu V, Hong S, Choi S. Role of computer-aided drug design in modern drug discovery. Arch Pharm Res. 2015 Sep;38(9):1686-701. doi: 10.1007/s12272-015-0640-5, PMID 26208641.
» https://doi.org/10.1007/s12272-015-0640-5
Malouf R, Birks J. Donepezil for vascular cognitive impairment, Cochran Database Syst. Rev. 2004;2004:CD004395.(20).
Mehta M, Adem A, Sabbagh M. New acetylcholinesterase inhibitors for Alzheimer’s disease. Int J Alzheimers Dis. 2012;2012:728983.(17). doi: 10.1155/2012/728983, PMID 22216416.
» https://doi.org/10.1155/2012/728983
Morris GM, Huey R, Lindstrom W, Sanner MF, Belew RK, Goodsell DS, et al. AutoDock4 and AutoDockTools4: automated docking with selective receptor flexibility. J Comput Chem . 2009;30(16):2785-91. doi: 10.1002/jcc.21256, PMID 19399780.
» https://doi.org/10.1002/jcc.21256
O’Boyle NM, Banck M, James CA, Morley C, Vandermeersch T, Hutchison GR. Open Babel: an open chemical toolbox. J Cheminform. 2011;3:33. doi: 10.1186/1758-2946-3-33, PMID 21982300.
» https://doi.org/10.1186/1758-2946-3-33
OpenEye Scientific Software. ROCS Documentation. Available: [URL]. [accessed May 2023] [online].
Parvez S. Emerging therapeutics agents and recent advances in drug repurposing for Alzheimer’s disease. Ageing Res Rev. 2022 Dec 16:101815.
Pruitt KD, Tatusova T, Klimke W, Maglott DR. NCBI Reference Sequences: current status, policy and new initiatives. Nucleic Acids Res. 2009;37((Database issue)):D32-6. doi: 10.1093/nar/gkn721, PMID 18927115.
» https://doi.org/10.1093/nar/gkn721
Rojas-Fernandez CH. Successful use of donepezil for the treatment of dementia with Lewy bodies. Ann Pharmacother. 2001;35(2):202-5.(19). doi: 10.1345/aph.10192, PMID 11215841.
» https://doi.org/10.1345/aph.10192
Rueda-Zubiaurre A, Tietze S, Medina-Franco JL. The impact of molecular databases in drug discovery. Expert Opin Drug Discov. 2020;15(9):1023-35. doi: 10.1080/17460441.2020.1807516.
» https://doi.org/10.1080/17460441.2020.1807516
Sastry GM, Adzhigirey M, Day T, Annabhimoju R, Sherman W. Protein and ligand preparation: parameters, protocols, and influence on virtual screening enrichments. J Comput Aid Mol Des . 2013;27(3):221-34.(28). doi: 10.1007/s10822-013-9644-8, PMID 23579614.
» https://doi.org/10.1007/s10822-013-9644-8
Schneider G, Fechner U. Computer-based de novo design of drug-like molecules. Nat Rev Drug Discov. 2005;4(8):649-63. doi: 10.1038/nrd1799, PMID 16056391.
» https://doi.org/10.1038/nrd1799
Schneidman-Duhovny D, Dror O, Inbar Y, Nussinov R, Wolfson HJ. PharmaGist: a webserver for ligand-based pharmacophore detection. Nucleic Acids Res . 2008;36(Web Server issue);Web Server Issue:W223-8. doi: 10.1093/nar/gkn187, PMID 18424800.
» https://doi.org/10.1093/nar/gkn187
Schrödinger Release 2020-3. Desmond Molecular Dynamics system. New York: Schrödinger, LLC; 2020. 34
Seltzer B. Donepezil: an update. Expert OpinPharmacother. 2007 May 1;8(7):1011-23. doi: 10.1517/14656566.8.7.1011, PMID 17472546.
» https://doi.org/10.1517/14656566.8.7.1011
Sheridan RP, Maiorov VN, Holloway MK, Cornell WD, Gao YD. Drug-like density: a methodology for quantifying the ”bindability” of a protein target based on a very large set of pockets and drug-like ligands from the Protein Data Bank. J Chem Inf Model . 2010;50(6):1110-5. doi: 10.1021/ci100173h.
» https://doi.org/10.1021/ci100173h
Singh N, Chevrette MG, Trost B. A guide to genome mining of ribosomal peptide natural products. Nat Chem Biol. 2020;16(1):60-8. doi: 10.1038/s41589-019-0438-3
» https://doi.org/10.1038/s41589-019-0438-3
Tougu V. Acetylcholinesterase: mechanism of catalysis and inhibition. Curr Med Chem. 2001;1(2):155-70.(16). doi: 10.2174/1568015013358536.
» https://doi.org/10.2174/1568015013358536
Trott O, Olson AJ. AutoDock Vina: improving the speed and accuracy of docking with a new scoring function, efficient optimization, and multithreading. J Comput Chem . 2010;31(2):455-61. doi: 10.1002/jcc.21334, PMID 19499576.
» https://doi.org/10.1002/jcc.21334
Willett P, Barnard JM, Downs GM. Chemical similarity searching. J Chem Inf Comput Sci. 1998;38(6):983-96. doi: 10.1021/ci9800211.
» https://doi.org/10.1021/ci9800211
Willett P. Similarity-based virtual screening using 2D fingerprints. Drug Discov Today. 2006;11(23-24):1046-53. doi: 10.1016/j.drudis.2006.10.005, PMID 17129822.
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