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Zukić S, Osmanović A, Harej Hrkać A, Kraljević Pavelić S, Špirtović-Halilović S, Veljović E, Roca S, Trifunović S, Završnik D, Maran U. Data-Driven Modelling of Substituted Pyrimidine and Uracil-Based Derivatives Validated with Newly Synthesized and Antiproliferative Evaluated Compounds. Int J Mol Sci 2024; 25:9390. [PMID: 39273338 PMCID: PMC11395534 DOI: 10.3390/ijms25179390] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2024] [Revised: 08/21/2024] [Accepted: 08/26/2024] [Indexed: 09/15/2024] Open
Abstract
The pyrimidine heterocycle plays an important role in anticancer research. In particular, the pyrimidine derivative families of uracil show promise as structural scaffolds relevant to cervical cancer. This group of chemicals lacks data-driven machine learning quantitative structure-activity relationships (QSARs) that allow for generalization and predictive capabilities in the search for new active compounds. To achieve this, a dataset of pyrimidine and uracil compounds from ChEMBL were collected and curated. A workflow was developed for data-driven machine learning QSAR using an intuitive dataset design and forwards selection of molecular descriptors. The model was thoroughly externally validated against available data. Blind validation was also performed by synthesis and antiproliferative evaluation of new synthesized uracil-based and pyrimidine derivatives. The most active compound among new synthesized derivatives, 2,4,5-trisubstituted pyrimidine was predicted with the QSAR model with differences of 0.02 compared to experimentally tested activity.
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Affiliation(s)
- Selma Zukić
- Institute of Chemistry, University of Tartu, Ravila Street 14a, 50411 Tartu, Estonia
| | - Amar Osmanović
- University of Sarajevo-Faculty of Pharmacy, Zmaja od Bosne 8, 71000 Sarajevo, Bosnia and Herzegovina
| | - Anja Harej Hrkać
- Department of Basic and Clinical Pharmacology and Toxicology, Faculty of Medicine, University of Rijeka, Braće Branchetta 20, 51000 Rijeka, Croatia
| | | | - Selma Špirtović-Halilović
- University of Sarajevo-Faculty of Pharmacy, Zmaja od Bosne 8, 71000 Sarajevo, Bosnia and Herzegovina
| | - Elma Veljović
- University of Sarajevo-Faculty of Pharmacy, Zmaja od Bosne 8, 71000 Sarajevo, Bosnia and Herzegovina
| | - Sunčica Roca
- Centre for Nuclear Magnetic Resonance (NMR), Ruđer Bošković Institute, Bijenička Street 54, 10000 Zagreb, Croatia
| | - Snežana Trifunović
- Faculty of Chemistry, University of Belgrade, Studentski trg 12-16, 11158 Belgrade, Serbia
| | - Davorka Završnik
- University of Sarajevo-Faculty of Pharmacy, Zmaja od Bosne 8, 71000 Sarajevo, Bosnia and Herzegovina
| | - Uko Maran
- Institute of Chemistry, University of Tartu, Ravila Street 14a, 50411 Tartu, Estonia
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2
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Abdelhamid A, Salama KSM, Elsayed AM, Gad MA, Ali Ali El-Remaily MAEA. Synthesis and Toxicological Effect of Some New Pyrrole Derivatives as Prospective Insecticidal Agents against the Cotton Leafworm, Spodoptera littoralis (Boisduval). ACS OMEGA 2022; 7:3990-4000. [PMID: 35155894 PMCID: PMC8829954 DOI: 10.1021/acsomega.1c05049] [Citation(s) in RCA: 16] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/12/2021] [Accepted: 12/24/2021] [Indexed: 05/13/2023]
Abstract
Herein, a series of biologically active pyrrole derivatives, namely 2-[(3-cyano-5-aryl-1H-pyrrol-2-yl)thio]acetic acids 2a-c, 2-[(2-hydroxyethyl)-thio]-5-aryl-1H-pyrrole-3-carbonitriles 3a-c, and 2-[(2-amino-ethyl)thio]-5-aryl-1H-pyrrole-3-carbonitriles 4a-c, 2,2'-disulfanediylbis(5-aryl-1H-pyrrole-3-carbonitriles) 5a-c, 2-((3-cyano-5-aryl-1H-pyrrol-2-yl)thio)acetates 6a-c, 2-[(3-cyano-5-phenyl-1H-pyrrol-2-yl)thio]acetohydrazides 7a-c, and 2-{2-[(3-cyano-5-aryl-1H-pyrrol-2-yl)thio]acetyl}-N-phenyl-hydrazinecarbothioamides 8a-c, as insecticidal agents, were synthesized via adaptable, smoothly accessible 2-(2-oxo-2-arylylethyl)malononitriles 1a-c. The structures were proved using infrared (IR), nuclear magnetic resonance (NMR), and mass spectrum (MS) techniques. Under laboratory conditions, the toxicological characteristics were tested towards Spodoptera littoralis, cotton leafworm insect type. In respect to the LC50 values, compounds 6a, 7a, 8c, and 3c possess the highest insecticidal bioefficacy, with values of 0.5707, 0.1306, 0.9442, and 5.883 ppm, respectively. The study paves the way towards discovering new materials for potential use as insecticidal active agents.
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Affiliation(s)
- Antar
A. Abdelhamid
- Department
of Chemistry, Faculty of Science, Sohag
University,82524 Sohag, Egypt
- Chemistry
Department, Faculty of Science, Albaha University, Albaha 1988, Saudi Arabia
| | - Kaoud S. M. Salama
- Department
of Chemistry, Faculty of Science, Sohag
University,82524 Sohag, Egypt
- , kaoud2013284 @science.sohag.edu.eg
| | - Ahmed M. Elsayed
- Department
of Chemistry, Faculty of Science, Sohag
University,82524 Sohag, Egypt
| | - Mohamed A. Gad
- Research
Institute of Plant Protection, Agriculture
Research Center, 12112 Giza, Egypt
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3
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Elsayed AM, El‐Remaily MAEAAA, Salama KSM, Abdelhamid AA. Utility of pyrrole‐2‐thioacetohydrazide in synthesis of new heterocyclic compounds with promising antimicrobial activities and molecular docking studies. J Heterocycl Chem 2021. [DOI: 10.1002/jhet.4392] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Affiliation(s)
- Ahmed M. Elsayed
- Department of Chemistry, Faculty of Science Sohag University Sohag Egypt
| | | | - Kaoud S. M. Salama
- Department of Chemistry, Faculty of Science Sohag University Sohag Egypt
| | - Antar A. Abdelhamid
- Department of Chemistry, Faculty of Science Sohag University Sohag Egypt
- Chemistry Department, Faculty of Science Albaha University Albaha Saudi Arabia
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Mahapatra A, Prasad T, Sharma T. Pyrimidine: a review on anticancer activity with key emphasis on SAR. FUTURE JOURNAL OF PHARMACEUTICAL SCIENCES 2021. [DOI: 10.1186/s43094-021-00274-8] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022] Open
Abstract
Abstract
Background
Cancer is a global health challenge, it impacts the quality of life and its treatment is associated with several side effects. Resistance of the cancer cells to the existing drugs has led to search for novel anticancer agents. Pyrimidine, a privileged scaffold, is part of living organisms and plays vital role in various biological procedures as well as in cancer pathogenesis. Due to resemblance in structure with the nucleotide base pair of DNA and RNA, it is recognized as valuable compound in the treatment of cancer.
Main text
Many novel pyrimidine derivatives have been designed and developed for their anticancer activity in the last few years. The present review aims to focus on the structure activity relationship (SAR) of pyrimidine derivatives as anticancer agent from the last decade.
Conclusion
This review intends to assist in the development of more potent and efficacious anticancer drugs with pyrimidine scaffold.
Graphical abstract
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5
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Sankarganesh M, Vijay Solomon R, Dhaveethu Raja J. Platinum complex with pyrimidine- and morpholine-based ligand: synthesis, spectroscopic, DFT, TDDFT, catalytic reduction, in vitro anticancer, antioxidant, antimicrobial, DNA binding and molecular modeling studies. J Biomol Struct Dyn 2020; 39:1055-1067. [DOI: 10.1080/07391102.2020.1727364] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/08/2023]
Affiliation(s)
- Murugesan Sankarganesh
- Department of Chemistry, K. Ramakrishnan College of Technology, Trichy, Tamil Nadu, India
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Huang L, Huang R, Pang F, Li A, Huang G, Zhou X, Li Q, Li F, Ma X. Synthesis and biological evaluation of dehydroabietic acid-pyrimidine hybrids as antitumor agents. RSC Adv 2020; 10:18008-18015. [PMID: 35517208 PMCID: PMC9053630 DOI: 10.1039/d0ra02432e] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/16/2020] [Accepted: 04/30/2020] [Indexed: 11/21/2022] Open
Abstract
A series of novel dehydroabietic acid derivatives containing pyrimidine moieties were designed and synthesized. Some of them displayed more potent inhibitory activities compared with 5-FU.
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Affiliation(s)
- Lin Huang
- School of Pharmacy
- Guilin Medical University
- Guilin
- PR China
| | - Rong Huang
- School of Pharmacy
- Guilin Medical University
- Guilin
- PR China
| | - Fuhua Pang
- School of Pharmacy
- Guilin Medical University
- Guilin
- PR China
| | - Anke Li
- School of Pharmacy
- Guilin Medical University
- Guilin
- PR China
| | - Guobao Huang
- Guangxi Key Lab of Agricultural Resources Chemistry and Biotechnology
- College of Chemistry and Food Science
- Yulin Normal University
- Yulin
- PR China
| | - Xiaoqun Zhou
- School of Pharmacy
- Guilin Medical University
- Guilin
- PR China
| | - Qian Li
- School of Pharmacy
- Guilin Medical University
- Guilin
- PR China
| | - Fangyao Li
- School of Pharmacy
- Guilin Medical University
- Guilin
- PR China
- Guangxi Key Lab of Agricultural Resources Chemistry and Biotechnology
| | - Xianli Ma
- School of Pharmacy
- Guilin Medical University
- Guilin
- PR China
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7
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Design, synthesis and anti-tumour activity of new pyrimidine-pyrrole appended triazoles. Toxicol In Vitro 2019; 60:87-96. [DOI: 10.1016/j.tiv.2019.05.009] [Citation(s) in RCA: 19] [Impact Index Per Article: 3.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2019] [Revised: 04/18/2019] [Accepted: 05/13/2019] [Indexed: 12/17/2022]
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8
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Reaction of β-alkoxyvinyl α-ketoesters with acyclic NCN binucleophiles – Scalable approach to novel functionalized pyrimidines. Tetrahedron 2019. [DOI: 10.1016/j.tet.2019.05.005] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/18/2022]
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9
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Synthesis and anticancer activity evaluation of novel oxacalix[2]arene[2]pyrimidine derivatives. Med Chem Res 2019. [DOI: 10.1007/s00044-019-02321-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/24/2022]
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10
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Vas’kevich AI, Vovk MV. Fused pyrimidine systems: XVII. Arylsulfenylation of 5-allylpyrimidine-4(3H)-one derivatives. Synthesis of arylsulfanyl-substituted 5,6-dihydrofuro[2,3-d]- and 6,7-dihydro-5H-pyrano[2,3-d]pyrimidines. RUSSIAN JOURNAL OF ORGANIC CHEMISTRY 2017. [DOI: 10.1134/s1070428017020221] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/23/2022]
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11
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Efficient synthesis of novel furo[2,3- d ]pyrimidine derivatives under catalyst-free conditions. Tetrahedron Lett 2017. [DOI: 10.1016/j.tetlet.2017.03.019] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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12
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Kaur H, Balzarini J, de Kock C, Smith PJ, Chibale K, Singh K. Synthesis, antiplasmodial activity and mechanistic studies of pyrimidine-5-carbonitrile and quinoline hybrids. Eur J Med Chem 2015; 101:52-62. [PMID: 26114811 DOI: 10.1016/j.ejmech.2015.06.024] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/14/2014] [Revised: 05/19/2015] [Accepted: 06/08/2015] [Indexed: 12/26/2022]
Abstract
A series of hybrids comprising of 5-cyanopyrimidine and quinoline moiety were synthesized and tested for in vitro antiplasmodial activity against NF54 and Dd2 strains of Plasmodium falciparum. Hybrid bearing m-nitrophenyl substituent at C-4 of pyrimidine displayed the highest antiplasmodial activity [IC50 = 56 nM] against the CQ(R) (Dd2) strain, which is four-fold greater than CQ.
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Affiliation(s)
- Hardeep Kaur
- Department of Chemistry, UGC-Centre of Advance Study-II, Guru Nanak Dev University, Amritsar 143005, India
| | - Jan Balzarini
- Rega Institute for Medical Research, KU Leuven, 10 Minderbroedersstraat, B-3000 Leuven, Belgium
| | - Carmen de Kock
- Division of Pharmacology, Department of Medicine, University of Cape Town, Observatory 7925, South Africa
| | - Peter J Smith
- Division of Pharmacology, Department of Medicine, University of Cape Town, Observatory 7925, South Africa
| | - Kelly Chibale
- Department of Chemistry, South African Medical Research Council Drug Discovery and Development Research Unit, Institute of Infectious Disease and Molecular Medicine, University of Cape Town, Rondebosch 7701, South Africa
| | - Kamaljit Singh
- Department of Chemistry, UGC-Centre of Advance Study-II, Guru Nanak Dev University, Amritsar 143005, India.
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13
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One-pot click synthesis of 1,2,3-triazole-embedded unsaturated uracil derivatives and hybrids of 1,5- and 2,5-disubstituted tetrazoles and pyrimidines. Tetrahedron Lett 2015. [DOI: 10.1016/j.tetlet.2015.01.152] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/20/2023]
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14
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Synthesis, biological evaluation and molecular docking studies of some pyrimidine derivatives. Eur J Med Chem 2013; 66:276-95. [PMID: 23811090 DOI: 10.1016/j.ejmech.2013.05.028] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2013] [Revised: 04/28/2013] [Accepted: 05/22/2013] [Indexed: 11/20/2022]
Abstract
Some novel pyrimidine-5-carbonitrile derivatives bearing various substituent have been synthesized. The structures of target compounds were confirmed by elemental analysis and spectral data. Some selected members of the newly synthesized compounds were investigated for their cytotoxic potency against certain human tumor cell lines. Five representative active anticancer compounds 6a, 6c, 6d, 17a and 18a were subjected to docking using MOE program on the 3D structure of two enzymes, namely; thymidylate synthase and dihydrofolate reductase. The antimicrobial activities of the synthesized compounds were tested against Staphylococcus aureus, Pseudomonas aeruginosa, Shigella flexneri and Candida albicans. Compounds 2c, 7a and 9c showed broad spectrum antimicrobial activity.
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15
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Efficient palladium-mediated or base-induced 5-endo-dig cyclisation of C5-alkynylated pyrimidine derivatives: conventional and microwave-assisted synthesis of novel furo[2,3-d]pyrimidines. Tetrahedron Lett 2012. [DOI: 10.1016/j.tetlet.2012.07.068] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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