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Kappenberg YG, Nogara PA, Stefanello FS, Delgado CP, Rocha JBT, Zanatta N, Martins MAP, Bonacorso HG. 1,2,3-Triazolo[4,5-b]aminoquinolines: Design, synthesis, structure, acetylcholinesterase (AChE) and butyrylcholinesterase (BChE) inhibitory activity, and molecular docking of novel modified tacrines. Bioorg Chem 2023; 139:106704. [PMID: 37453239 DOI: 10.1016/j.bioorg.2023.106704] [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: 03/31/2023] [Revised: 06/12/2023] [Accepted: 06/25/2023] [Indexed: 07/18/2023]
Abstract
An efficient [4 + 2] cyclization protocol to synthesize a series of twelve examples of 1,2,3-triazolo[4,5-b]aminoquinolines (5) as novel structurally modified tacrines was obtained by reacting readily accessible precursors (i.e., 3-alky(aryl)-5-amino-1,2,3-triazole-4-carbonitriles (3)) and selected cycloalkanones (4) of five-, six-, and seven-membered rings. We evaluated the AChE and BChE inhibitory activity of the novel modified tacrines 5, and the compound derivatives from cyclohexanone (4b) showed the best AChE and BChE inhibitory activities. Specifically, 1,2,3-triazolo[4,5-b]aminoquinolines 5bb obtained from 3-methyl-carbonitrile (3b) showed the highest AChE (IC50 = 12.01 μM), while 5ib from 3-sulfonamido-carbonitrile (3i) was the most significant inhibitor for BChE (IC50 = 1.78 μM). In general, the inhibitory potency of compound 5 was weaker than the pure tacrine reference, and our findings may help to design and develop novel anticholinesterase drugs based on modified tacrines.
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Affiliation(s)
- Yuri G Kappenberg
- Núcleo de Química de Heterociclos (NUQUIMHE), Departamento de Química, Universidade Federal de Santa Maria, 97105-900, Santa Maria, RS, Brazil
| | - Pablo A Nogara
- Departamento de Bioquímica e Biologia Molecular, Universidade Federal de Santa Maria, 97105-900 - Santa Maria, RS, Brazil; Instituto Federal Sul-Rio-Grandense (IFSul), 96418-400- Bagé, RS, Brazil
| | - Felipe S Stefanello
- Núcleo de Química de Heterociclos (NUQUIMHE), Departamento de Química, Universidade Federal de Santa Maria, 97105-900, Santa Maria, RS, Brazil
| | - Cássia P Delgado
- Departamento de Bioquímica e Biologia Molecular, Universidade Federal de Santa Maria, 97105-900 - Santa Maria, RS, Brazil
| | - João B T Rocha
- Departamento de Bioquímica e Biologia Molecular, Universidade Federal de Santa Maria, 97105-900 - Santa Maria, RS, Brazil
| | - Nilo Zanatta
- Núcleo de Química de Heterociclos (NUQUIMHE), Departamento de Química, Universidade Federal de Santa Maria, 97105-900, Santa Maria, RS, Brazil
| | - Marcos A P Martins
- Núcleo de Química de Heterociclos (NUQUIMHE), Departamento de Química, Universidade Federal de Santa Maria, 97105-900, Santa Maria, RS, Brazil
| | - Helio G Bonacorso
- Núcleo de Química de Heterociclos (NUQUIMHE), Departamento de Química, Universidade Federal de Santa Maria, 97105-900, Santa Maria, RS, Brazil.
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Choudhury C, Arul Murugan N, Deva Priyakumar U. Structure-based drug repurposing: traditional and advanced AI/ML-aided methods. Drug Discov Today 2022; 27:1847-1861. [PMID: 35301148 PMCID: PMC8920090 DOI: 10.1016/j.drudis.2022.03.006] [Citation(s) in RCA: 24] [Impact Index Per Article: 12.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2021] [Revised: 02/16/2022] [Accepted: 03/10/2022] [Indexed: 02/08/2023]
Abstract
The current global health emergency in the form of the Coronavirus 2019 (COVID-19) pandemic has highlighted the need for fast, accurate, and efficient drug discovery pipelines. Traditional drug discovery projects relying on in vitro high-throughput screening (HTS) involve large investments and sophisticated experimental set-ups, affordable only to big biopharmaceutical companies. In this scenario, application of efficient state-of-the-art computational methods and modern artificial intelligence (AI)-based algorithms for rapid screening of repurposable chemical space [approved drugs and natural products (NPs) with proven pharmacokinetic profiles] to identify the initial leads is a powerful option to save resources and time. Structure-based drug repurposing is a popular in silico repurposing approach. In this review, we discuss traditional and modern AI-based computational methods and tools applied at various stages for structure-based drug discovery (SBDD) pipelines. Additionally, we highlight the role of generative models in generating molecules with scaffolds from repurposable chemical space. Teaser: This review highlights the importance of repurposable chemical space, and the contributions of conventional in silico approaches and modern machine-learning algorithms for rapid structure-based drug repurposing.
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Affiliation(s)
- Chinmayee Choudhury
- Department of Experimental Medicine and Biotechnology, Postgraduate Institute of Medical Education and Research, Sector-12, Chandigarh 160012, India
| | - N Arul Murugan
- Department of Computer Science, School of Electrical Engineering and Computer Sciences, KTH Royal Institute of Technology, S-100 44, Stockholm, Sweden; Department of Computational Biology, Indraprastha Institute of Information Technology, New Delhi 110020, India.
| | - U Deva Priyakumar
- Center for Computational Natural Sciences and Bioinformatics, International Institute of Information Technology, Hyderabad 500 032, India
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A Four-Component Domino Reaction: An Eco-Compatible and Highly Efficient Construction of 1,8-Naphthyridine Derivatives, Their In Silico Molecular Docking, Drug Likeness, ADME, and Toxicity Studies. J CHEM-NY 2021. [DOI: 10.1155/2021/5589837] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/21/2022] Open
Abstract
A multicomponent domino reaction of enaminone, malononitrile, and o-phthalaldehyde has been established, providing direct access to novel highly functionalized pentacyclic cyclopenta [b] indeno [1, 2, 3-de] [1,8] naphthyridine derivatives. The simplicity of execution, readily available substrates, high yields, excellent functional group tolerance, scalability, and good scores of environmental parameters make this synthetic strategy more sustainable and worthy of further attention. This one-pot transformation, which involved multiple steps and did not require the use of a catalyst, constructed four new C-C bonds, two new C-N bonds, and three new rings, with efficient use of all reactants. Furthermore, we performed in silico molecular docking analysis for prediction of anticancer (against human topoisomerase IIβ protein) and antimicrobial (against E.coli. DNA gyrase B protein) activities. Drug likeness and ADMET studies were also predicted. Overall investigation indicates that compound 6i may serve as a candidate that could be developed as potential anticancer and antimicrobial agent among all.
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Choudhury C, Bhardwaj A. Hybrid Dynamic Pharmacophore Models as Effective Tools to Identify Novel Chemotypes for Anti-TB Inhibitor Design: A Case Study With Mtb-DapB. Front Chem 2020; 8:596412. [PMID: 33425853 PMCID: PMC7793862 DOI: 10.3389/fchem.2020.596412] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2020] [Accepted: 10/28/2020] [Indexed: 11/13/2022] Open
Abstract
Antimicrobial resistance (AMR) is one of the most serious global public health threats as it compromises the successful treatment of deadly infectious diseases like tuberculosis. New therapeutics are constantly needed but it takes a long time and is expensive to explore new biochemical space. One way to address this issue is to repurpose the validated targets and identify novel chemotypes that can simultaneously bind to multiple binding pockets of these targets as a new lead generation strategy. This study reports such a strategy, dynamic hybrid pharmacophore model (DHPM), which represents the combined interaction features of different binding pockets contrary to the conventional approaches, where pharmacophore models are generated from single binding sites. We have considered Mtb-DapB, a validated mycobacterial drug target, as our model system to explore the effectiveness of DHPMs to screen novel unexplored compounds. Mtb-DapB has a cofactor binding site (CBS) and an adjacent substrate binding site (SBS). Four different model systems of Mtb-DapB were designed where, either NADPH/NADH occupies CBS in presence/absence of an inhibitor 2, 6-PDC in the adjacent SBS. Two more model systems were designed, where 2, 6-PDC was linked to NADPH and NADH to form hybrid molecules. The six model systems were subjected to 200 ns molecular dynamics simulations and trajectories were analyzed to identify stable ligand-receptor interaction features. Based on these interactions, conventional pharmacophore models (CPM) were generated from the individual binding sites while DHPMs were created from hybrid-molecules occupying both binding sites. A huge library of 1,563,764 publicly available molecules were screened by CPMs and DHPMs. The screened hits obtained from both types of models were compared based on their Hashed binary molecular fingerprints and 4-point pharmacophore fingerprints using Tanimoto, Cosine, Dice and Tversky similarity matrices. Molecules screened by DHPM exhibited significant structural diversity, better binding strength and drug like properties as compared to the compounds screened by CPMs indicating the efficiency of DHPM to explore new chemical space for anti-TB drug discovery. The idea of DHPM can be applied for a wide range of mycobacterial or other pathogen targets to venture into unexplored chemical space.
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Affiliation(s)
- Chinmayee Choudhury
- Department of Experimental Medicine and Biotechnology, Post Graduate Institute of Medical Education and Research, Chandigarh, India
| | - Anshu Bhardwaj
- Bioinformatics Centre, Council of Scientific and Industrial Research-Institute of Microbial Technology, Chandigarh, India
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Banda V, Gaddameedi Jitender D, Gautham Santhosh K, Pillalamarri Sambasiva R, Chavva K, Rajesh P, Janapala Venkateswara R, Banda N. Studies on Synthesis of Novel Pyrido[2,3- d
] pyrimidine Derivatives and Their Anticancer Activity. J Heterocycl Chem 2018. [DOI: 10.1002/jhet.3307] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Affiliation(s)
- Veeraswamy Banda
- Fluoroorganics Division; Indian Institute of Chemical Technology; Tarnaka Hyderabad Telangana 500007 India
| | - Dev Gaddameedi Jitender
- Fluoroorganics Division; Indian Institute of Chemical Technology; Tarnaka Hyderabad Telangana 500007 India
| | - Kumar Gautham Santhosh
- Fluoroorganics Division; Indian Institute of Chemical Technology; Tarnaka Hyderabad Telangana 500007 India
| | - Rao Pillalamarri Sambasiva
- Fluoroorganics Division; Indian Institute of Chemical Technology; Tarnaka Hyderabad Telangana 500007 India
| | - Kurumurthy Chavva
- Fluoroorganics Division; Indian Institute of Chemical Technology; Tarnaka Hyderabad Telangana 500007 India
| | - Pamanji Rajesh
- Biology Division; Indian Institute of Chemical Technology; Hyderabad Telangana 500 007 India
| | | | - Narsaiah Banda
- Fluoroorganics Division; Indian Institute of Chemical Technology; Tarnaka Hyderabad Telangana 500007 India
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Veeraswamy B, Madhu D, Jitender Dev G, Poornachandra Y, Shravan Kumar G, Ganesh Kumar C, Narsaiah B. Studies on synthesis of novel pyrido[2,3-d]pyrimidine derivatives, evaluation of their antimicrobial activity and molecular docking. Bioorg Med Chem Lett 2018; 28:1670-1675. [DOI: 10.1016/j.bmcl.2018.03.022] [Citation(s) in RCA: 25] [Impact Index Per Article: 4.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/06/2018] [Revised: 03/01/2018] [Accepted: 03/09/2018] [Indexed: 11/25/2022]
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Santhosh Kumar G, Jitender Dev G, Ravi Kumar N, Krishna Swaroop D, Poorna Chandra Y, Ganesh Kumar C, Narsaiah B. Synthesis of Novel Pyrido[1,2- a]pyrimidine-3-carboxamide Derivatives and Their Anticancer Activity. Chem Pharm Bull (Tokyo) 2015; 63:584-90. [DOI: 10.1248/cpb.c15-00219] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
Affiliation(s)
| | | | | | | | - Yedla Poorna Chandra
- Medicinal Chemistry and Pharmacology Division, CSIR-Indian Institute of Chemical Technology
| | - Chityala Ganesh Kumar
- Medicinal Chemistry and Pharmacology Division, CSIR-Indian Institute of Chemical Technology
| | - Banda Narsaiah
- Fluoroorganic Division, Indian Institute of Chemical Technology
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Sambasiva Rao P, Malla Reddy G, Kurumurthy C, Veeraswamy B, Santhosh Kumar G, Shanthan Rao P, Narsaiah B. An Efficient Protocol for the Synthesis of Novel 1,2,3-Triazole Substituted 4 H-Chromene Derivatives. J Heterocycl Chem 2014. [DOI: 10.1002/jhet.1850] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/11/2022]
Affiliation(s)
- P. Sambasiva Rao
- Fluoroorganic Division; Indian Institute of Chemical Technology; Tarnaka Hyderabad 500607 India
| | - G. Malla Reddy
- Fluoroorganic Division; Indian Institute of Chemical Technology; Tarnaka Hyderabad 500607 India
| | - C. Kurumurthy
- Fluoroorganic Division; Indian Institute of Chemical Technology; Tarnaka Hyderabad 500607 India
| | - B. Veeraswamy
- Fluoroorganic Division; Indian Institute of Chemical Technology; Tarnaka Hyderabad 500607 India
| | - G. Santhosh Kumar
- Fluoroorganic Division; Indian Institute of Chemical Technology; Tarnaka Hyderabad 500607 India
| | - P. Shanthan Rao
- Fluoroorganic Division; Indian Institute of Chemical Technology; Tarnaka Hyderabad 500607 India
| | - B. Narsaiah
- Fluoroorganic Division; Indian Institute of Chemical Technology; Tarnaka Hyderabad 500607 India
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