1
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Lejmi M, Geslin D, Bureau R, Cuissart B, Ben Slima I, Meddouri N, Borgi A, Lamotte JL, Lepailleur A. Navigating pharmacophore space to identify activity discontinuities: A case study with BCR-ABL. Mol Inform 2024; 43:e202400050. [PMID: 38979846 DOI: 10.1002/minf.202400050] [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: 02/07/2024] [Revised: 04/03/2024] [Accepted: 04/04/2024] [Indexed: 07/10/2024]
Abstract
The exploration of chemical space is a fundamental aspect of chemoinformatics, particularly when one explores a large compound data set to relate chemical structures with molecular properties. In this study, we extend our previous work on chemical space visualization at the pharmacophoric level. Instead of using conventional binary classification of affinity (active vs inactive), we introduce a refined approach that categorizes compounds into four distinct classes based on their activity levels: super active, very active, active, and inactive. This classification enriches the color scheme applied to pharmacophore space, where the color representation of a pharmacophore hypothesis is driven by the associated compounds. Using the BCR-ABL tyrosine kinase as a case study, we identified intriguing regions corresponding to pharmacophore activity discontinuities, providing valuable insights for structure-activity relationships analysis.
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Affiliation(s)
- Maroua Lejmi
- Groupe de Recherche en Informatique, Image, Automatique et Instrumentation de Caen, UNICAEN, ENSICAEN, CNRS - UMR GREYC, Normandie Univ, Caen, France
- Laboratoire en Informatique, Programmation Algorithmique et Heuristique, LIPAH, Université de Tunis El Manar, Tunis, Tunisia
| | - Damien Geslin
- Centre d'Etudes et de Recherche sur le Médicament de Normandie, UNICAEN, CERMN, Normandie Univ, Caen, France
| | - Ronan Bureau
- Centre d'Etudes et de Recherche sur le Médicament de Normandie, UNICAEN, CERMN, Normandie Univ, Caen, France
| | - Bertrand Cuissart
- Groupe de Recherche en Informatique, Image, Automatique et Instrumentation de Caen, UNICAEN, ENSICAEN, CNRS - UMR GREYC, Normandie Univ, Caen, France
| | - Ilef Ben Slima
- ISMAI, University of Kairouan, Kairouan, Tunisia
- Laboratory of Signals, systeMs, aRtificial Intelligence and neTworkS, SM@RTS, Digital Research Center of Sfax, Sfax, Tunisia
| | - Nida Meddouri
- Laboratoire de Recherche de l'EPITA, LRE, Le Kremlin-Bicêtre, Paris, France
| | - Amel Borgi
- Laboratoire en Informatique, Programmation Algorithmique et Heuristique, LIPAH, Université de Tunis El Manar, Tunis, Tunisia
| | - Jean-Luc Lamotte
- Groupe de Recherche en Informatique, Image, Automatique et Instrumentation de Caen, UNICAEN, ENSICAEN, CNRS - UMR GREYC, Normandie Univ, Caen, France
| | - Alban Lepailleur
- Centre d'Etudes et de Recherche sur le Médicament de Normandie, UNICAEN, CERMN, Normandie Univ, Caen, France
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2
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Pomikło D, Bodzioch A, Kaszyński P. 3-Substituted Blatter Radicals: Cyclization of N-Arylguanidines and N-Arylamidines to Benzo[ e][1,2,4]triazines and PhLi Addition. J Org Chem 2023; 88:2999-3011. [PMID: 36802654 PMCID: PMC9990070 DOI: 10.1021/acs.joc.2c02703] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/19/2023]
Abstract
A series of 3-amino- and 3-alkyl-substituted 1-phenyl-1,4-dihydrobenzo[e][1,2,4]triazin-4-yls was prepared in four steps involving N-arylation, cyclization of N-arylguanidines and N-arylamidines, reduction of the resulting N-oxides to benzo[e][1,2,4]triazines, and subsequent addition of PhLi followed by aerial oxidation. The resulting seven C(3)-substituted benzo[e][1,2,4]triazin-4-yls were analyzed by spectroscopic and electrochemical methods augmented with density functional theory (DFT) methods. Electrochemical data were compared to DFT results and correlated with substituent parameters.
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Affiliation(s)
- Dominika Pomikło
- Centre of Molecular and Macromolecular Studies, Polish Academy of Sciences, 90-363 Łódź, Poland
| | - Agnieszka Bodzioch
- Centre of Molecular and Macromolecular Studies, Polish Academy of Sciences, 90-363 Łódź, Poland
| | - Piotr Kaszyński
- Centre of Molecular and Macromolecular Studies, Polish Academy of Sciences, 90-363 Łódź, Poland.,Faculty of Chemistry, University of Łódź, 91-403 Łódź, Poland.,Department of Chemistry, Middle Tennessee State University, 37132 Murfreesboro, Tennessee, United States
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3
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Bodzioch A, Pomikło D, Celeda M, Pietrzak A, Kaszyński P. 3-Substituted Benzo[e][1,2,4]triazines: Synthesis and Electronic Effects of the C(3) Substituent. J Org Chem 2019; 84:6377-6394. [DOI: 10.1021/acs.joc.9b00716] [Citation(s) in RCA: 16] [Impact Index Per Article: 3.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Agnieszka Bodzioch
- Centre of Molecular and Macromolecular Studies, Polish Academy of Sciences, 90-363 Łódź, Poland
| | - Dominika Pomikło
- Centre of Molecular and Macromolecular Studies, Polish Academy of Sciences, 90-363 Łódź, Poland
| | | | - Anna Pietrzak
- Department of Chemistry, Middle Tennessee State University, Murfreesboro, Tennessee 37132, United States
- Faculty of Chemistry, Łódź University of Technology, 90-924 Łódź, Poland
| | - Piotr Kaszyński
- Centre of Molecular and Macromolecular Studies, Polish Academy of Sciences, 90-363 Łódź, Poland
- Faculty of Chemistry, University of Łódź, 91-403 Łódź, Poland
- Department of Chemistry, Middle Tennessee State University, Murfreesboro, Tennessee 37132, United States
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4
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Métivier JP, Cuissart B, Bureau R, Lepailleur A. The Pharmacophore Network: A Computational Method for Exploring Structure–Activity Relationships from a Large Chemical Data Set. J Med Chem 2018; 61:3551-3564. [DOI: 10.1021/acs.jmedchem.7b01890] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/27/2023]
Affiliation(s)
- Jean-Philippe Métivier
- Centre d’Etudes et de Recherche sur le Médicament de Normandie, Normandie Univ, UNICAEN, CERMN, 14000 Caen, France
- Groupe de Recherche en Informatique, Image, Automatique et Instrumentation de Caen, Normandie Univ, UNICAEN, ENSICAEN, CNRS, GREYC, 14000 Caen, France
| | - Bertrand Cuissart
- Groupe de Recherche en Informatique, Image, Automatique et Instrumentation de Caen, Normandie Univ, UNICAEN, ENSICAEN, CNRS, GREYC, 14000 Caen, France
| | - Ronan Bureau
- Centre d’Etudes et de Recherche sur le Médicament de Normandie, Normandie Univ, UNICAEN, CERMN, 14000 Caen, France
| | - Alban Lepailleur
- Centre d’Etudes et de Recherche sur le Médicament de Normandie, Normandie Univ, UNICAEN, CERMN, 14000 Caen, France
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5
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Cascioferro S, Parrino B, Spanò V, Carbone A, Montalbano A, Barraja P, Diana P, Cirrincione G. An overview on the recent developments of 1,2,4-triazine derivatives as anticancer compounds. Eur J Med Chem 2017; 142:328-375. [PMID: 28851503 DOI: 10.1016/j.ejmech.2017.08.009] [Citation(s) in RCA: 64] [Impact Index Per Article: 9.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/19/2017] [Revised: 07/31/2017] [Accepted: 08/02/2017] [Indexed: 02/06/2023]
Abstract
The synthesis, the antitumor activity, the SAR and, whenever described, the possible mode of action of 1,2,4-triazine derivatives, their N-oxides, N,N'-dioxides as well as the benzo- and hetero-fused systems are reported. Herein are treated derivatives disclosed to literature from the beginning of this century up to 2016. Among the three possible triazine isomers, 1,2,4-triazines are the most studied ones and many derivatives having remarkable antitumor activity have been reported in the literature and also patented reaching advanced phases of clinical trials.
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Affiliation(s)
- Stella Cascioferro
- Dipartimento di Scienze e Tecnologie Biologiche Chimiche e Farmaceutiche (STEBICEF), Università degli Studi di Palermo, Via Archirafi 32, 90123 Palermo, Italy
| | - Barbara Parrino
- Dipartimento di Scienze e Tecnologie Biologiche Chimiche e Farmaceutiche (STEBICEF), Università degli Studi di Palermo, Via Archirafi 32, 90123 Palermo, Italy
| | - Virginia Spanò
- Dipartimento di Scienze e Tecnologie Biologiche Chimiche e Farmaceutiche (STEBICEF), Università degli Studi di Palermo, Via Archirafi 32, 90123 Palermo, Italy
| | - Anna Carbone
- Dipartimento di Scienze e Tecnologie Biologiche Chimiche e Farmaceutiche (STEBICEF), Università degli Studi di Palermo, Via Archirafi 32, 90123 Palermo, Italy
| | - Alessandra Montalbano
- Dipartimento di Scienze e Tecnologie Biologiche Chimiche e Farmaceutiche (STEBICEF), Università degli Studi di Palermo, Via Archirafi 32, 90123 Palermo, Italy
| | - Paola Barraja
- Dipartimento di Scienze e Tecnologie Biologiche Chimiche e Farmaceutiche (STEBICEF), Università degli Studi di Palermo, Via Archirafi 32, 90123 Palermo, Italy
| | - Patrizia Diana
- Dipartimento di Scienze e Tecnologie Biologiche Chimiche e Farmaceutiche (STEBICEF), Università degli Studi di Palermo, Via Archirafi 32, 90123 Palermo, Italy
| | - Girolamo Cirrincione
- Dipartimento di Scienze e Tecnologie Biologiche Chimiche e Farmaceutiche (STEBICEF), Università degli Studi di Palermo, Via Archirafi 32, 90123 Palermo, Italy.
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6
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Tasior M, Gryko DT. Synthesis and Properties of Ladder-Type BN-Heteroacenes and Diazabenzoindoles Built on a Pyrrolopyrrole Scaffold. J Org Chem 2016; 81:6580-6. [DOI: 10.1021/acs.joc.6b01209] [Citation(s) in RCA: 42] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022]
Affiliation(s)
- Mariusz Tasior
- Institute of Organic Chemistry of Polish Academy of Sciences, Kasprzaka 44/52, 01-224 Warsaw, Poland
| | - Daniel T. Gryko
- Institute of Organic Chemistry of Polish Academy of Sciences, Kasprzaka 44/52, 01-224 Warsaw, Poland
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7
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Huang FQ, Dong X, Qi LW, Zhang B. Visible-light photocatalytic α-amino C(sp3)–H activation through radical translocation: a novel and metal-free approach to α-alkoxybenzamides. Tetrahedron Lett 2016. [DOI: 10.1016/j.tetlet.2016.02.108] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
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8
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Lu X, Zhang Z, Ren X, Pan X, Wang D, Zhuang X, Luo J, Yu R, Ding K. Hybrid pyrimidine alkynyls inhibit the clinically resistance related Bcr-Abl(T315I) mutant. Bioorg Med Chem Lett 2015. [PMID: 26195136 DOI: 10.1016/j.bmcl.2015.07.006] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
A series of pyrimidine alkynyl derivatives were designed and synthesized as new Bcr-Abl inhibitors by hybriding the structural moieties from GNF-7, ponatinib and nilotinib. One of the most potent compounds 4e strongly suppresses Bcr-Abl(WT) and Bcr-Abl(T315I) kinase with IC50 values of 5.0 and 9.0 nM, and inhibits the proliferation of K562 and murine Ba/F3 cells ectopically expressing Bcr-Abl(T315I) cells with IC50 values of 2 and 50 nM, respectively. It also displays good pharmacokinetics properties with an oral bioavailability of 35.3% and T(1/2) value of 48.7 h, and demonstrates significantly suppression on tumor growth in xenografted mice of K562 and Ba/F3 cells expressing Bcr-Abl(T315I). These inhibitors may serve as lead compounds for further developing new anticancer drugs overcoming the clinically acquired resistance against current Bcr-Abl inhibitors.
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Affiliation(s)
- Xiaoyun Lu
- Key Laboratory of Respiratory Diseases, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, No. 190, Kaiyuan Avenue, Science Park, Guangzhou 510530, China.
| | - Zhang Zhang
- Biotechnological Institute of Chinese Materia Medica and Department of Pharmacology, Jinan University, 601 Huangpu Avenue West, Guangzhou 510632, China; Key Laboratory of Respiratory Diseases, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, No. 190, Kaiyuan Avenue, Science Park, Guangzhou 510530, China
| | - Xiaomei Ren
- Key Laboratory of Respiratory Diseases, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, No. 190, Kaiyuan Avenue, Science Park, Guangzhou 510530, China
| | - Xiaofeng Pan
- Key Laboratory of Respiratory Diseases, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, No. 190, Kaiyuan Avenue, Science Park, Guangzhou 510530, China
| | - Deping Wang
- Key Laboratory of Respiratory Diseases, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, No. 190, Kaiyuan Avenue, Science Park, Guangzhou 510530, China
| | - Xiaoxi Zhuang
- Key Laboratory of Respiratory Diseases, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, No. 190, Kaiyuan Avenue, Science Park, Guangzhou 510530, China
| | - Jingfeng Luo
- Key Laboratory of Respiratory Diseases, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, No. 190, Kaiyuan Avenue, Science Park, Guangzhou 510530, China
| | - Rongmin Yu
- Biotechnological Institute of Chinese Materia Medica and Department of Pharmacology, Jinan University, 601 Huangpu Avenue West, Guangzhou 510632, China
| | - Ke Ding
- Key Laboratory of Respiratory Diseases, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, No. 190, Kaiyuan Avenue, Science Park, Guangzhou 510530, China.
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9
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Park H, Hong S, Kim J, Hong S. Discovery of Picomolar ABL Kinase Inhibitors Equipotent for Wild Type and T315I Mutant via Structure-Based de Novo Design. J Am Chem Soc 2013; 135:8227-37. [DOI: 10.1021/ja311756u] [Citation(s) in RCA: 33] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Affiliation(s)
- Hwangseo Park
- Department of Bioscience and
Biotechnology, Sejong University, Seoul
143-747, Korea
| | - Seunghee Hong
- Department
of Chemistry, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, 305-701, Korea
| | - Jinhee Kim
- Department
of Chemistry, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, 305-701, Korea
| | - Sungwoo Hong
- Department
of Chemistry, Korea Advanced Institute of Science and Technology (KAIST), Daejeon, 305-701, Korea
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10
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Ren X, Pan X, Zhang Z, Wang D, Lu X, Li Y, Wen D, Long H, Luo J, Feng Y, Zhuang X, Zhang F, Liu J, Leng F, Lang X, Bai Y, She M, Tu Z, Pan J, Ding K. Identification of GZD824 as an orally bioavailable inhibitor that targets phosphorylated and nonphosphorylated breakpoint cluster region-Abelson (Bcr-Abl) kinase and overcomes clinically acquired mutation-induced resistance against imatinib. J Med Chem 2013; 56:879-94. [PMID: 23301703 DOI: 10.1021/jm301581y] [Citation(s) in RCA: 109] [Impact Index Per Article: 9.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
Bcr-Abl(T315I) mutation-induced imatinib resistance remains a major challenge for clinical management of chronic myelogenous leukemia (CML). Herein, we report GZD824 (10a) as a novel orally bioavailable inhibitor against a broad spectrum of Bcr-Abl mutants including T315I. It tightly bound to Bcr-Abl(WT) and Bcr-Abl(T315I) with K(d) values of 0.32 and 0.71 nM, respectively, and strongly inhibited the kinase functions with nanomolar IC(50) values. The compound potently suppressed proliferation of Bcr-Abl-positive K562 and Ku812 human CML cells with IC(50) values of 0.2 and 0.13 nM, respectively. It also displayed good oral bioavailability (48.7%), a reasonable half-life (10.6 h), and promising in vivo antitumor efficacy. It induced tumor regression in mouse xenograft tumor models driven by Bcr-Abl(WT) or the mutants and significantly improved the survival of mice bearing an allograft leukemia model with Ba/F3 cells harboring Bcr-Abl(T315I). GZD824 represents a promising lead candidate for development of Bcr-Abl inhibitors to overcome acquired imatinib resistance.
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Affiliation(s)
- Xiaomei Ren
- Institute of Chemical Biology, Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, #190 Kaiyuan Avenue, Guangzhou 510530, China
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11
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Li Y, Shen M, Zhang Z, Luo J, Pan X, Lu X, Long H, Wen D, Zhang F, Leng F, Li Y, Tu Z, Ren X, Ding K. Design, Synthesis, and Biological Evaluation of 3-(1H-1,2,3-Triazol-1-yl)benzamide Derivatives as Potent Pan Bcr-Abl Inhibitors Including the Threonine315→Isoleucine315 Mutant. J Med Chem 2012; 55:10033-46. [DOI: 10.1021/jm301188x] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Affiliation(s)
- Yupeng Li
- Institute
of Chemical Biology,
Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, #190 Kaiyuan Avenue, Guangzhou
510530, China
- Graduate University of Chinese Academy of Sciences, #19 Yuquan Road, Beijing
100049, China
| | - Mengjie Shen
- Institute
of Chemical Biology,
Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, #190 Kaiyuan Avenue, Guangzhou
510530, China
- Graduate University of Chinese Academy of Sciences, #19 Yuquan Road, Beijing
100049, China
| | - Zhang Zhang
- Institute
of Chemical Biology,
Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, #190 Kaiyuan Avenue, Guangzhou
510530, China
| | - Jinfeng Luo
- Institute
of Chemical Biology,
Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, #190 Kaiyuan Avenue, Guangzhou
510530, China
| | - Xiaofen Pan
- Institute
of Chemical Biology,
Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, #190 Kaiyuan Avenue, Guangzhou
510530, China
| | - Xiaoyun Lu
- Institute
of Chemical Biology,
Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, #190 Kaiyuan Avenue, Guangzhou
510530, China
| | - Huoyou Long
- Institute
of Chemical Biology,
Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, #190 Kaiyuan Avenue, Guangzhou
510530, China
| | - Donghai Wen
- Institute
of Chemical Biology,
Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, #190 Kaiyuan Avenue, Guangzhou
510530, China
| | - Fengxiang Zhang
- Institute
of Chemical Biology,
Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, #190 Kaiyuan Avenue, Guangzhou
510530, China
| | - Fang Leng
- Institute
of Chemical Biology,
Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, #190 Kaiyuan Avenue, Guangzhou
510530, China
| | - Yingjun Li
- Institute
of Chemical Biology,
Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, #190 Kaiyuan Avenue, Guangzhou
510530, China
- Graduate University of Chinese Academy of Sciences, #19 Yuquan Road, Beijing
100049, China
| | - Zhengchao Tu
- Institute
of Chemical Biology,
Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, #190 Kaiyuan Avenue, Guangzhou
510530, China
| | - Xiaomei Ren
- Institute
of Chemical Biology,
Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, #190 Kaiyuan Avenue, Guangzhou
510530, China
| | - Ke Ding
- Institute
of Chemical Biology,
Guangzhou Institutes of Biomedicine and Health, Chinese Academy of Sciences, #190 Kaiyuan Avenue, Guangzhou
510530, China
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12
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Identification of common inhibitors of wild-type and T315I mutant of BCR-ABL through the parallel structure-based virtual screening. J Comput Aided Mol Des 2012; 26:983-92. [PMID: 22886487 DOI: 10.1007/s10822-012-9593-7] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2012] [Accepted: 08/06/2012] [Indexed: 10/28/2022]
Abstract
Although the constitutively activated break-point cluster region-Abelson (BCR-ABL) tyrosine kinase was well known to be responsible for chronic myelogenous leukemia (CML), the existence of drug-resistant mutants of BCR-ABL has made it difficult to develop effective anti-CML drugs. Here, we report the first example for a successful application of the structure-based virtual screening to identify two common inhibitors equipotent for the wild type and the most drug-resistant T315I mutant of BCR-ABL. Because both inhibitors were screened for having desirable physicochemical properties as a drug candidate and revealed micromolar inhibitory activities, they deserve consideration for further development by structure-activity relationship (SAR) studies to optimize the anti-CML activity. We also address the structural features relevant to the stabilizations of the identified inhibitors in the ATP-binding sites. The results indicate that the inhibitors should be less stabilized by the hydrogen-bond interactions with the change of the receptor from the wild type to T315I mutant due to the replacement of the hydroxy group with the ethyl moiety in the ATP-binding site. Nonetheless, the inhibitors are found to be capable of maintaining the potency for the mutant through the strengthening of hydrophobic interactions to the extent sufficient to compensate for the loss of some hydrogen bonds. This differential binding mode may serve as key information for designing new common inhibitors of the wild type and T315I mutant of BCR-ABL.
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13
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Rauws TRM, Maes BUW. Transition metal-catalyzed N-arylations of amidines and guanidines. Chem Soc Rev 2012; 41:2463-97. [DOI: 10.1039/c1cs15236j] [Citation(s) in RCA: 153] [Impact Index Per Article: 12.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
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14
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Efficient one-pot double Buchwald–Hartwig coupling reaction on 5-phenyl-4-phenylsulfonyl-2,3-dihydrofuran derivatives. Tetrahedron Lett 2011. [DOI: 10.1016/j.tetlet.2011.02.049] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022]
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15
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Xu H, Fan LL. Antifungal agents. Part 4: Synthesis and antifungal activities of novel indole[1,2-c]-1,2,4-benzotriazine derivatives against phytopathogenic fungi in vitro. Eur J Med Chem 2011; 46:364-9. [DOI: 10.1016/j.ejmech.2010.10.022] [Citation(s) in RCA: 46] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/21/2010] [Revised: 10/19/2010] [Accepted: 10/20/2010] [Indexed: 10/18/2022]
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16
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17
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Liu XH, Ma XH, Tan CY, Jiang YY, Go ML, Low BC, Chen YZ. Virtual screening of Abl inhibitors from large compound libraries by support vector machines. J Chem Inf Model 2009; 49:2101-10. [PMID: 19689138 DOI: 10.1021/ci900135u] [Citation(s) in RCA: 33] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
Abl promotes cancers by regulating cell morphogenesis, motility, growth, and survival. Successes of several marketed and clinical trial Abl inhibitors against leukemia and other cancers and appearances of reduced efficacies and drug resistances have led to significant interest in and efforts for developing new Abl inhibitors. In silico methods of pharmacophore, fragment, and molecular docking have been used in some of these efforts. It is desirable to explore other in silico methods capable of searching large compound libraries at high yields and reduced false-hit rates. We evaluated support vector machines (SVM) as a virtual screening tool for searching Abl inhibitors from large compound libraries. SVM trained and tested by 708 inhibitors and 65,494 putative noninhibitors correctly identified 84.4 to 92.3% inhibitors and 99.96 to 99.99% noninhibitors in 5-fold cross validation studies. SVM trained by 708 pre-2008 inhibitors and 65 494 putative noninhibitors correctly identified 50.5% of the 91 inhibitors reported since 2008 and predicted as inhibitors 29,072 (0.21%) of 13.56M PubChem, 659 (0.39%) of 168K MDDR, and 330 (5.0%) of 6638 MDDR compounds similar to the known inhibitors. SVM showed comparable yields and substantially reduced false-hit rates against two similarity based and another machine learning VS methods based on the same training and testing data sets and molecular descriptors. These suggest that SVM is capable of searching Abl inhibitors from large compound libraries at low false-hit rates.
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Affiliation(s)
- X H Liu
- Bioinformatics and Drug Design Group, Department of Pharmacy, Centre for Computational Science and Engineering, National University of Singapore, Blk S16, Level 8, 3 Science Drive 2, Singapore 117543
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18
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Palanki MSS, Cao J, Chow CP, Dneprovskaia E, Mak CC, McPherson A, Pathak VP, Renick J, Soll R, Zeng B, Noronha G. Development of novel benzotriazines for drug discovery. Expert Opin Drug Discov 2008; 4:33-49. [DOI: 10.1517/17460440802580536] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022]
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19
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Furet P, Caravatti G, Guagnano V, Lang M, Meyer T, Schoepfer J. Entry into a new class of protein kinase inhibitors by pseudo ring design. Bioorg Med Chem Lett 2008; 18:897-900. [DOI: 10.1016/j.bmcl.2007.12.041] [Citation(s) in RCA: 39] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/23/2007] [Revised: 12/14/2007] [Accepted: 12/19/2007] [Indexed: 10/22/2022]
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