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Sharma G, Sharma CS. Tetrahydropyridine appended 8-aminoquinoline derivatives: Design, synthesis, in silico, and in vitro antimalarial studies. Bioorg Chem 2024; 151:107674. [PMID: 39059071 DOI: 10.1016/j.bioorg.2024.107674] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/04/2024] [Revised: 07/22/2024] [Accepted: 07/23/2024] [Indexed: 07/28/2024]
Abstract
Antimalarial drug resistance is a major obstacle in the ongoing quest against malaria. The disease affects half of the world's population. The majority of them are toddlers and pregnant women. Needed a potent compound to act on drug-resistant Pf at appropriate concentrations without endangering the host. Envisaged solving this issue through rational drug design by creating a novel hybrid drug possessing two pharmacophores that can act on two marvellous and independent aims within the cell. Synthesized a new series of substituted 4-phenyl-1,2,3,6-tetrahydropyridine (THP) 8-Aminoquinoline-based hybrid analogs which have been integrated with quinoline, chloroquine, pamaquine, and primaquine, which exhibited antimalarial activity against Pf. Out of thirteen 4-phenyl-1,2,3,6-THP appended 8-Aminoquinoline derivatives, the compounds 1j, 1e, 1b, and 1l have exhibited good antimalarial activity against chloroquine-sensitive (3D7) and chloroquine-resistant (RKL-9) strain with the minimum inhibitory concentration. Compound 1b was the most effective and showed consistently good potency against the drug-resistant (RKL-9) strain, although all other arrays showed good antimalarial efficacy. Additional docking and molecular dynamics studies were carried out at several targeting sites to quantify the structural parameters necessary for the activity.
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Affiliation(s)
- Ganesh Sharma
- Department of Pharmaceutical Chemistry, Bhupal Nobles' College of Pharmacy, Bhupal Nobles' University, Udaipur, Rajasthan 313001, India.
| | - C S Sharma
- Department of Pharmaceutical Chemistry, Bhupal Nobles' College of Pharmacy, Bhupal Nobles' University, Udaipur, Rajasthan 313001, India
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Li Y, Cardoso-Silva J, Kelly JM, Delves MJ, Furnham N, Papageorgiou LG, Tsoka S. Optimisation-based modelling for explainable lead discovery in malaria. Artif Intell Med 2024; 147:102700. [PMID: 38184363 DOI: 10.1016/j.artmed.2023.102700] [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: 03/21/2023] [Revised: 10/17/2023] [Accepted: 10/29/2023] [Indexed: 01/08/2024]
Abstract
BACKGROUND The search for new antimalarial treatments is urgent due to growing resistance to existing therapies. The Open Source Malaria (OSM) project offers a promising starting point, having extensively screened various compounds for their effectiveness. Further analysis of the chemical space surrounding these compounds could provide the means for innovative drugs. METHODS We report an optimisation-based method for quantitative structure-activity relationship (QSAR) modelling that provides explainable modelling of ligand activity through a mathematical programming formulation. The methodology is based on piecewise regression principles and offers optimal detection of breakpoint features, efficient allocation of samples into distinct sub-groups based on breakpoint feature values, and insightful regression coefficients. Analysis of OSM antimalarial compounds yields interpretable results through rules generated by the model that reflect the contribution of individual fingerprint fragments in ligand activity prediction. Using knowledge of fragment prioritisation and screening of commercially available compound libraries, potential lead compounds for antimalarials are identified and evaluated experimentally via a Plasmodium falciparum asexual growth inhibition assay (PfGIA) and a human cell cytotoxicity assay. CONCLUSIONS Three compounds are identified as potential leads for antimalarials using the methodology described above. This work illustrates how explainable predictive models based on mathematical optimisation can pave the way towards more efficient fragment-based lead discovery as applied in malaria.
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Affiliation(s)
- Yutong Li
- Department of Informatics, King's College London, Bush House, London, WC2B 4BG, UK
| | - Jonathan Cardoso-Silva
- Data Science Institute, London School of Economics and Political Science, Houghton St, London, WC2A 2AE, UK
| | - John M Kelly
- Department of Infection Biology, London School of Hygiene and Tropical Medicine, Keppel St, London, WC1E 7HT, UK
| | - Michael J Delves
- Department of Infection Biology, London School of Hygiene and Tropical Medicine, Keppel St, London, WC1E 7HT, UK
| | - Nicholas Furnham
- Department of Infection Biology, London School of Hygiene and Tropical Medicine, Keppel St, London, WC1E 7HT, UK
| | - Lazaros G Papageorgiou
- The Sargent Centre for Process Systems Engineering, Department of Chemical Engineering, University College London, Torrington Place, London, WC1E 7JE, UK
| | - Sophia Tsoka
- Department of Informatics, King's College London, Bush House, London, WC2B 4BG, UK.
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Shi M, Zheng X, Zhou Y, Yin Y, Lu Z, Zou Z, Hu Y, Liang Y, Chen T, Yang Y, Jing M, Lei D, Yang P, Li X. Selectivity Mechanism of Pyrrolopyridone Analogues Targeting Bromodomain 2 of Bromodomain-Containing Protein 4 from Molecular Dynamics Simulations. ACS OMEGA 2023; 8:33658-33674. [PMID: 37744850 PMCID: PMC10515184 DOI: 10.1021/acsomega.3c03935] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 06/04/2023] [Accepted: 08/25/2023] [Indexed: 09/26/2023]
Abstract
Bromodomain and extra-terminal domain (BET) proteins play an important role in epigenetic regulation and are linked to several diseases; therefore, they are interesting targets. BET has two bromodomains: bromodomain 1 (BD1) and BD2. Selective targeting of BD1 or BD2 may produce different activities and greater effects than pan-BD inhibitors. However, the selective mechanism of the specific core must be studied at the atomic level. This study determined the effectiveness of pyrrolopyridone analogues to selectively inhibit BD2 using a pan-BD inhibitor (ABBV-075) and a selective-BD2 inhibitor (ABBV-744). Molecular dynamics simulations and calculations of binding free energies were used to systematically study the selectivity of BD2 inhibition by the pyrrolopyridone analogues. Overall, the pyrrolopyridone analogue inhibitors targeting BD2 interacted mainly with the following amino acid pairs between bromodomain-containing protein 4 (BRD4)-BD1 and BRD4-BD2 complexes: I146/V439, N140/N433, D144/H437, P82/P375, V87/V380, D88/D381, and Y139/Y432. The pyrrolopyridone analogues targeting BRD4-BD2 were divided into five regions based on selectivity mechanism. These results suggest that the R3 and R5 regions of pyrrolopyridone analogues can be modified to improve the selectivity between BRD4-BD1 and BRD4-BD2. The selectivity of BD2 inhibition by pyrrolopyridone analogues can be used to design novel BD2 inhibitors based on a pyrrolopyridone core.
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Affiliation(s)
- Mingsong Shi
- NHC
Key Laboratory of Nuclear Technology Medical Transformation, Mianyang
Central Hospital, School of Medicine, University
of Electronic Science and Technology of China, Mianyang 621099, Sichuan, China
- Innovation
Center of Nursing Research, Nursing Key Laboratory of Sichuan Province,
West China Hospital, Sichuan University, Chengdu 610041, Sichuan, China
| | - Xueting Zheng
- NHC
Key Laboratory of Nuclear Technology Medical Transformation, Mianyang
Central Hospital, School of Medicine, University
of Electronic Science and Technology of China, Mianyang 621099, Sichuan, China
| | - Yan Zhou
- NHC
Key Laboratory of Nuclear Technology Medical Transformation, Mianyang
Central Hospital, School of Medicine, University
of Electronic Science and Technology of China, Mianyang 621099, Sichuan, China
| | - Yuan Yin
- NHC
Key Laboratory of Nuclear Technology Medical Transformation, Mianyang
Central Hospital, School of Medicine, University
of Electronic Science and Technology of China, Mianyang 621099, Sichuan, China
| | - Zhou Lu
- NHC
Key Laboratory of Nuclear Technology Medical Transformation, Mianyang
Central Hospital, School of Medicine, University
of Electronic Science and Technology of China, Mianyang 621099, Sichuan, China
| | - Zhiyan Zou
- NHC
Key Laboratory of Nuclear Technology Medical Transformation, Mianyang
Central Hospital, School of Medicine, University
of Electronic Science and Technology of China, Mianyang 621099, Sichuan, China
| | - Yan Hu
- NHC
Key Laboratory of Nuclear Technology Medical Transformation, Mianyang
Central Hospital, School of Medicine, University
of Electronic Science and Technology of China, Mianyang 621099, Sichuan, China
| | - Yuanyuan Liang
- NHC
Key Laboratory of Nuclear Technology Medical Transformation, Mianyang
Central Hospital, School of Medicine, University
of Electronic Science and Technology of China, Mianyang 621099, Sichuan, China
| | - Tingting Chen
- NHC
Key Laboratory of Nuclear Technology Medical Transformation, Mianyang
Central Hospital, School of Medicine, University
of Electronic Science and Technology of China, Mianyang 621099, Sichuan, China
| | - Yuhan Yang
- NHC
Key Laboratory of Nuclear Technology Medical Transformation, Mianyang
Central Hospital, School of Medicine, University
of Electronic Science and Technology of China, Mianyang 621099, Sichuan, China
| | - Meng Jing
- Department
of Pathology, Mianyang Central Hospital, School of Medicine, University of Electronic Science and Technology of
China, Mianyang 621099, Sichuan, China
| | - Dan Lei
- School
of Life Science and Engineering, Southwest
University of Science and Technology, Mianyang 621010, Sichuan, China
| | - Pei Yang
- Department
of Hepatobiliary Surgery, Mianyang Central Hospital, School of Medicine, University of Electronic Science and Technology of
China, Mianyang 621099, Sichuan, China
| | - Xiaoan Li
- NHC
Key Laboratory of Nuclear Technology Medical Transformation, Mianyang
Central Hospital, School of Medicine, University
of Electronic Science and Technology of China, Mianyang 621099, Sichuan, China
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Vyas VK, Bhati S, Sharma M, Gehlot P, Patel N, Dalai S. 3D-QSAR-based design, synthesis and biological evaluation of 2,4-disubstituted quinoline derivatives as antimalarial agents. SAR AND QSAR IN ENVIRONMENTAL RESEARCH 2023; 34:639-659. [PMID: 37651746 DOI: 10.1080/1062936x.2023.2247326] [Citation(s) in RCA: 2] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/15/2023] [Accepted: 08/08/2023] [Indexed: 09/02/2023]
Abstract
2,4-Disubstituted quinoline derivatives were designed based on a 3D-QSAR study, synthesized and evaluated for antimalarial activity. A large dataset of 178 quinoline derivatives was used to perform a 3D-QSAR study using CoMFA and CoMSIA models. PLS analysis provided statistically validated results for CoMFA (r2ncv = 0.969, q2 = 0.677, r2cv = 0.682) and CoMSIA (r2ncv = 0.962, q2 = 0.741, r2cv = 0.683) models. Two series of a total of 40 2,4-disubstituted quinoline derivatives were designed with amide (quinoline-4-carboxamide) and secondary amine (4-aminoquinoline) linkers at the -C4 position of the quinoline ring. For the purpose of selecting better compounds for synthesis with good pEC50 values, activity prediction was carried out using CoMFA and CoMSIA models. Finally, a total of 10 2,4-disubstituted quinoline derivatives were synthesized, and screened for their antimalarial activity based on the reduction of parasitaemia. Compound #5 with amide linker and compound #19 with secondary amine linkers at the -C4 position of the quinoline ring showed maximum reductions of 64% and 57%, respectively, in the level of parasitaemia. In vivo screening assay confirmed and validated the findings of the 3D-QSAR study for the design of quinoline derivatives.
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Affiliation(s)
- V K Vyas
- Department of Pharmaceutical Chemistry, Institute of Pharmacy, Nirma University, Ahmedabad, India
| | - S Bhati
- Department of Pharmaceutical Chemistry, Institute of Pharmacy, Nirma University, Ahmedabad, India
| | - M Sharma
- Department of Pharmaceutical Chemistry, Institute of Pharmacy, Nirma University, Ahmedabad, India
| | - P Gehlot
- Department of Pharmaceutical Chemistry, Institute of Pharmacy, Nirma University, Ahmedabad, India
| | - N Patel
- Institute of Science, Nirma University, Ahmedabad, India
| | - S Dalai
- Institute of Science, Nirma University, Ahmedabad, India
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Vyas VK, Shukla T, Sharma M. Medicinal chemistry approaches for the discovery of Plasmodium falciparum dihydroorotate dehydrogenase inhibitors as antimalarial agents. Future Med Chem 2023; 15:1295-1321. [PMID: 37551689 DOI: 10.4155/fmc-2023-0113] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 08/09/2023] Open
Abstract
Malaria is a severe human disease and a global health problem because of drug-resistant strains. Drugs reported to prevent the growth of Plasmodium parasites target various phases of the parasites' life cycle. Antimalarial drugs can inhibit key enzymes that are responsible for the cellular growth and development of parasites. Plasmodium falciparum dihydroorotate dehydrogenase is one such enzyme that is necessary for de novo pyrimidine biosynthesis. This review focuses on various medicinal chemistry approaches used for the discovery and identification of selective P. falciparum dihydroorotate dehydrogenase inhibitors as antimalarial agents. This comprehensive review discusses recent advances in the selective therapeutic activity of distinct chemical classes of compounds as P. falciparum dihydroorotate dehydrogenase inhibitors and antimalarial drugs.
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Affiliation(s)
- Vivek K Vyas
- Department of Pharmaceutical Chemistry, Institute of Pharmacy, Nirma University, Ahmedabad, Gujarat, 382481, India
| | - Tanvi Shukla
- Department of Pharmaceutical Chemistry, Institute of Pharmacy, Nirma University, Ahmedabad, Gujarat, 382481, India
| | - Manmohan Sharma
- Department of Pharmaceutical Chemistry, Institute of Pharmacy, Nirma University, Ahmedabad, Gujarat, 382481, India
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Gehlot P, Vyas VK. Recent advances on patents of Plasmodium falciparum dihydroorotate dehydrogenase ( PfDHODH) inhibitors as antimalarial agents. Expert Opin Ther Pat 2023; 33:579-596. [PMID: 37942637 DOI: 10.1080/13543776.2023.2280596] [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: 06/26/2023] [Accepted: 11/03/2023] [Indexed: 11/10/2023]
Abstract
INTRODUCTION Pyrimidine nucleotides are essential for the parasite's growth and replication. Parasites have only a de novo pathway for the biosynthesis of pyrimidine nucleotides. Dihydroorotate dehydrogenase (DHODH) enzyme is involved in the rate-limiting step of the pyrimidine biosynthesis pathway. DHODH is a biochemical target for the discovery of new antimalarial agents. AREA COVERED This review discussed the development of patented PfDHODH inhibitors published between 2007 and 2023 along with their chemical structures and activities. EXPERT OPINION PfDHODH enzyme is involved in the rate-limiting fourth step of the pyrimidine biosynthesis pathway. Thus, inhibition of PfDHODH using species-selective inhibitors has drawn much attention for treating malaria because they inhibit parasite growth without affecting normal human functions. Looking at the current scenario of antimalarial drug resistance with most of the available antimalarial drugs, there is a huge need for targeted newer agents. Newer agents with unique mechanisms of action may be devoid of drug toxicity, adverse effects, and the ability of parasites to quickly gain resistance, and PfDHODH inhibitors can be those newer agents. Many PfDHODH inhibitors were patented in the past, and the dependency of Plasmodium on de novo pyrimidine provided a new approach for the development of novel antimalarial agents.
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Affiliation(s)
- Pinky Gehlot
- Department of Pharmaceutical Chemistry, Institute of Pharmacy, Nirma University, Ahmedabad, India
| | - Vivek K Vyas
- Department of Pharmaceutical Chemistry, Institute of Pharmacy, Nirma University, Ahmedabad, India
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Vyas VK, Shukla T, Tulsian K, Sharma M, Patel S. Integrated structure-guided computational design of novel substituted quinolizin-4-ones as Plasmodium falciparum dihydroorotate dehydrogenase (PfDHODH) inhibitors. Comput Biol Chem 2022; 101:107787. [DOI: 10.1016/j.compbiolchem.2022.107787] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/31/2022] [Revised: 11/03/2022] [Accepted: 11/06/2022] [Indexed: 11/09/2022]
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