β-Carboline alkaloids induce structural plasticity and inhibition of SARS-CoV-2 nsp3 macrodomain more potently than remdesivir metabolite GS-441524: computational approach

β-Carboline alkaloids induce structural plasticity and inhibition of SARS-CoV-2 nsp3 macrodomain more potently than remdesivir metabolite GS-441524: computational approach

The nsp3 macrodomain is implicated in the viral replication, pathogenesis and host immune responses through the removal of ADP-ribosylation sites during infections of coronaviruses including the SARS-CoV-2. It has ever been modulated by macromolecules including the ADP-ribose until Ni and co-workers recently reported its inhibition and plasticity enhancement unprecedentedly by remdesivir metabolite, GS-441524, creating an opportunity for investigating other biodiverse small molecules such as β-Carboline (βC) alkaloids. In this study, 1497 βC analogues from the HiT2LEAD chemical database were screened, using computational approaches of Glide XP docking, molecular dynamics simulation and pk-CSM ADMET predictions. Selectively, βC ligands, 129, 584, 1303 and 1323 demonstrated higher binding affinities to the receptor, indicated by XP docking scores of –10.72, –10.01, –9.63 and –9.48 kcal/ mol respectively than remdesivir and GS-441524 with –4.68 and –9.41 kcal/mol respectively. Consistently, their binding free energies were –36.07, –23.77, –24.07 and –17.76 kcal/mol respectively, while remdesivir and GS-441524 showed –21.22 and –24.20 kcal/mol respectively. Interestingly, the selected βC ligands displayed better stability and flexibility for enhancing the plasticity of the receptor than GS-441524, especially 129 and 1303. Their predicted ADMET parameters favour druggability and low expressions for toxicity. Thus, they are recommended as promising adjuvant/standalone anti-SARS-CoV-2 candidates for further study.

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  • Ahmad I, Jadhav H, Shinde Y, Jagtap V, Girase R, Patel H (2021). Optimizing Bedaquiline for cardiotoxicity by structure based virtual screening, DFT and molecular dynamic simulation studies to identify selective MDR-TB inibitors. In Silico Pharmacology 9 (1): 23. doi: 10.1007/s40203-021-00086-x
  • Alhammad YMO, Kashipathy MM, Roy A, Gagné J-P, McDonald P et al. (2020). The SARS-CoV-2 Conserved Macrodomain Is a Mono-ADP-Ribosylhydrolase. Journal of Virology 95: 1-20. doi: 10.1128/jvi.01969-20
  • Anderson AC, Neil RHO, Surti TS, Stroud RM (2001). Approaches to solving the rigid receptor problem by identifying a minimal set of £ exible residues during ligand docking 1. Chemistry and Biology 8: 445-457.
  • Ayipo YO, Mordi MN, Mustapha M, Damodaran T (2021). Neuropharmacological potentials of β-carboline alkaloids for neuropsychiatric disorders. European Journal of Pharmacology 893: 173837. doi: 10.1016/j.ejphar.2020.173837
  • Ayipo YO, Osunniran WA, Mordi MN (2021). Metal complexes of β-carboline: Advances in anticancer therapeutics. Coordination Chemistry Reviews 432: 213746. doi: 10.1016/j. ccr.2020.213746
  • Ayipo YO, Yahaya SN, Alananzeh WA, Babamale HF, Mordi MN (2021). Pathomechanisms, therapeutic targets and potent inhibitors of some beta-coronaviruses from bench-to-bedside. Infection, Genetics and Evolution 93: 104944. doi: 10.1016/j. meegid.2021.104944
  • Babar Z, Khan M, Zahra M, Anwar M, Noor K et al. (2020). Drug similarity and structure-based screening of medicinal compounds to target macrodomain- I from SARS-CoV-2 to rescue the host immune system : a molecular dynamics study. Journal of Biomolecular Structure and Dynamics 0: 1-15. doi: 10.1080/07391102.2020.1815583
  • Benet LZ, Hosey CM, Ursu O, Oprea TI, Sciences T et al. (2016). BDDCS, the Rule of 5 and Drugability Leslie. Adv Drug Deliv Rev 101: 89–98. doi: 10.1016/j.addr.2016.05.007.BDDCS
  • Brosey CA, Houl JH, Katsonis P, Balapiti-Modarage LPF, Bommagani S et al. (2021). Targeting SARS-CoV-2 Nsp3 macrodomain structure with insights from human poly(ADP-ribose) glycohydrolase (PARG) structures with inhibitors. Progress in Biophysics and Molecular Biology 163: 171-186. doi: 10.1016/j. pbiomolbio.2021.02.002
  • Castro-Alvarez A, Costa AM, Vilarrasa J (2017). The Performance of several docking programs at reproducing protein-macrolidelike crystal structures. Molecules 22 (1): 136. doi: 10.3390/ molecules22010136
  • Chakravarti R, Singh R, Ghosh A, Dey D (2021). A review on potential of natural products in the management of COVID-19. RSC Advances 11: 16711–16735. doi: 10.1039/d1ra00644d
  • Challa S, Stokes MS, Kraus WL (2021). MARTs and MARylation in the cytosol: biological functions, mechanisms of action, and therapeutic potential. Cells 10: 1-21. doi: 10.3390/ cells10020313
  • Cho CC, Lin MH, Chuang CY, Hsu CH (2016). Macro domain from middle east respiratory syndrome coronavirus (MERS-CoV) is an efficient ADP-ribose binding module: Crystal structure and biochemical studies. Journal of Biological Chemistry 291: 4894-4902. doi: 10.1074/jbc.M115.700542
  • Daina A, Michielin O, Zoete V (2017). SwissADME: A free web tool to evaluate pharmacokinetics, drug-likeness and medicinal chemistry friendliness of small molecules. Scientific Reports 7: 1–13. doi: 10.1038/srep42717
  • Genheden S, Ryde U (2015). The MM / PBSA and MM / GBSA methods to estimate ligand-binding affinities. Expert Opinion on Drug Discovery 10: 1-13. doi: 10.1517/17460441.2015.1032936
  • Halgren TA, Murphy RB, Friesner RA, Beard HS, Frye LL et al. (2004). Glide: A New Approach for Rapid, Accurate Docking and Scoring. 2. Enrichment Factors in Database Screening. Journal of Medicinal Chemistry 47: 1750–1759. doi: 10.1021/ jm030644s
  • Harder E, Damm W, Maple J, Wu C, Reboul M et al. (2016). OPLS3: A Force Field Providing Broad Coverage of Drug-like Small Molecules and Proteins. Journal of Chemical Theory and Computation 12: 281–296. doi: 10.1021/acs.jctc.5b00864
  • Jamroz M, Orozco M, Kolinski A, Kmiecik S (2013). Consistent View of Protein Fluctuations from All-Atom Molecular Dynamics and Coarse-Grained Dynamics with Knowledge-Based. Journal of Chemical Theory and Computation 9: 119–125. doi: 10.1021/ct300854w
  • Jorgensen WL, Maxwell DS, Tirado-Rives J (1996). Development and testing of the OPLS all atom force field on conformational energetics and properties of organic liquids. Journal of the American Chemical Society 118 (45): 11225-11236. doi: 10.1021/ja9621760
  • Kalibaeva G, Ferrario M, Ciccotti G (2003). Constant pressure-constant temperature molecular dynamics: A correct constrained NPT ensemble using the molecular virial. Molecular Physics 101 (6): 765-778. doi: 10.1080/0026897021000044025
  • Klebe G (2013). Protein–Ligand Interactions as the Basis for Drug Action. In: Drug Design. pp 61–88.
  • Lin MH, Chang SC, Chiu YC, Jiang BC, Wu TH et al. (2020). Structural, Biophysical, and Biochemical Elucidation of the SARS-CoV-2 Nonstructural Protein 3 Macro Domain. ACS Infectious Diseases 6: 2970–2978. doi: 10.1021/ acsinfecdis.0c00441
  • Lynch DL, Hurst DP, Shore DM, Pitman MC, Reggio PH (2017). Molecular Dynamics Methodologies for Probing Cannabinoid Ligand / Receptor Interaction, 1st edn. Elsevier Inc.
  • Madhavi Sastry G, Adzhigirey M, Day T, Annabhimoju R, Sherman W (2013). Protein and ligand preparation: Parameters, protocols, and influence on virtual screening enrichments. Journal of Computer-Aided Molecular Design 27: 221–234. doi: 10.1007/s10822-013-9644-8
  • Meng X, Zhang H, Mezei M, Cui M (2011). Molecular Docking : A Powerful Approach for Structure-Based Drug Discovery. Current Computer-Aided Drug Design 7: 146–157.
  • NaAllah A, Ayipo YO, Komolafe DI, Solihu S, Bamidele B et al. (2021). Phytochemical screening and in silico pharmacological profiling of ethanolic extract of Aframomum melegueta for prostate carcinoma. Journal of Applied Pharmaceutical Science 001–014. doi: 10.7324/JAPS.2021.110715
  • Ni X, Schröder M, Olieric V, Sharpe ME, Hernandez-Olmos V et al. (2021). Structural Insights into Plasticity and Discovery of Remdesivir Metabolite GS-441524 Binding in SARS-CoV-2 Macrodomain. ACS Medicinal Chemistry Letters 12 (4): 603– 609. doi: 10.1021/acsmedchemlett.0c00684
  • Panja AS, Maiti S, Bandyopadhyay B (2020). Protein stability governed by its structural plasticity is inferred by physicochemical factors and salt bridges. Scientific reports 10: 1822. doi: 10.1038/ s41598-020-58825-7
  • Parmar P, Rao P, Sharma A, Shukla A, Rawal RM (2021). Meticulous assessment of natural compounds from NPASS database for identifying analogue of GRL0617 , the only known inhibitor for SARS - CoV2 papain - like protease ( PLpro ) using rigorous computational workflow. Molecular Diversity doi: 10.1007/ s11030-021-10233-3
  • Patel HM, Ahmad I, Pawara R, Shaikh M, Surana S (2021). In silico search of triple mutant T790M/C797S allosteric inhibitors to conquer acquired resistance problem in non-small cell lung cancer (NSCLC): a combined approach of structure-based virtual screening and molecular dynamics simulation. Journal of Biomolecular Structure & Dynamics 39 (4): 1491-1505. doi: 10.1080/07391102.2020.1734092
  • Patel HM, Shaikh M, Ahmad I, Lokwani D, Surana SJ (2021). BREED based de novo hybridization approach: generating novel T790M/C797S-EGFR tyrosine kinase inhibitors to overcome the problem of mutation and resistance in non-small cell lung cancer (NSCLC). Journal of Biomolecular Structure & Dynamics 39 (8): 2838-2856. doi: 10.1080/07391102.2020.1754918
  • Phillips MA, Stewart MA, Woodling DL, Xie Z-R (2018). Has Molecular Docking Docking Ever Ever Brought Brought us us a a Medicine ? Medicine ? In: Molecular dockingocking. pp 141–178.
  • Pires DE V, Blundell TL, Ascher DB (2015). pkCSM: Predicting SmallMolecule Pharmacokinetic and Toxicity Properties Using Graph-Based Signatures. Journal of Medicinal Chemistry 58: 4066–4072. doi: 10.1021/acs.jmedchem.5b00104
  • Ramírez D, Caballero J (2018). Is It Reliable to Take the Molecular Docking Top Scoring Position as the Best Solution without Considering Available Structural Data? Molecules 23: 1–17. doi: 10.3390/molecules23051038
  • Ruyck J De, Brysbaert G (2016). Molecular docking as a popular tool in drug design , an in silico travel. Advances and Applications in Bioinformatics and Chemistry 9: 1–11.
  • Tahir ul Qamar M, Rehman A, Tusleem K, Ashfaq UA, Qasim M et al. (2021). Designing of a next generation multiepitope based vaccine ( MEV ) against SARS-COV-2 : Immunoinformatics and in silico approaches. PLoS ONE 15: 1–16. doi: 10.1371/ journal.pone.0244176
  • Wang E, Sun H, Wang J, Wang Z, Liu H et al. (2019). End-Point Binding Free Energy Calculation with MM / PBSA and MM / GBSA : Strategies and Applications in Drug Design. Chemical Reviews doi: 10.1021/acs.chemrev.9b00055
  • Yang J, Wang F, Chen Y, Hao G, Yang G (2019). LARMD : integration of bioinformatic resources to profile ligand-driven protein dynamics with a case on the activation of estrogen receptor. Briefings in Bioinformatics 21 (6): 1–13. doi: 10.1093/bib/ bbz141
Turkish Journal of Biology-Cover
  • ISSN: 1300-0152
  • Yayın Aralığı: Yılda 6 Sayı
  • Yayıncı: TÜBİTAK
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