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Benghanem S, Mesli F, Fatima Zohra HA, Nacereddine C, Hadjer C, Abdellatif M. Discovery of novel and highly potential inhibitors of glycogen synthase kinase 3-beta (GSK-3β) through structure-based pharmacophore modeling, virtual computational screening, docking and in silico ADMET analysis. J Biomol Struct Dyn 2024; 42:7091-7106. [PMID: 37498130 DOI: 10.1080/07391102.2023.2238062] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/15/2023] [Accepted: 07/13/2023] [Indexed: 07/28/2023]
Abstract
The protein Glycogen Synthase Kinase 3-Beta (GSK-3β), is a promising therapeutic target for treating various diseases such as neurodegenerative disorders, diabetes, inflammation and cancer. This study aims to investigate the potential of compounds targeting inflammation or carbohydrate metabolism to selectively inhibit GSK3β by binding to its ATP site. To achieve this goal, we filtered a database of 49367 molecules involved in carbohydrate metabolism or targeting inflammation using various computational analyses, including pharmacophore modeling, molecular docking, dynamic simulation, prime MM-GBSA calculation, and in silico ADME studies. We generated a pharmacophore model (hypo S: AADDHRR) using two different crystallographic complexes of GSK3β and evaluated the model's performance in identifying hits using various parameters, including EF, GH, ROC, AUC and BEDROC. Subsequently, we performed various dockings (HTVS, SP, XP and IFD) for the retrieved hits and found that, 5 out of the top 10 ranked compounds had the scaffold of pyrazolidine 3,5-dione, which has never been reported to inhibit kinases. We also conducted ADMET studies to and concluded that compound N6 exhibited the best pharmacokinetic profile passing the blood-brain barrier, possessing high lipophilicity and a high coefficient of skin permeability in the intestines, along with good bioavailability and low toxicity risk assessment. Dynamic simulation were also performed indicating that compounds N6 derived from pyrazolidine 3,5-dione demonstrated better binding potential for GSK3β during the simulation period. Therefore, we propose that compounds derived from pyrazolidine-3,5-dione, which modulate the activity of lysosomal alpha-glucosidase could serve as a novel scaffold for the selective inhibition of GSK-3β.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Soumia Benghanem
- Faculty of Medicine, Laboratory of Therapeutic Chemistry, Tlemcen University, Tlemcen, Algeria
| | - Fouzia Mesli
- Faculty of Science, Laboratory of Natural and Bio-Actives Substances, Tlemcen University, Tlemcen, Algeria
| | - Hadjadj Aoul Fatima Zohra
- Faculty of Pharmacy, Laboratory of Therapeutic Chemistry, Benyoucef Benkhadda University, Tlemcen, Algeria
| | - Chaida Nacereddine
- Faculty of Medicine, Laboratory of Therapeutic Chemistry, Tlemcen University, Tlemcen, Algeria
| | - Chenaffa Hadjer
- Faculty of Medicine, Laboratory of Therapeutic Chemistry, Tlemcen University, Tlemcen, Algeria
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Verma P, Hassan MI, Singh A, Singh IK. Design and development of novel inhibitors of aldo-ketoreductase 1C1 as potential lead molecules in treatment of breast cancer. Mol Cell Biochem 2021; 476:2975-2987. [PMID: 33770316 DOI: 10.1007/s11010-021-04134-0] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/03/2020] [Accepted: 03/06/2021] [Indexed: 11/29/2022]
Abstract
Aldo-keto reductase 1C1 (AKR1C1) is a hydroxysteroid dehydrogenase, known to inactivate the biologically active progesterone into its corresponding 20 α-hydroxyprogesterone. Increased expression of the AKR1C1 gene in oncogenesis is linked with resistance to various anticancer agents and hence it is considered as an emerging drug target for the design and developing the novel anticancer drugs. We have performed QSAR pharmacophore modeling for AKR1C1 inhibitors followed by a virtual screening of ~ 59,000 compounds present at the Maybridge database. The screened compounds were refined using drug-like filters of Lipinski rule, ADMET plot, molecular docking and scoring and subsequently top 20 hits were selected. Selected compounds were subjected to the in vitro for AKR1C1 inhibition assay and best seven compounds bearing excellent binding affinity to the AKR1C1 were finally selected. The identified compounds may be exploited in hit-to-lead development and may also prove as an interventional strategy in preventing a pre-term birth due to declining levels of progesterone.
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Affiliation(s)
- Priyanka Verma
- Molecular Biology Research Lab, Department of Zoology, Deshbandhu College, University of Delhi, New Delhi, 110019, India
| | - Md Imtaiyaz Hassan
- Centre for Interdisciplinary Research in Basic Sciences, Jamia Millia Islamia, Jamia Nagar, New Delhi, 110025, India
| | - Archana Singh
- Department of Botany, Hansraj College, University of Delhi, New Delhi, 110007, India.
| | - Indrakant K Singh
- Molecular Biology Research Lab, Department of Zoology, Deshbandhu College, University of Delhi, New Delhi, 110019, India. .,Deshbandhu College, University of Delhi, New Delhi, 110019, India.
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Wang Y, Hou S, Tong Y, Li H, Hua Y, Fan Y, Chen X, Yang Y, Liu H, Lu T, Chen Y, Zhang Y. Discovery of potent apoptosis signal-regulating kinase 1 inhibitors via integrated computational strategy and biological evaluation. J Biomol Struct Dyn 2019; 38:4385-4396. [PMID: 31612792 DOI: 10.1080/07391102.2019.1680439] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/11/2022]
Abstract
Apoptosis signal-regulating Kinase 1 (ASK1) has been confirmed as a potential therapeutic target for the treatment of non-alcoholic steatohepatitis (NASH) disorder and the discovery of ASK1 inhibitors has attracted increasing attention. In this work, a series of in silico methods including pharmacophore screening, docking binding site analysis, protein-ligand interaction fingerprint (PLIF) similarity investigation and molecular docking were applied to find the potential hits from commercial compound databases. Five compounds with potential inhibitory activity were purchased and submitted to biological activity validation. Thus, one hit compound was discovered with micromolar IC50 value (10.59 μM) against ASK1. Results demonstrated that the integration of computation methods and biological test was quite reliable for the discovery of potent ASK1 inhibitors and the strategy could be extended to other similar targets of interest.
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Affiliation(s)
- Yuchen Wang
- School of Science, China Pharmaceutical University, Nanjing, Jiangsu, China
| | - Shaohua Hou
- School of Science, China Pharmaceutical University, Nanjing, Jiangsu, China
| | - Yu Tong
- School of Science, China Pharmaceutical University, Nanjing, Jiangsu, China
| | - Hongmei Li
- School of Science, China Pharmaceutical University, Nanjing, Jiangsu, China
| | - Yi Hua
- School of Science, China Pharmaceutical University, Nanjing, Jiangsu, China
| | - Yuanrong Fan
- School of Science, China Pharmaceutical University, Nanjing, Jiangsu, China
| | - Xingye Chen
- School of Science, China Pharmaceutical University, Nanjing, Jiangsu, China
| | - Yan Yang
- School of Science, China Pharmaceutical University, Nanjing, Jiangsu, China
| | - Haichun Liu
- School of Science, China Pharmaceutical University, Nanjing, Jiangsu, China
| | - Tao Lu
- State Key Laboratory of Natural Medicines, China Pharmaceutical University, Nanjing, Jiangsu, China
| | - Yadong Chen
- School of Science, China Pharmaceutical University, Nanjing, Jiangsu, China
| | - Yanmin Zhang
- School of Science, China Pharmaceutical University, Nanjing, Jiangsu, China
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Kim SH, Choi J, Lee K, No KT. Comparison of Three-Dimensional Ligand-based Pharmacophores among 11 Phosphodiesterases (PDE 1 to PDE 11) Pharmacophores. B KOREAN CHEM SOC 2017. [DOI: 10.1002/bkcs.11214] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2022]
Affiliation(s)
- Sei-Hwan Kim
- Department of Biotechnology, College of Life Sciences and Biotechnology; Yonsei University; Seoul 03722 Republic of Korea
| | - Jiwon Choi
- Bioinformatics and Molecular Design Research Center; Seoul 03722 Republic of Korea
| | - Kyungro Lee
- Bioinformatics and Molecular Design Research Center; Seoul 03722 Republic of Korea
| | - Kyoung Tai No
- Department of Biotechnology, College of Life Sciences and Biotechnology; Yonsei University; Seoul 03722 Republic of Korea
- Bioinformatics and Molecular Design Research Center; Seoul 03722 Republic of Korea
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Nandy A, Roy K, Saha A. Exploring molecular fingerprints of selective PPARδ agonists through comparative and validated chemometric techniques. SAR AND QSAR IN ENVIRONMENTAL RESEARCH 2015; 26:363-382. [PMID: 25986170 DOI: 10.1080/1062936x.2015.1039576] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Abstract
Peroxysome proliferator-activated receptors (PPARs) have grown greatly in importance due to their role in the metabolic profile. Among three subtypes (α, γ and δ), we here consider the least investigated δ subtype to explore the molecular fingerprints of selective PPARδ agonists. Validated QSAR models (regression based 2D-QSAR, HQSAR and KPLS) and molecular docking with dynamics analyses support the inference of classification-based Bayesian and recursive models. Chemometric studies indicate that the presence of ether linkages and heterocyclic rings has optimum influence in imparting selective bioactivity. Pharmacophore models and docking with molecular dynamics analyses postulate the occurrence of aromatic rings, HB acceptor and a hydrophobic region as crucial molecular fragments for development of PPARδ modulators. Multi-chemometric studies suggest the essential structural requirements of a molecule for imparting potent and selective PPARδ modulation.
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Affiliation(s)
- A Nandy
- a Department of Chemical Technology , University of Calcutta , Kolkata , India
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Paliwal S, Mittal A, Sharma M, pandey A, Singh A, Paliwal S. Pharmacophore and molecular docking based identification of novel structurally diverse PDE-5 inhibitors. Med Chem Res 2014. [DOI: 10.1007/s00044-014-1144-4] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
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Mittal A, Paliwal S, Sharma M, Singh A, Sharma S, Yadav D. Pharmacophore based virtual screening, molecular docking and biological evaluation to identify novel PDE5 inhibitors with vasodilatory activity. Bioorg Med Chem Lett 2014; 24:3137-41. [PMID: 24856068 DOI: 10.1016/j.bmcl.2014.05.004] [Citation(s) in RCA: 27] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/08/2014] [Revised: 04/30/2014] [Accepted: 05/02/2014] [Indexed: 11/18/2022]
Abstract
Prompted by the role of PDE5 and its closely associated cAMP and cGMP in hypertension, we have attempted to discover novel PDE5 inhibitors through ligand based virtual screening. Rigorously validated model comprising of one HBA, one HY and one RA was used as a query to search the NCI database leading to retrieval of many compounds which were screened on the basis of estimated activity, fit value and Lipinski's violation. Selected compounds were subjected to docking studies which resulted into visualization of potential interaction capabilities of NCI compounds in line to pharmacophoric features. Finally three compounds were subjected to in vitro evaluation using the isolated rat aortic model. The results showed that all three compounds are potent and novel PDE5 inhibitors with vasodilatory activity range from 10(-2) to 10(-5) M.
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Affiliation(s)
- Anupama Mittal
- Department of Pharmacy, Banasthali University, P.O. Banasthali, Rajasthan 304022, India.
| | - Sarvesh Paliwal
- Department of Pharmacy, Banasthali University, P.O. Banasthali, Rajasthan 304022, India.
| | - Mukta Sharma
- Department of Pharmacy, Banasthali University, P.O. Banasthali, Rajasthan 304022, India.
| | - Aarti Singh
- Department of Pharmacy, Banasthali University, P.O. Banasthali, Rajasthan 304022, India.
| | - Swapnil Sharma
- Department of Pharmacy, Banasthali University, P.O. Banasthali, Rajasthan 304022, India.
| | - Divya Yadav
- Department of Pharmacy, Banasthali University, P.O. Banasthali, Rajasthan 304022, India.
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