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Ma N, Leng Y, Sui K, Wang P, Jiang S, Wu Y. Synthesis of Sulfone Methylene-Substituted Indolines by Radical Cascade Cyclization of 2-Alkynylaniline Derivatives. J Org Chem 2024. [PMID: 39013075 DOI: 10.1021/acs.joc.4c00908] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 07/18/2024]
Abstract
A radical cascade cyclization of 2-alkynylaniline derivatives with sulfonyl chlorides was developed to construct C3-sulfone methylene-substituted indolines in yields of 21 to 85% with a broad substrate scope under metal- and base-free conditions. This protocol could simultaneously build three new chemical bonds and employ a solvent-radical relay strategy, providing a rapid and concise approach toward an indoline framework. Scale-up reactions of this method and further transformations to afford useful indolines were also demonstrated.
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Affiliation(s)
- Ning Ma
- College of Chemistry, Henan Key Laboratory of Chemical Biology and Organic Chemistry, State Key Laboratory of Coking Coal Resources Green Exploitation, Zhengzhou University, Zhengzhou 450052, P. R China
| | - Yuting Leng
- College of Chemistry, Henan Key Laboratory of Chemical Biology and Organic Chemistry, State Key Laboratory of Coking Coal Resources Green Exploitation, Zhengzhou University, Zhengzhou 450052, P. R China
| | - Kaixia Sui
- College of Chemistry, Henan Key Laboratory of Chemical Biology and Organic Chemistry, State Key Laboratory of Coking Coal Resources Green Exploitation, Zhengzhou University, Zhengzhou 450052, P. R China
| | - Panpan Wang
- College of Chemistry, Henan Key Laboratory of Chemical Biology and Organic Chemistry, State Key Laboratory of Coking Coal Resources Green Exploitation, Zhengzhou University, Zhengzhou 450052, P. R China
| | - Shiliang Jiang
- College of Chemistry, Henan Key Laboratory of Chemical Biology and Organic Chemistry, State Key Laboratory of Coking Coal Resources Green Exploitation, Zhengzhou University, Zhengzhou 450052, P. R China
| | - Yangjie Wu
- College of Chemistry, Henan Key Laboratory of Chemical Biology and Organic Chemistry, State Key Laboratory of Coking Coal Resources Green Exploitation, Zhengzhou University, Zhengzhou 450052, P. R China
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Temizer AB, Uludoğan G, Özçelik R, Koulani T, Ozkirimli E, Ulgen KO, Karali N, Özgür A. Exploring data-driven chemical SMILES tokenization approaches to identify key protein-ligand binding moieties. Mol Inform 2024; 43:e202300249. [PMID: 38196065 DOI: 10.1002/minf.202300249] [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: 09/19/2023] [Revised: 11/13/2023] [Accepted: 01/06/2024] [Indexed: 01/11/2024]
Abstract
Machine learning models have found numerous successful applications in computational drug discovery. A large body of these models represents molecules as sequences since molecular sequences are easily available, simple, and informative. The sequence-based models often segment molecular sequences into pieces called chemical words, analogous to the words that make up sentences in human languages, and then apply advanced natural language processing techniques for tasks such as de novo drug design, property prediction, and binding affinity prediction. However, the chemical characteristics and significance of these building blocks, chemical words, remain unexplored. To address this gap, we employ data-driven SMILES tokenization techniques such as Byte Pair Encoding, WordPiece, and Unigram to identify chemical words and compare the resulting vocabularies. To understand the chemical significance of these words, we build a language-inspired pipeline that treats high affinity ligands of protein targets as documents and selects key chemical words making up those ligands based on tf-idf weighting. The experiments on multiple protein-ligand affinity datasets show that despite differences in words, lengths, and validity among the vocabularies generated by different subword tokenization algorithms, the identified key chemical words exhibit similarity. Further, we conduct case studies on a number of target to analyze the impact of key chemical words on binding. We find that these key chemical words are specific to protein targets and correspond to known pharmacophores and functional groups. Our approach elucidates chemical properties of the words identified by machine learning models and can be used in drug discovery studies to determine significant chemical moieties.
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Affiliation(s)
- Asu Busra Temizer
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, İstanbul University, İstanbul, Turkey
- Department of Pharmaceutical Chemistry, Institute of Health Sciences, İstanbul University, İstanbul, Turkey
| | - Gökçe Uludoğan
- Department of Computer Engineering, Boğaziçi University, İstanbul, Turkey
| | - Rıza Özçelik
- Department of Computer Engineering, Boğaziçi University, İstanbul, Turkey
| | - Taha Koulani
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, İstanbul University, İstanbul, Turkey
- Department of Pharmaceutical Chemistry, Institute of Health Sciences, İstanbul University, İstanbul, Turkey
| | - Elif Ozkirimli
- Science and Research Informatics, F. Hoffmann-La Roche Ltd, Basel, Switzerland
| | - Kutlu O Ulgen
- Department of Chemical Engineering, Boğaziçi University, İstanbul, Turkey
| | - Nilgun Karali
- Department of Pharmaceutical Chemistry, Faculty of Pharmacy, İstanbul University, İstanbul, Turkey
| | - Arzucan Özgür
- Department of Computer Engineering, Boğaziçi University, İstanbul, Turkey
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Farrag EK, Aziz WM, Shaker SE, Shawky H, Fayed DB. Toxicological profiling of a de novo synthesized benzimidazole derivative with potent and selective proapoptotic potentials against breast cancer. Food Chem Toxicol 2023; 180:114049. [PMID: 37734466 DOI: 10.1016/j.fct.2023.114049] [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: 07/26/2023] [Revised: 08/19/2023] [Accepted: 09/18/2023] [Indexed: 09/23/2023]
Abstract
This study aimed to investigate the toxicological profile of 1-(6-(1H-benzo[d]imidazole-2-yl)-2-methylpyridin-3-yl) ethanone (BMPE), both in vitro and in vivo. The proapoptotic/necrotic and cell cycle arrest potentials of BMPE were assessed in MCF-7 cell line. The in vivo toxicology was assessed in female Balb/c mice by repeated dosing of 5, 25, and 50 mg/kg for 21 consecutive days, then different biochemical, inflammatory, and oxidative markers were assessed in sera/tissue homogenates of treated animals. The new derivative showed a potent selective cytotoxicity against malignant cell lines with IC50 value 0.2 μM/mL, while the cytotoxic effect on normal Wi-38 cells was observed at IC50 value 0.4 μM/mL; i.e. twofold the effective anticancer dose. BMPE exhibited an early DNA fragmentation-derived cell apoptosis observed at the G0/G1 checkpoint. In vivo, BMPE was biochemically/immunologically tolerable at a pharmacological dose range of 5-25 mg/kg, with no significant rates of mortality/morbidity and minimal-to-moderate histopathological alterations recorded. The new derivative represents an attractive therapeutic candidate for breast cancer, considering its noticeable modulatory effect on the oxidative-inflammatory axis that would relate to its potent antitumor effect.
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Affiliation(s)
- Ebtehal K Farrag
- Therapeutic Chemistry Department, Pharmaceutical Industries and Drug Research Institute, National Research Centre, Dokki, 12622, Cairo, Egypt
| | - Wessam M Aziz
- Therapeutic Chemistry Department, Pharmaceutical Industries and Drug Research Institute, National Research Centre, Dokki, 12622, Cairo, Egypt
| | - Sylvia E Shaker
- Therapeutic Chemistry Department, Pharmaceutical Industries and Drug Research Institute, National Research Centre, Dokki, 12622, Cairo, Egypt
| | - Heba Shawky
- Therapeutic Chemistry Department, Pharmaceutical Industries and Drug Research Institute, National Research Centre, Dokki, 12622, Cairo, Egypt.
| | - Dalia B Fayed
- Therapeutic Chemistry Department, Pharmaceutical Industries and Drug Research Institute, National Research Centre, Dokki, 12622, Cairo, Egypt
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Takhti S, Pordel M, Bozorgmehr MR, Davoodnia A. New hybrids based on benzimidazole and diazepine moieties: design, synthesis, characterization, molecular docking studies and their in vitro interactions with benzodiazepine receptors. J Biomol Struct Dyn 2023; 41:8729-8737. [PMID: 36271637 DOI: 10.1080/07391102.2022.2136246] [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: 08/13/2022] [Accepted: 10/10/2022] [Indexed: 10/24/2022]
Abstract
Benzodiazepines are one of the most widely prescribed pharmacologic agents in the world. They are employed for numerous indications, including anxiety, insomnia, muscle relaxation, relief from spasticity caused by central nervous system pathology and epilepsy. In this work, we have synthesized some new hybrids based on benzimidazole and diazepine scaffolds from the reaction of suitable benzimidazole derivatives with glycine. NMR spectra, IR and mass as well as elemental analyses approved the structure of the title compounds. In vitro interactions of the title compounds were also examined on recombinant benzodiazepine receptors (αxβ2/3γ2, x = 1-3, 5) expressed in HEK293 cells. The results indicated that the title compounds exhibited suitable affinity for α1β2 γ2 subtype (Ki = 16-29 nM). To achieve deeper insight into their interactions with benzodiazepine receptors, molecular dynamics simulation was employed. According to the results obtained from the molecular dynamics simulation, Pro85, Leu103, Pro101, Gln102, Ile79, Ser80, Pro17, Leu82 and Val84 interact with the most potent ligand by hydrophobic interactions and Asp86 and Leu87 interact with the ligand by hydrogen bond interactions.Communicated by Ramaswamy H. Sarma.
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Affiliation(s)
- Samaneh Takhti
- Department of Chemistry, Mashhad Branch, Islamic Azad University, Mashhad, Iran
| | - Mehdi Pordel
- Department of Chemistry, Mashhad Branch, Islamic Azad University, Mashhad, Iran
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Design, Synthesis, and Biological Evaluation of Benzimidazole Derivatives as Potential Lassa Virus Inhibitors. Molecules 2023; 28:molecules28041579. [PMID: 36838567 PMCID: PMC9963587 DOI: 10.3390/molecules28041579] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/20/2023] [Revised: 02/03/2023] [Accepted: 02/04/2023] [Indexed: 02/10/2023] Open
Abstract
The Lassa virus (LASV) causes Lassa fever, a highly infectious and lethal agent of acute viral hemorrhagic fever. At present, there are still no effective treatments available, creating an urgent need to develop novel therapeutics. Some benzimidazole compounds targeting the arenavirus envelope glycoprotein complex (GPC) are promising inhibitors of LASV. In this study, we synthesized two series of LASV inhibitors based on the benzimidazole structure. Lentiviral pseudotypes bearing the LASV GPC were established to identify virus entry inhibitors. Surface plasmon resonance (SPR) was further used to verify the binding activities of the potential compounds. Compounds 7d-Z, 7h-Z, 13c, 13d, and 13f showed relatively excellent antiviral activities with IC50 values ranging from 7.58 to 15.46 nM and their SI values above 1251. These five representative compounds exhibited stronger binding affinity with low equilibrium dissociation constants (KD < 8.25 × 10-7 M) in SPR study. The compound 7h-Z displayed the most potent antiviral activity (IC50 = 7.58 nM) with a relatively high SI value (2496), which could be further studied as a lead compound. The structure-activity relationship indicated that the compounds with lipophilic and spatially larger substituents might possess higher antiviral activity and a much larger safety margin. This study will provide some good guidance for the development of highly active compounds with a novel skeleton against LASV.
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