1
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Wan Y, Wu J, Hou T, Hsieh CY, Jia X. Multi-channel learning for integrating structural hierarchies into context-dependent molecular representation. Nat Commun 2025; 16:413. [PMID: 39762223 PMCID: PMC11704287 DOI: 10.1038/s41467-024-55082-4] [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: 12/06/2023] [Accepted: 11/29/2024] [Indexed: 01/11/2025] Open
Abstract
Reliable molecular property prediction is essential for various scientific endeavors and industrial applications, such as drug discovery. However, the data scarcity, combined with the highly non-linear causal relationships between physicochemical and biological properties and conventional molecular featurization schemes, complicates the development of robust molecular machine learning models. Self-supervised learning (SSL) has emerged as a popular solution, utilizing large-scale, unannotated molecular data to learn a foundational representation of chemical space that might be advantageous for downstream tasks. Yet, existing molecular SSL methods largely overlook chemical knowledge, including molecular structure similarity, scaffold composition, and the context-dependent aspects of molecular properties when operating over the chemical space. They also struggle to learn the subtle variations in structure-activity relationship. This paper introduces a multi-channel pre-training framework that learns robust and generalizable chemical knowledge. It leverages the structural hierarchy within the molecule, embeds them through distinct pre-training tasks across channels, and aggregates channel information in a task-specific manner during fine-tuning. Our approach demonstrates competitive performance across various molecular property benchmarks and offers strong advantages in particularly challenging yet ubiquitous scenarios like activity cliffs.
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Affiliation(s)
- Yue Wan
- University of Pittsburgh, Department of Computer Science, Pittsburgh, PA, 15260, USA
| | - Jialu Wu
- Innovation Institute for Artificial Intelligence in Medicine of Zhejiang University, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou, 310058, China
| | - Tingjun Hou
- Innovation Institute for Artificial Intelligence in Medicine of Zhejiang University, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou, 310058, China.
| | - Chang-Yu Hsieh
- Innovation Institute for Artificial Intelligence in Medicine of Zhejiang University, College of Pharmaceutical Sciences, Zhejiang University, Hangzhou, 310058, China.
| | - Xiaowei Jia
- University of Pittsburgh, Department of Computer Science, Pittsburgh, PA, 15260, USA.
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2
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Niharika DG, Salaria P, Reddy MA. Integrated computational approaches for identification of potent pyrazole-based glycogen synthase kinase-3β (GSK-3β) inhibitors: 3D-QSAR, virtual screening, docking, MM/GBSA, EC, MD simulation studies. Mol Divers 2024:10.1007/s11030-024-11026-0. [PMID: 39560899 DOI: 10.1007/s11030-024-11026-0] [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: 07/21/2024] [Accepted: 10/21/2024] [Indexed: 11/20/2024]
Abstract
Glycogen synthase kinase-3β (GSK-3β) has emerged as a crucial target due to its substantial contribution in various cellular processes. Dysfunctional GSK-3β activity can lead to ion channel disturbances, sustain abnormal excitability, and contribute to the pathogenesis of epilepsy and other GSK-3β-related disorders. A set of 82 pyrazole analogs was utilized to study its structural features using a three-dimensional quantitative structure-activity relationship (3D-QSAR), virtual screening, molecular docking, and molecular dynamics. The QSAR model, validated using internal and external methods, demonstrated robustness with a high correlation coefficient r2training = 0.99, cross-validation coefficient q2 = 0.79, r2test = 0.69, and r2external = 0.74. The "Average of Actives" in the Activity Atlas model identified 17 molecules as active. Subsequent pharmacophore-based virtual screening of 17 actives yielded 70 compounds, which were selected as the prediction set to determine the potential GSK-3β inhibitors. Docking studies pinpointed compound P66 as the promising lead compound, with a docking score of - 10.555 kcal/mol. These findings were further supported by electrostatic potential (ESP), electrostatic complementarity (EC), and Molecular Mechanics/Generalized Born Surface Area (MM/GBSA) analyses. Furthermore, a 500 ns molecular dynamics (MD) simulation confirmed the structural and conformational stability of the lead complex throughout the simulation period. As a result, this study suggests that compound P66 holds the potential to be a potent lead candidate for the inhibition of GSK-3β, offering a novel therapeutic approach for GSK-3β related disorders, including epilepsy.
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Affiliation(s)
- Desu Gayathri Niharika
- Department of Chemistry, School of Sciences, National Institute of Technology Andhra Pradesh, Tadepalligudem, Andhra Pradesh, 534101, India
| | - Punam Salaria
- Department of Chemistry, School of Sciences, National Institute of Technology Andhra Pradesh, Tadepalligudem, Andhra Pradesh, 534101, India
| | - M Amarendar Reddy
- Department of Chemistry, School of Sciences, National Institute of Technology Andhra Pradesh, Tadepalligudem, Andhra Pradesh, 534101, India.
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3
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Wang H, Ba J, Kang Y, Gong Z, Liang T, Zhang Y, Qi J, Wang J. Recent Progress in CDK4/6 Inhibitors and PROTACs. Molecules 2023; 28:8060. [PMID: 38138549 PMCID: PMC10745860 DOI: 10.3390/molecules28248060] [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: 10/31/2023] [Revised: 12/06/2023] [Accepted: 12/08/2023] [Indexed: 12/24/2023] Open
Abstract
Cell division in eukaryotes is a highly regulated process that is critical to the life of a cell. Dysregulated cell proliferation, often driven by anomalies in cell Cyclin-dependent kinase (CDK) activation, is a key pathological mechanism in cancer. Recently, selective CDK4/6 inhibitors have shown clinical success, particularly in treating advanced-stage estrogen receptor (ER)-positive and human epidermal growth factor receptor 2 (HER2)-negative breast cancer. This review provides an in-depth analysis of the action mechanism and recent advancements in CDK4/6 inhibitors, categorizing them based on their structural characteristics and origins. Furthermore, it explores proteolysis targeting chimers (PROTACs) targeting CDK4/6. We hope that this review could be of benefit for further research on CDK4/6 inhibitors and PROTACs.
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Affiliation(s)
| | | | | | | | | | | | - Jianguo Qi
- Key Laboratory of Natural Medicine and Immuno-Engineering of Henan Province, Henan University Jinming Campus, Kaifeng 475004, China
| | - Jianhong Wang
- Key Laboratory of Natural Medicine and Immuno-Engineering of Henan Province, Henan University Jinming Campus, Kaifeng 475004, China
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4
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Ferrins L, Buskes MJ, Kapteyn MM, Engels HN, Enos SE, Lu C, Klug DM, Singh B, Quotadamo A, Bachovchin K, Tear WF, Spaulding AE, Forbes KC, Bag S, Rivers M, LeBlanc C, Burchfield E, Armand JR, Diaz-Gonzalez R, Ceballos-Perez G, García-Hernández R, Pérez-Moreno G, Bosch-Navarrete C, Gómez-Liñán C, Ruiz-Pérez LM, Gamarro F, González-Pacanowska D, Navarro M, Mensa-Wilmot K, Pollastri MP, Kyle DE, Rice CA. Identification of novel anti-amoebic pharmacophores from kinase inhibitor chemotypes. Front Microbiol 2023; 14:1149145. [PMID: 37234530 PMCID: PMC10206040 DOI: 10.3389/fmicb.2023.1149145] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/21/2023] [Accepted: 03/29/2023] [Indexed: 05/28/2023] Open
Abstract
Acanthamoeba species, Naegleria fowleri, and Balamuthia mandrillaris are opportunistic pathogens that cause a range of brain, skin, eye, and disseminated diseases in humans and animals. These pathogenic free-living amoebae (pFLA) are commonly misdiagnosed and have sub-optimal treatment regimens which contribute to the extremely high mortality rates (>90%) when they infect the central nervous system. To address the unmet medical need for effective therapeutics, we screened kinase inhibitor chemotypes against three pFLA using phenotypic drug assays involving CellTiter-Glo 2.0. Herein, we report the activity of the compounds against the trophozoite stage of each of the three amoebae, ranging from nanomolar to low micromolar potency. The most potent compounds that were identified from this screening effort were: 2d (A. castellanii EC50: 0.92 ± 0.3 μM; and N. fowleri EC50: 0.43 ± 0.13 μM), 1c and 2b (N. fowleri EC50s: <0.63 μM, and 0.3 ± 0.21 μM), and 4b and 7b (B. mandrillaris EC50s: 1.0 ± 0.12 μM, and 1.4 ± 0.17 μM, respectively). With several of these pharmacophores already possessing blood-brain barrier (BBB) permeability properties, or are predicted to penetrate the BBB, these hits present novel starting points for optimization as future treatments for pFLA-caused diseases.
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Affiliation(s)
- Lori Ferrins
- Department of Chemistry and Chemical Biology, Northeastern University, Boston, MA, United States
| | - Melissa J. Buskes
- Department of Chemistry and Chemical Biology, Northeastern University, Boston, MA, United States
| | - Madison M. Kapteyn
- Center for Tropical and Emerging Global Diseases, University of Georgia, Athens, GA, United States
| | - Hannah N. Engels
- Center for Tropical and Emerging Global Diseases, University of Georgia, Athens, GA, United States
| | - Suzanne E. Enos
- Center for Tropical and Emerging Global Diseases, University of Georgia, Athens, GA, United States
- Department of Pharmaceutical and Biomedical Sciences, College of Pharmacy, University of Georgia, Athens, GA, United States
| | - Chenyang Lu
- Department of Comparative Pathobiology, College of Veterinary Medicine, Purdue University, West Lafayette, IN, United States
| | - Dana M. Klug
- Department of Chemistry and Chemical Biology, Northeastern University, Boston, MA, United States
| | - Baljinder Singh
- Department of Chemistry and Chemical Biology, Northeastern University, Boston, MA, United States
| | - Antonio Quotadamo
- Department of Chemistry and Chemical Biology, Northeastern University, Boston, MA, United States
- Clinical and Experimental Medicine PhD Program, University of Modena and Reggio Emilia, Modena, Italy
| | - Kelly Bachovchin
- Department of Chemistry and Chemical Biology, Northeastern University, Boston, MA, United States
| | - Westley F. Tear
- Department of Chemistry and Chemical Biology, Northeastern University, Boston, MA, United States
| | - Andrew E. Spaulding
- Department of Chemistry and Chemical Biology, Northeastern University, Boston, MA, United States
| | - Katherine C. Forbes
- Department of Chemistry and Chemical Biology, Northeastern University, Boston, MA, United States
| | - Seema Bag
- Department of Chemistry and Chemical Biology, Northeastern University, Boston, MA, United States
| | - Mitch Rivers
- Department of Chemistry and Chemical Biology, Northeastern University, Boston, MA, United States
| | - Catherine LeBlanc
- Department of Chemistry and Chemical Biology, Northeastern University, Boston, MA, United States
| | - Erin Burchfield
- Department of Chemistry and Chemical Biology, Northeastern University, Boston, MA, United States
| | - Jeremy R. Armand
- Department of Chemistry and Chemical Biology, Northeastern University, Boston, MA, United States
| | - Rosario Diaz-Gonzalez
- Instituto de Parasitología y Biomedicina “López-Neyra” Consejo Superior de Investigaciones Científicas (CSIC), Granada, Spain
| | - Gloria Ceballos-Perez
- Instituto de Parasitología y Biomedicina “López-Neyra” Consejo Superior de Investigaciones Científicas (CSIC), Granada, Spain
| | - Raquel García-Hernández
- Instituto de Parasitología y Biomedicina “López-Neyra” Consejo Superior de Investigaciones Científicas (CSIC), Granada, Spain
| | - Guiomar Pérez-Moreno
- Instituto de Parasitología y Biomedicina “López-Neyra” Consejo Superior de Investigaciones Científicas (CSIC), Granada, Spain
| | - Cristina Bosch-Navarrete
- Instituto de Parasitología y Biomedicina “López-Neyra” Consejo Superior de Investigaciones Científicas (CSIC), Granada, Spain
| | - Claudia Gómez-Liñán
- Instituto de Parasitología y Biomedicina “López-Neyra” Consejo Superior de Investigaciones Científicas (CSIC), Granada, Spain
| | - Luis Miguel Ruiz-Pérez
- Instituto de Parasitología y Biomedicina “López-Neyra” Consejo Superior de Investigaciones Científicas (CSIC), Granada, Spain
| | - Francisco Gamarro
- Instituto de Parasitología y Biomedicina “López-Neyra” Consejo Superior de Investigaciones Científicas (CSIC), Granada, Spain
| | - Dolores González-Pacanowska
- Instituto de Parasitología y Biomedicina “López-Neyra” Consejo Superior de Investigaciones Científicas (CSIC), Granada, Spain
| | - Miguel Navarro
- Instituto de Parasitología y Biomedicina “López-Neyra” Consejo Superior de Investigaciones Científicas (CSIC), Granada, Spain
| | - Kojo Mensa-Wilmot
- Department of Molecular and Cellular Biology, Kennesaw State University, Kennesaw, GA, United States
| | - Michael P. Pollastri
- Department of Chemistry and Chemical Biology, Northeastern University, Boston, MA, United States
| | - Dennis E. Kyle
- Center for Tropical and Emerging Global Diseases, University of Georgia, Athens, GA, United States
| | - Christopher A. Rice
- Center for Tropical and Emerging Global Diseases, University of Georgia, Athens, GA, United States
- Department of Pharmaceutical and Biomedical Sciences, College of Pharmacy, University of Georgia, Athens, GA, United States
- Department of Comparative Pathobiology, College of Veterinary Medicine, Purdue University, West Lafayette, IN, United States
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5
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Wu L, Liu W, Huang Y, Zhu C, Ma Q, Wu Q, Tian L, Feng X, Liu M, Wang N, Xu X, Liu X, Xu C, Qiu J, Xu Z, Liu W, Zhao Q. Development and structure-activity relationship of tacrine derivatives as highly potent CDK2/9 inhibitors for the treatment of cancer. Eur J Med Chem 2022; 242:114701. [DOI: 10.1016/j.ejmech.2022.114701] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/29/2022] [Revised: 08/15/2022] [Accepted: 08/17/2022] [Indexed: 11/27/2022]
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6
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Discovery of novel benzofuro[3,2-b]quinoline derivatives as dual CDK2/Topo I inhibitors. Bioorg Chem 2022; 126:105870. [DOI: 10.1016/j.bioorg.2022.105870] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2022] [Revised: 04/26/2022] [Accepted: 05/09/2022] [Indexed: 12/31/2022]
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7
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Ketley A, Wojciechowska M, Ghidelli-Disse S, Bamborough P, Ghosh TK, Morato ML, Sedehizadeh S, Malik NA, Tang Z, Powalowska P, Tanner M, Billeter-Clark R, Trueman RC, Geiszler PC, Agostini A, Othman O, Bösche M, Bantscheff M, Rüdiger M, Mossakowska DE, Drewry DH, Zuercher WJ, Thornton CA, Drewes G, Uings I, Hayes CJ, Brook JD. CDK12 inhibition reduces abnormalities in cells from patients with myotonic dystrophy and in a mouse model. Sci Transl Med 2021; 12:12/541/eaaz2415. [PMID: 32350131 DOI: 10.1126/scitranslmed.aaz2415] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2019] [Revised: 09/16/2019] [Accepted: 02/25/2020] [Indexed: 12/17/2022]
Abstract
Myotonic dystrophy type 1 (DM1) is an RNA-based disease with no current treatment. It is caused by a transcribed CTG repeat expansion within the 3' untranslated region of the dystrophia myotonica protein kinase (DMPK) gene. Mutant repeat expansion transcripts remain in the nuclei of patients' cells, forming distinct microscopically detectable foci that contribute substantially to the pathophysiology of the condition. Here, we report small-molecule inhibitors that remove nuclear foci and have beneficial effects in the HSALR mouse model, reducing transgene expression, leading to improvements in myotonia, splicing, and centralized nuclei. Using chemoproteomics in combination with cell-based assays, we identify cyclin-dependent kinase 12 (CDK12) as a druggable target for this condition. CDK12 is a protein elevated in DM1 cell lines and patient muscle biopsies, and our results showed that its inhibition led to reduced expression of repeat expansion RNA. Some of the inhibitors identified in this study are currently the subject of clinical trials for other indications and provide valuable starting points for a drug development program in DM1.
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Affiliation(s)
- Ami Ketley
- School of Life Sciences, University of Nottingham, Queen's Medical Centre, Nottingham NG7 2UH, UK
| | - Marzena Wojciechowska
- School of Life Sciences, University of Nottingham, Queen's Medical Centre, Nottingham NG7 2UH, UK
| | - Sonja Ghidelli-Disse
- Cellzome GmbH, Molecular Discovery Research, GlaxoSmithKline, Meyerhofstrasse 1, 61997 Heidelberg, Germany
| | - Paul Bamborough
- Computational and Modelling Sciences, GlaxoSmithKline, Medicines Research Centre, Hertfordshire SG1 2NY, UK
| | - Tushar K Ghosh
- School of Life Sciences, University of Nottingham, Queen's Medical Centre, Nottingham NG7 2UH, UK
| | - Marta Lopez Morato
- School of Life Sciences, University of Nottingham, Queen's Medical Centre, Nottingham NG7 2UH, UK
| | - Saam Sedehizadeh
- School of Life Sciences, University of Nottingham, Queen's Medical Centre, Nottingham NG7 2UH, UK
| | - Naveed Altaf Malik
- School of Life Sciences, University of Nottingham, Queen's Medical Centre, Nottingham NG7 2UH, UK
| | - Zhenzhi Tang
- Department of Neurology, University of Rochester Medical Center, Rochester, NY 14642-0001, USA
| | - Paulina Powalowska
- School of Life Sciences, University of Nottingham, Queen's Medical Centre, Nottingham NG7 2UH, UK.,School of Chemistry, University of Nottingham, University Park, Nottingham NG7 2RD, UK
| | - Matthew Tanner
- Department of Neurology, University of Rochester Medical Center, Rochester, NY 14642-0001, USA
| | - Rudolf Billeter-Clark
- School of Life Sciences, University of Nottingham, Queen's Medical Centre, Nottingham NG7 2UH, UK
| | - Rebecca C Trueman
- School of Life Sciences, University of Nottingham, Queen's Medical Centre, Nottingham NG7 2UH, UK
| | - Philippine C Geiszler
- School of Life Sciences, University of Nottingham, Queen's Medical Centre, Nottingham NG7 2UH, UK
| | - Alessandra Agostini
- School of Life Sciences, University of Nottingham, Queen's Medical Centre, Nottingham NG7 2UH, UK
| | - Othman Othman
- School of Life Sciences, University of Nottingham, Queen's Medical Centre, Nottingham NG7 2UH, UK
| | - Markus Bösche
- Cellzome GmbH, Molecular Discovery Research, GlaxoSmithKline, Meyerhofstrasse 1, 61997 Heidelberg, Germany
| | - Marcus Bantscheff
- Cellzome GmbH, Molecular Discovery Research, GlaxoSmithKline, Meyerhofstrasse 1, 61997 Heidelberg, Germany
| | - Martin Rüdiger
- Screening Profiling and Mechanistic Biology, GlaxoSmithKline, Medicines Research Centre, Hertfordshire SG1 2NY, UK
| | - Danuta E Mossakowska
- Discovery Partnerships with Academia, GlaxoSmithKline, Medicines Research Centre, Hertfordshire SG1 2NY, UK.,Malopolska Centre of Biotechnology, Jagiellonian University, 30-348 Krakow, Poland
| | - David H Drewry
- Department of Chemical Biology, GlaxoSmithKline, Research Triangle Park, NC 27709-3398, USA
| | - William J Zuercher
- Department of Chemical Biology, GlaxoSmithKline, Research Triangle Park, NC 27709-3398, USA.,SGC Center for Chemical Biology, UNC, Eshelman School of Pharmacy, Chapel Hill, NC 27599, USA
| | - Charles A Thornton
- Department of Neurology, University of Rochester Medical Center, Rochester, NY 14642-0001, USA
| | - Gerard Drewes
- Cellzome GmbH, Molecular Discovery Research, GlaxoSmithKline, Meyerhofstrasse 1, 61997 Heidelberg, Germany
| | - Iain Uings
- Discovery Partnerships with Academia, GlaxoSmithKline, Medicines Research Centre, Hertfordshire SG1 2NY, UK
| | - Christopher J Hayes
- School of Chemistry, University of Nottingham, University Park, Nottingham NG7 2RD, UK
| | - J David Brook
- School of Life Sciences, University of Nottingham, Queen's Medical Centre, Nottingham NG7 2UH, UK.
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8
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Wlodarchak N, Feltenberger JB, Ye Z, Beczkiewicz J, Procknow R, Yan G, King TM, Golden JE, Striker R. Engineering Selectivity for Reduced Toxicity of Bacterial Kinase Inhibitors Using Structure-Guided Medicinal Chemistry. ACS Med Chem Lett 2021; 12:228-235. [PMID: 35035774 PMCID: PMC8757511 DOI: 10.1021/acsmedchemlett.0c00580] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2020] [Accepted: 01/08/2021] [Indexed: 01/15/2023] Open
Abstract
![]()
Tuberculosis is a
major global public health concern, and new drugs
are needed to combat both the typical form and the increasingly common
drug-resistant form of this disease. The essential tuberculosis kinase
PknB is an attractive drug development target because of its central
importance in several critical signaling cascades. A major hurdle
in kinase inhibitor development is the reduction of toxicity due to
nonspecific kinase activity in host cells. Here a novel class of PknB
inhibitors was developed from hit aminopyrimidine 1 (GW779439X),
which was originally designed for human CDK4 but failed to progress
clinically because of high toxicity and low specificity. Replacing
the pyrazolopyridazine headgroup of the original hit with substituted
pyridine or phenyl headgroups resulted in a reduction of Cdk activity
and a 3-fold improvement in specificity over the human kinome while
maintaining PknB activity. This also resulted in improved microbiological
activity and reduced toxicity in THP-1 cells and zebrafish.
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Affiliation(s)
- Nathan Wlodarchak
- William S. Middleton Veterans Hospital, 2500 Overlook Terrace, Madison, Wisconsin 53705, United States.,Department of Medicine, University of Wisconsin-Madison, 1550 Linden Drive, Madison, Wisconsin 53706, United States
| | - John B Feltenberger
- University of Wisconsin-Madison Medicinal Chemistry Center, School of Pharmacy, University of Wisconsin-Madison, 777 Highland Avenue, Madison, Wisconsin 53705, United States
| | - Zhengqing Ye
- University of Wisconsin-Madison Medicinal Chemistry Center, School of Pharmacy, University of Wisconsin-Madison, 777 Highland Avenue, Madison, Wisconsin 53705, United States
| | - Jeffrey Beczkiewicz
- Department of Medicine, University of Wisconsin-Madison, 1550 Linden Drive, Madison, Wisconsin 53706, United States
| | - Rebecca Procknow
- Department of Medicine, University of Wisconsin-Madison, 1550 Linden Drive, Madison, Wisconsin 53706, United States
| | - Gang Yan
- Division of Pharmaceutical Sciences, School of Pharmacy, University of Wisconsin-Madison, 777 Highland Avenue, Madison, Wisconsin 53705, United States
| | - Troy M King
- Department of Medicine, University of Wisconsin-Madison, 1550 Linden Drive, Madison, Wisconsin 53706, United States
| | - Jennifer E Golden
- University of Wisconsin-Madison Medicinal Chemistry Center, School of Pharmacy, University of Wisconsin-Madison, 777 Highland Avenue, Madison, Wisconsin 53705, United States.,Division of Pharmaceutical Sciences, School of Pharmacy, University of Wisconsin-Madison, 777 Highland Avenue, Madison, Wisconsin 53705, United States
| | - Rob Striker
- William S. Middleton Veterans Hospital, 2500 Overlook Terrace, Madison, Wisconsin 53705, United States.,Department of Medicine, University of Wisconsin-Madison, 1550 Linden Drive, Madison, Wisconsin 53706, United States
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9
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Schröder M, Filippakopoulos P, Schwalm MP, Ferrer CA, Drewry DH, Knapp S, Chaikuad A. Crystal Structure and Inhibitor Identifications Reveal Targeting Opportunity for the Atypical MAPK Kinase ERK3. Int J Mol Sci 2020; 21:E7953. [PMID: 33114754 PMCID: PMC7663056 DOI: 10.3390/ijms21217953] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2020] [Revised: 10/23/2020] [Accepted: 10/23/2020] [Indexed: 12/30/2022] Open
Abstract
Extracellular signal-regulated kinase 3 (ERK3), known also as mitogen-activated protein kinase 6 (MAPK6), is an atypical member of MAPK kinase family, which has been poorly studied. Little is known regarding its function in biological processes, yet this atypical kinase has been suggested to play important roles in the migration and invasiveness of certain cancers. The lack of tools, such as a selective inhibitor, hampers the study of ERK3 biology. Here, we report the crystal structure of the kinase domain of this atypical MAPK kinase, providing molecular insights into its distinct ATP binding pocket compared to the classical MAPK ERK2, explaining differences in their inhibitor binding properties. Medium-scale small molecule screening identified a number of inhibitors, several of which unexpectedly exhibited remarkably high inhibitory potencies. The crystal structure of CLK1 in complex with CAF052, one of the most potent inhibitors identified for ERK3, revealed typical type-I binding mode of the inhibitor, which by structural comparison could likely be maintained in ERK3. Together with the presented structural insights, these diverse chemical scaffolds displaying both reversible and irreversible modes of action, will serve as a starting point for the development of selective inhibitors for ERK3, which will be beneficial for elucidating the important functions of this understudied kinase.
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Affiliation(s)
- Martin Schröder
- Structural Genomics Consortium, Goethe University Frankfurt, Buchmann Institute for Molecular Life Sciences, Max-von-Laue-Straße 15, 60438 Frankfurt am Main, Germany;
- Institute of Pharmaceutical Chemistry, Goethe University Frankfurt, Max-von-Laue-Straße 9, 60438 Frankfurt am Main, Germany;
| | - Panagis Filippakopoulos
- Structural Genomics Consortium, Nuffield Department of Medicine, University of Oxford, Old Road Campus Research Building, Roosevelt Drive, Oxford OX3 7DQ, UK;
| | - Martin P. Schwalm
- Institute of Pharmaceutical Chemistry, Goethe University Frankfurt, Max-von-Laue-Straße 9, 60438 Frankfurt am Main, Germany;
| | - Carla A. Ferrer
- Structural Genomics Consortium, UNC Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, NC 27599, USA; (C.A.F.); (D.H.D.)
| | - David H. Drewry
- Structural Genomics Consortium, UNC Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, NC 27599, USA; (C.A.F.); (D.H.D.)
| | - Stefan Knapp
- Structural Genomics Consortium, Goethe University Frankfurt, Buchmann Institute for Molecular Life Sciences, Max-von-Laue-Straße 15, 60438 Frankfurt am Main, Germany;
- Institute of Pharmaceutical Chemistry, Goethe University Frankfurt, Max-von-Laue-Straße 9, 60438 Frankfurt am Main, Germany;
- German Cancer network DKTK and Frankfurt Cancer Institute (FCI), Goethe University Frankfurt, 60438 Frankfurt am Main, Germany
| | - Apirat Chaikuad
- Structural Genomics Consortium, Goethe University Frankfurt, Buchmann Institute for Molecular Life Sciences, Max-von-Laue-Straße 15, 60438 Frankfurt am Main, Germany;
- Institute of Pharmaceutical Chemistry, Goethe University Frankfurt, Max-von-Laue-Straße 9, 60438 Frankfurt am Main, Germany;
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10
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Henderson SH, Sorrell F, Bennett J, Hanley MT, Robinson S, Hopkins Navratilova I, Elkins JM, Ward SE. Mining Public Domain Data to Develop Selective DYRK1A Inhibitors. ACS Med Chem Lett 2020; 11:1620-1626. [PMID: 32832032 DOI: 10.1021/acsmedchemlett.0c00279] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/22/2020] [Accepted: 06/30/2020] [Indexed: 01/08/2023] Open
Abstract
Kinases represent one of the most intensively pursued groups of targets in modern-day drug discovery. Often it is desirable to achieve selective inhibition of the kinase of interest over the remaining ∼500 kinases in the human kinome. This is especially true when inhibitors are intended to be used to study the biology of the target of interest. We present a pipeline of open-source software that analyzes public domain data to repurpose compounds that have been used in previous kinase inhibitor development projects. We define the dual-specificity tyrosine-regulated kinase 1A (DYRK1A) as the kinase of interest, and by addition of a single methyl group to the chosen starting point we remove glycogen synthase kinase β (GSK3β) and cyclin-dependent kinase (CDK) inhibition. Thus, in an efficient manner we repurpose a GSK3β/CDK chemotype to deliver 8b, a highly selective DYRK1A inhibitor.
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Affiliation(s)
- Scott H. Henderson
- Sussex Drug Discovery Centre, University of Sussex, Brighton BN1 9RH, U.K
| | - Fiona Sorrell
- Structural Genomics Consortium, University of Oxford, Old Road Campus Research Building, Oxford OX3 7DQ, U.K
| | - James Bennett
- Target Discovery Institute, University of Oxford, Oxford OX3 7FZ, U.K
| | - Marcus T. Hanley
- Medicines Discovery Institute, Cardiff University, Cardiff CF10 3AT, U.K
| | - Sean Robinson
- Exscientia, The Schrödinger Building, Oxford Science
Park, Oxford OX4 4GE, U.K
| | - Iva Hopkins Navratilova
- Exscientia, The Schrödinger Building, Oxford Science
Park, Oxford OX4 4GE, U.K
- University of Dundee, Dow Street, Dundee DD1 5EH, U.K
| | - Jonathan M. Elkins
- Structural Genomics Consortium, University of Oxford, Old Road Campus Research Building, Oxford OX3 7DQ, U.K
- Structural Genomics Consortium, Universidade Estadual de Campinas, Cidade Universitária Zeferino Vaz, Av. Dr. André Tosello, 550, Barão Geraldo, Campinas, SP 13083-886, Brazil
| | - Simon E. Ward
- Medicines Discovery Institute, Cardiff University, Cardiff CF10 3AT, U.K
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11
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Motornov VA, Tabolin AA, Nelyubina YV, Nenajdenko VG, Ioffe SL. Copper-mediated oxidative [3 + 2]-annulation of nitroalkenes and pyridinium imines: efficient synthesis of 3-fluoro- and 3-nitro-pyrazolo[1,5-a]pyridines. Org Biomol Chem 2020; 18:1436-1448. [PMID: 32022079 DOI: 10.1039/c9ob02668a] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023]
Abstract
An efficient route to pyrazolo[1,5-a]pyridines by Cu(OAc)2-promoted oxidative [3 + 2]-annulation of nitroalkenes with in situ generated pyridinium imines is developed. The reaction with α-fluoronitroalkenes enables the first preparative synthesis of 3-fluoro-pyrazolo[1,5-a]pyridines. Cycloaddition with α-unsubstituted nitroalkenes provides access to 3-nitro-pyrazolo[1,5-a]pyridines in excellent yields. A broad transformation scope was demonstrated. Both electron-rich and electron-deficient nitroalkenes as well as different aminopyridinium salts can be used for the assembly of the target pyrazolo[1,5-a]pyridines. The related aza-heterocycles, namely, pyrazolo[1,5-a]pyrazines and pyrazolo[1,5-b]pyridazines, were successfully prepared via the present methodology. The possible mechanism of the reaction is discussed.
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Affiliation(s)
- Vladimir A Motornov
- N. D. Zelinsky Institute of Organic Chemistry, Russian Academy of Sciences, Leninsky prosp. 47, Moscow, 119991, Russia. and Higher Chemical College, D. I. Mendeleev University of Chemical Technology of Russia, Miusskaya sq. 9, Moscow, 125047, Russia
| | - Andrey A Tabolin
- N. D. Zelinsky Institute of Organic Chemistry, Russian Academy of Sciences, Leninsky prosp. 47, Moscow, 119991, Russia.
| | - Yulia V Nelyubina
- A. N. Nesmeyanov Institute of Organoelement Compounds, Russian Academy of Sciences, Vavilov str. 28, Moscow, 119991, Russia
| | - Valentine G Nenajdenko
- Department of Chemistry, M. V. Lomonosov Moscow State University, Leninskie Gory 1, Moscow, 119991, Russia
| | - Sema L Ioffe
- N. D. Zelinsky Institute of Organic Chemistry, Russian Academy of Sciences, Leninsky prosp. 47, Moscow, 119991, Russia.
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12
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Tear WF, Bag S, Diaz-Gonzalez R, Ceballos-Pérez G, Rojas-Barros DI, Cordon-Obras C, Pérez-Moreno G, García-Hernández R, Martinez-Martinez MS, Ruiz-Perez LM, Gamarro F, Gonzalez Pacanowska D, Caffrey CR, Ferrins L, Manzano P, Navarro M, Pollastri MP. Selectivity and Physicochemical Optimization of Repurposed Pyrazolo[1,5- b]pyridazines for the Treatment of Human African Trypanosomiasis. J Med Chem 2020; 63:756-783. [PMID: 31846577 PMCID: PMC6985937 DOI: 10.1021/acs.jmedchem.9b01741] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023]
Abstract
![]()
From
a high-throughput screen of 42 444 known human kinases
inhibitors, a pyrazolo[1,5-b]pyridazine scaffold
was identified to begin optimization for the treatment of human African
trypanosomiasis. Previously reported data for analogous compounds
against human kinases GSK-3β, CDK-2, and CDK-4 were leveraged
to try to improve the selectivity of the series, resulting in 23a which showed selectivity for T. b. brucei over these three human enzymes. In parallel, properties known to
influence the absorption, distribution, metabolism, and excretion
(ADME) profile of the series were optimized resulting in 20g being progressed into an efficacy study in mice. Though 20g showed toxicity in mice, it also demonstrated CNS penetration in
a PK study and significant reduction of parasitemia in four out of
the six mice.
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Affiliation(s)
- Westley F Tear
- Department of Chemistry & Chemical Biology , Northeastern University , 360 Huntington Avenue , Boston , Massachusetts 02115 , United States
| | - Seema Bag
- Department of Chemistry & Chemical Biology , Northeastern University , 360 Huntington Avenue , Boston , Massachusetts 02115 , United States
| | - Rosario Diaz-Gonzalez
- Instituto de Parasitología y Biomedicina "López-Neyra", Consejo Superior de Investigaciones Cientificas (CSIC) , Granada 18016 , Spain
| | - Gloria Ceballos-Pérez
- Instituto de Parasitología y Biomedicina "López-Neyra", Consejo Superior de Investigaciones Cientificas (CSIC) , Granada 18016 , Spain
| | - Domingo I Rojas-Barros
- Instituto de Parasitología y Biomedicina "López-Neyra", Consejo Superior de Investigaciones Cientificas (CSIC) , Granada 18016 , Spain
| | - Carlos Cordon-Obras
- Instituto de Parasitología y Biomedicina "López-Neyra", Consejo Superior de Investigaciones Cientificas (CSIC) , Granada 18016 , Spain
| | - Guiomar Pérez-Moreno
- Instituto de Parasitología y Biomedicina "López-Neyra", Consejo Superior de Investigaciones Cientificas (CSIC) , Granada 18016 , Spain
| | - Raquel García-Hernández
- Instituto de Parasitología y Biomedicina "López-Neyra", Consejo Superior de Investigaciones Cientificas (CSIC) , Granada 18016 , Spain
| | | | - Luis Miguel Ruiz-Perez
- Instituto de Parasitología y Biomedicina "López-Neyra", Consejo Superior de Investigaciones Cientificas (CSIC) , Granada 18016 , Spain
| | - Francisco Gamarro
- Instituto de Parasitología y Biomedicina "López-Neyra", Consejo Superior de Investigaciones Cientificas (CSIC) , Granada 18016 , Spain
| | - Dolores Gonzalez Pacanowska
- Instituto de Parasitología y Biomedicina "López-Neyra", Consejo Superior de Investigaciones Cientificas (CSIC) , Granada 18016 , Spain
| | - Conor R Caffrey
- Center for Discovery and Innovation in Parasitic Diseases, Skaggs School of Pharmacy and Pharmaceutical Sciences , University of California San Diego , 9500 Gilman Drive , La Jolla , California 92093 , United States
| | - Lori Ferrins
- Department of Chemistry & Chemical Biology , Northeastern University , 360 Huntington Avenue , Boston , Massachusetts 02115 , United States
| | - Pilar Manzano
- Tres Cantos Medicines Development Campus, DDW and CIB , GlaxoSmithKline , Tres Cantos 28760 , Spain
| | - Miguel Navarro
- Instituto de Parasitología y Biomedicina "López-Neyra", Consejo Superior de Investigaciones Cientificas (CSIC) , Granada 18016 , Spain
| | - Michael P Pollastri
- Department of Chemistry & Chemical Biology , Northeastern University , 360 Huntington Avenue , Boston , Massachusetts 02115 , United States
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13
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Hrast M, Rožman K, Ogris I, Škedelj V, Patin D, Sova M, Barreteau H, Gobec S, Grdadolnik SG, Zega A. Evaluation of the published kinase inhibitor set to identify multiple inhibitors of bacterial ATP-dependent mur ligases. J Enzyme Inhib Med Chem 2019; 34:1010-1017. [PMID: 31072165 PMCID: PMC6522912 DOI: 10.1080/14756366.2019.1608981] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/29/2022] Open
Abstract
The Mur ligases form a series of consecutive enzymes that participate in the intracellular steps of bacterial peptidoglycan biosynthesis. They therefore represent interesting targets for antibacterial drug discovery. MurC, D, E and F are all ATP-dependent ligases. Accordingly, with the aim being to find multiple inhibitors of these enzymes, we screened a collection of ATP-competitive kinase inhibitors, on Escherichia coli MurC, D and F, and identified five promising scaffolds that inhibited at least two of these ligases. Compounds 1, 2, 4 and 5 are multiple inhibitors of the whole MurC to MurF cascade that act in the micromolar range (IC50, 32-368 µM). NMR-assisted binding studies and steady-state kinetics studies performed on aza-stilbene derivative 1 showed, surprisingly, that it acts as a competitive inhibitor of MurD activity towards D-glutamic acid, and additionally, that its binding to the D-glutamic acid binding site is independent of the enzyme closure promoted by ATP.
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Affiliation(s)
- Martina Hrast
- a Faculty of Pharmacy , University of Ljubljana , Ljubljana , Slovenia
| | - Kaja Rožman
- a Faculty of Pharmacy , University of Ljubljana , Ljubljana , Slovenia.,b Department of Medicinal Chemistry , University of Minnesota , Minneapolis , MN , USA
| | - Iza Ogris
- c Molecular Structural Dynamics, Theory Department , National Institute of Chemistry , Ljubljana , Slovenia
| | - Veronika Škedelj
- a Faculty of Pharmacy , University of Ljubljana , Ljubljana , Slovenia
| | - Delphine Patin
- d Institute for Integrative Biology of the Cell (I2BC), CEA, CNRS, Univ Paris-Sud, Université Paris-Saclay , Gif-Sur-Yvette Cedex , France
| | - Matej Sova
- a Faculty of Pharmacy , University of Ljubljana , Ljubljana , Slovenia
| | - Hélène Barreteau
- d Institute for Integrative Biology of the Cell (I2BC), CEA, CNRS, Univ Paris-Sud, Université Paris-Saclay , Gif-Sur-Yvette Cedex , France
| | - Stanislav Gobec
- a Faculty of Pharmacy , University of Ljubljana , Ljubljana , Slovenia
| | - Simona Golič Grdadolnik
- c Molecular Structural Dynamics, Theory Department , National Institute of Chemistry , Ljubljana , Slovenia
| | - Anamarija Zega
- a Faculty of Pharmacy , University of Ljubljana , Ljubljana , Slovenia
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14
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Schaenzer AJ, Wlodarchak N, Drewry DH, Zuercher WJ, Rose WE, Ferrer CA, Sauer JD, Striker R. GW779439X and Its Pyrazolopyridazine Derivatives Inhibit the Serine/Threonine Kinase Stk1 and Act As Antibiotic Adjuvants against β-Lactam-Resistant Staphylococcus aureus. ACS Infect Dis 2018; 4:1508-1518. [PMID: 30059625 PMCID: PMC6779124 DOI: 10.1021/acsinfecdis.8b00136] [Citation(s) in RCA: 22] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022]
Abstract
As antibiotic resistance rises, there is a need for strategies such as antibiotic adjuvants to conserve already-established antibiotics. A family of bacterial kinases known as the penicillin-binding-protein and serine/threonine kinase-associated (PASTA) kinases has attracted attention as targets for antibiotic adjuvants for β-lactams. Here, we report that the pyrazolopyridazine GW779439X sensitizes methicillin-resistant Staphylococcus aureus (MRSA) to various β-lactams through inhibition of the PASTA kinase Stk1. GW779439X potentiates β-lactam activity against multiple MRSA and MSSA isolates, including the sensitization of a ceftaroline-resistant isolate to ceftaroline. In silico modeling was used to guide the synthesis of GW779439X derivatives. The presence and orientation of GW779439X's methylpiperazine moiety was crucial for robust biochemical and microbiologic activity. Taken together, our data provide a proof of concept for developing the pyrazolopyridazines as selective Stk1 inhibitors which act across S. aureus isolates.
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Affiliation(s)
- Adam J. Schaenzer
- Department of Medical Microbiology and Immunology, University of Wisconsin–Madison, 1550 Linden Drive, Madison, Wisconsin 53706, United States
- Department of Medicine, University of Wisconsin–Madison, 1685 Highland Avenue, Madison, Wisconsin 53706, United States
| | - Nathan Wlodarchak
- Department of Medical Microbiology and Immunology, University of Wisconsin–Madison, 1550 Linden Drive, Madison, Wisconsin 53706, United States
- Department of Medicine, University of Wisconsin–Madison, 1685 Highland Avenue, Madison, Wisconsin 53706, United States
| | - David H. Drewry
- UNC Eshelman School of Pharmacy, SGC Center for Chemical Biology, University of North Carolina at Chapel Hill, 120 Mason Farm Road, Chapel Hill, North Carolina 27599, United States
| | - William J. Zuercher
- UNC Eshelman School of Pharmacy, SGC Center for Chemical Biology, University of North Carolina at Chapel Hill, 120 Mason Farm Road, Chapel Hill, North Carolina 27599, United States
| | - Warren E. Rose
- Department of Medicine, University of Wisconsin–Madison, 1685 Highland Avenue, Madison, Wisconsin 53706, United States
- School of Pharmacy, University of Wisconsin–Madison, 777 Highland Avenue, Madison, Wisconsin 53705, United States
| | - Carla A. Ferrer
- UNC Eshelman School of Pharmacy, SGC Center for Chemical Biology, University of North Carolina at Chapel Hill, 120 Mason Farm Road, Chapel Hill, North Carolina 27599, United States
| | - John-Demian Sauer
- Department of Medical Microbiology and Immunology, University of Wisconsin–Madison, 1550 Linden Drive, Madison, Wisconsin 53706, United States
| | - Rob Striker
- Department of Medical Microbiology and Immunology, University of Wisconsin–Madison, 1550 Linden Drive, Madison, Wisconsin 53706, United States
- Department of Medicine, University of Wisconsin–Madison, 1685 Highland Avenue, Madison, Wisconsin 53706, United States
- Department of Medicine, W. S. Middleton Memorial Veteran’s Hospital, 2500 Overlook Terrace, Madison, Wisconsin 53705, United States
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15
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Mu QC, Lv JY, Chen MY, Bai XF, Chen J, Xia CG, Xu LW. Bimetallic copper and zinc-catalyzed oxidative cycloaddition of 3-aminopyridazines and nitriles: a direct synthesis of 1,2,4-triazolo[1,5-b]pyridazines via C–N and N–N bond-forming process. RSC Adv 2017. [DOI: 10.1039/c7ra06727e] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/02/2023] Open
Abstract
One-pot formation of 1,2,4-triazolo[1,5-b]pyridazine derivatives is presented in this manuscript, in which the targets are offered via cooperative Cu(i)/Zn(ii)-catalyzed tandem C–N addition and I2/KI-mediated intramolecular N–N bond formation.
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Affiliation(s)
- Qiu-Chao Mu
- State Key Laboratory for Oxo Synthesis and Selective Oxidation
- Lanzhou Institute of Chemical Physics
- Chinese Academy of Sciences
- University of the Chinese Academy of Sciences
- P. R. China
| | - Ji-Yuan Lv
- Key Laboratory of Organosilicon Chemistry and Material Technology of Ministry of Education
- Hangzhou Normal University
- Hangzhou 311121
- P. R. China
| | - Mu-Yi Chen
- Key Laboratory of Organosilicon Chemistry and Material Technology of Ministry of Education
- Hangzhou Normal University
- Hangzhou 311121
- P. R. China
| | - Xing-Feng Bai
- State Key Laboratory for Oxo Synthesis and Selective Oxidation
- Lanzhou Institute of Chemical Physics
- Chinese Academy of Sciences
- University of the Chinese Academy of Sciences
- P. R. China
| | - Jing Chen
- State Key Laboratory for Oxo Synthesis and Selective Oxidation
- Lanzhou Institute of Chemical Physics
- Chinese Academy of Sciences
- University of the Chinese Academy of Sciences
- P. R. China
| | - Chun-Gu Xia
- State Key Laboratory for Oxo Synthesis and Selective Oxidation
- Lanzhou Institute of Chemical Physics
- Chinese Academy of Sciences
- University of the Chinese Academy of Sciences
- P. R. China
| | - Li-Wen Xu
- State Key Laboratory for Oxo Synthesis and Selective Oxidation
- Lanzhou Institute of Chemical Physics
- Chinese Academy of Sciences
- University of the Chinese Academy of Sciences
- P. R. China
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16
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Ocasio CA, Rajasekaran MB, Walker S, Le Grand D, Spencer J, Pearl FM, Ward SE, Savic V, Pearl LH, Hochegger H, Oliver AW. A first generation inhibitor of human Greatwall kinase, enabled by structural and functional characterisation of a minimal kinase domain construct. Oncotarget 2016; 7:71182-71197. [PMID: 27563826 PMCID: PMC5342071 DOI: 10.18632/oncotarget.11511] [Citation(s) in RCA: 28] [Impact Index Per Article: 3.1] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/20/2016] [Accepted: 08/02/2016] [Indexed: 11/26/2022] Open
Abstract
MASTL (microtubule-associated serine/threonine kinase-like), more commonly known as Greatwall (GWL), has been proposed as a novel cancer therapy target. GWL plays a crucial role in mitotic progression, via its known substrates ENSA/ARPP19, which when phosphorylated inactivate PP2A/B55 phosphatase. When over-expressed in breast cancer, GWL induces oncogenic properties such as transformation and invasiveness. Conversely, down-regulation of GWL selectively sensitises tumour cells to chemotherapy. Here we describe the first structure of the GWL minimal kinase domain and development of a small-molecule inhibitor GKI-1 (Greatwall Kinase Inhibitor-1). In vitro, GKI-1 inhibits full-length human GWL, and shows cellular efficacy. Treatment of HeLa cells with GKI-1 reduces ENSA/ARPP19 phosphorylation levels, such that they are comparable to those obtained by siRNA depletion of GWL; resulting in a decrease in mitotic events, mitotic arrest/cell death and cytokinesis failure. Furthermore, GKI-1 will be a useful starting point for the development of more potent and selective GWL inhibitors.
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Affiliation(s)
- Cory A. Ocasio
- Genome Damage and Stability Centre, School of Life Sciences, University of Sussex, Falmer, Brighton, UK
- Sussex Drug Discovery Centre, School of Life Sciences, University of Sussex, Falmer, Brighton, UK
| | - Mohan B. Rajasekaran
- Cancer Research UK DNA Repair Enzymes Group, Genome Damage and Stability Centre, School of Life Sciences, University of Sussex, Falmer, Brighton, UK
| | - Sarah Walker
- Sussex Drug Discovery Centre, School of Life Sciences, University of Sussex, Falmer, Brighton, UK
| | - Darren Le Grand
- Sussex Drug Discovery Centre, School of Life Sciences, University of Sussex, Falmer, Brighton, UK
| | - John Spencer
- School of Life Sciences, University of Sussex, Falmer, Brighton, UK
| | | | - Simon E. Ward
- Sussex Drug Discovery Centre, School of Life Sciences, University of Sussex, Falmer, Brighton, UK
| | - Velibor Savic
- Genome Damage and Stability Centre, School of Life Sciences, University of Sussex, Falmer, Brighton, UK
- Brighton and Sussex Medical School, University of Sussex, Falmer, Brighton, UK
| | - Laurence H. Pearl
- Cancer Research UK DNA Repair Enzymes Group, Genome Damage and Stability Centre, School of Life Sciences, University of Sussex, Falmer, Brighton, UK
| | - Helfrid Hochegger
- Genome Damage and Stability Centre, School of Life Sciences, University of Sussex, Falmer, Brighton, UK
| | - Antony W. Oliver
- Cancer Research UK DNA Repair Enzymes Group, Genome Damage and Stability Centre, School of Life Sciences, University of Sussex, Falmer, Brighton, UK
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17
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Sidik SM, Hortua Triana MA, Paul AS, El Bakkouri M, Hackett CG, Tran F, Westwood NJ, Hui R, Zuercher WJ, Duraisingh MT, Moreno SNJ, Lourido S. Using a Genetically Encoded Sensor to Identify Inhibitors of Toxoplasma gondii Ca2+ Signaling. J Biol Chem 2016; 291:9566-80. [PMID: 26933036 PMCID: PMC4850295 DOI: 10.1074/jbc.m115.703546] [Citation(s) in RCA: 46] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/10/2015] [Indexed: 11/27/2022] Open
Abstract
The life cycles of apicomplexan parasites progress in accordance with fluxes in cytosolic Ca2+. Such fluxes are necessary for events like motility and egress from host cells. We used genetically encoded Ca2+ indicators (GCaMPs) to develop a cell-based phenotypic screen for compounds that modulate Ca2+ signaling in the model apicomplexan Toxoplasma gondii. In doing so, we took advantage of the phosphodiesterase inhibitor zaprinast, which we show acts in part through cGMP-dependent protein kinase (protein kinase G; PKG) to raise levels of cytosolic Ca2+. We define the pool of Ca2+ regulated by PKG to be a neutral store distinct from the endoplasmic reticulum. Screening a library of 823 ATP mimetics, we identify both inhibitors and enhancers of Ca2+ signaling. Two such compounds constitute novel PKG inhibitors and prevent zaprinast from increasing cytosolic Ca2+. The enhancers identified are capable of releasing intracellular Ca2+ stores independently of zaprinast or PKG. One of these enhancers blocks parasite egress and invasion and shows strong antiparasitic activity against T. gondii. The same compound inhibits invasion of the most lethal malaria parasite, Plasmodium falciparum. Inhibition of Ca2+-related phenotypes in these two apicomplexan parasites suggests that depletion of intracellular Ca2+ stores by the enhancer may be an effective antiparasitic strategy. These results establish a powerful new strategy for identifying compounds that modulate the essential parasite signaling pathways regulated by Ca2+, underscoring the importance of these pathways and the therapeutic potential of their inhibition.
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Affiliation(s)
- Saima M Sidik
- From the Whitehead Institute for Biomedical Research, Cambridge, Massachusetts 02142
| | - Miryam A Hortua Triana
- the Center for Tropical and Emerging Global Diseases, Department of Cellular Biology, University of Georgia, Athens, Georgia 30602
| | - Aditya S Paul
- the Department of Immunology and Infectious Diseases, Harvard T. H. Chan School of Public Health, Boston, Massachusetts 02115
| | - Majida El Bakkouri
- the Structural Genomics Consortium, University of Toronto, Toronto, Ontario M5G 1L7, Canada
| | - Caroline G Hackett
- From the Whitehead Institute for Biomedical Research, Cambridge, Massachusetts 02142
| | - Fanny Tran
- the School of Chemistry and Biomedical Sciences Research Complex, University of St. Andrews and EaStCHEM, North Haugh, St. Andrews, Fife KY16 9ST, Scotland, United Kingdom, and
| | - Nicholas J Westwood
- the School of Chemistry and Biomedical Sciences Research Complex, University of St. Andrews and EaStCHEM, North Haugh, St. Andrews, Fife KY16 9ST, Scotland, United Kingdom, and
| | - Raymond Hui
- the Structural Genomics Consortium, University of Toronto, Toronto, Ontario M5G 1L7, Canada
| | - William J Zuercher
- the Division of Chemical Biology and Medicinal Chemistry, UNC Eshelman School of Pharmacy, University of North Carolina, Chapel Hill, North Carolina 27599
| | - Manoj T Duraisingh
- the Department of Immunology and Infectious Diseases, Harvard T. H. Chan School of Public Health, Boston, Massachusetts 02115
| | - Silvia N J Moreno
- the Center for Tropical and Emerging Global Diseases, Department of Cellular Biology, University of Georgia, Athens, Georgia 30602
| | - Sebastian Lourido
- From the Whitehead Institute for Biomedical Research, Cambridge, Massachusetts 02142,
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18
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Grigoroudis AI, Kontopidis G. Preparation of CDK/Cyclin Inhibitor Complexes for Structural Determination. Methods Mol Biol 2016; 1336:29-45. [PMID: 26231706 DOI: 10.1007/978-1-4939-2926-9_4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/04/2023]
Abstract
The abundance of biochemical and structural knowledge on the Cyclin-Dependent Kinases (CDKs) has provided a comprehensive but not exhaustive insight into the molecular determinants that govern their function mechanisms. The implementation of structural and functional CDK models towards developing novel anticancer strategies that will specifically target individual or multiple CDKs remains a critical need.More than 250 CDKs crystal structures are available to-date, including truncated or whole, modified or not, active or inactive forms, co-crystallized with the cyclins and/or their respective putative inhibitors, though, to our knowledge, there is no NMR solved structure available to date. We hitherto attempt to provide a useful guide from protein production to crystallization for CDK/Inhibitors complexes based on an overview of the already elucidated CDK structures, constructs and the preferable expression vectors in each case, in order to yield the respective crystals.
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Affiliation(s)
- Asterios I Grigoroudis
- Department of Biochemistry, Veterinary School, University of Thessaly, Trikalon 224 Str., Karditsa, 43100, Greece
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19
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Grigoroudis AI, McInnes C, Premnath PN, Kontopidis G. Efficient soluble expression of active recombinant human cyclin A2 mediated by E. coli molecular chaperones. Protein Expr Purif 2015; 113:8-16. [PMID: 25956535 DOI: 10.1016/j.pep.2015.01.013] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/17/2014] [Revised: 01/06/2015] [Accepted: 01/12/2015] [Indexed: 12/25/2022]
Abstract
Bacterial expression of human proteins continues to present a critical challenge in protein crystallography and drug design. While human cyclin A constructs have been extensively characterized in complex with cyclin dependent kinase 2 (CDK2), efforts to express the monomeric human cyclin A2 in Escherichia coli in a stable form, without the kinase subunit, have been laden with technical difficulties, including solubility, yield and purity. Here, optimized conditions are described with the aim of generating for first time, sufficient quantities of human recombinant cyclin A2 in a soluble and active form for crystallization and ligand characterization purposes. The studies involve implementation of a His-tagged heterologous expression system under conditions of auto-induction and mediated by molecular chaperone-expressing plasmids. A high yield of human cyclin A2 was obtained in natively folded and soluble form, through co-expression with groups of molecular chaperones from E. coli in various combinations. A one-step affinity chromatography method was utilized to purify the fusion protein products to homogeneity, and the biological activity confirmed through ligand-binding affinity to inhibitory peptides, representing alternatives for the key determinants of the CDK2 substrate recruitment site on the cyclin regulatory subunit. As a whole, obtaining the active cyclin A without the CDK partner (referred to as monomeric in this work) in a straightforward and facile manner will obviate protein--production issues with the CDK2/cyclin A complex and enable drug discovery efforts for non-ATP competitive CDK inhibition through the cyclin groove.
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Affiliation(s)
- Asterios I Grigoroudis
- Institute for Research and Technology-Thessaly (I.RE.TE.TH.) Centre for Research & Technology Hellas (CE.R.TH.), 95 Dimitriados & Pavlou Mela Street, GR 38333, Volos, Greece; Laboratory of Biochemistry, Faculty of Veterinary Science, University of Thessaly, GR-43100 Karditsa, Greece
| | - Campbell McInnes
- Drug Discovery and Biomedical Sciences, South Carolina College of Pharmacy, University of South Carolina, Columbia, SC 29208, United States
| | - Padmavathy Nandha Premnath
- Drug Discovery and Biomedical Sciences, South Carolina College of Pharmacy, University of South Carolina, Columbia, SC 29208, United States
| | - George Kontopidis
- Institute for Research and Technology-Thessaly (I.RE.TE.TH.) Centre for Research & Technology Hellas (CE.R.TH.), 95 Dimitriados & Pavlou Mela Street, GR 38333, Volos, Greece; Laboratory of Biochemistry, Faculty of Veterinary Science, University of Thessaly, GR-43100 Karditsa, Greece.
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20
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Derbyshire ER, Zuzarte-Luís V, Magalhães AD, Kato N, Sanschagrin PC, Wang J, Zhou W, Miduturu CV, Mazitschek R, Sliz P, Mota MM, Gray NS, Clardy J. Chemical interrogation of the malaria kinome. Chembiochem 2014; 15:1920-30. [PMID: 25111632 DOI: 10.1002/cbic.201400025] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/10/2014] [Indexed: 01/10/2023]
Abstract
Malaria, an infectious disease caused by eukaryotic parasites of the genus Plasmodium, afflicts hundreds of millions of people every year. Both the parasite and its host utilize protein kinases to regulate essential cellular processes. Bioinformatic analyses of parasite genomes predict at least 65 protein kinases, but their biological functions and therapeutic potential are largely unknown. We profiled 1358 small-molecule kinase inhibitors to evaluate the role of both the human and the malaria kinomes in Plasmodium infection of liver cells, the parasites' obligatory but transient developmental stage that precedes the symptomatic blood stage. The screen identified several small molecules that inhibit parasite load in liver cells, some with nanomolar efficacy, and each compound was subsequently assessed for activity against blood-stage malaria. Most of the screening hits inhibited both liver- and blood-stage malaria parasites, which have dissimilar gene expression profiles and infect different host cells. Evaluation of existing kinase activity profiling data for the library members suggests that several kinases are essential to malaria parasites, including cyclin-dependent kinases (CDKs), glycogen synthase kinases, and phosphoinositide-3-kinases. CDK inhibitors were found to bind to Plasmodium protein kinase 5, but it is likely that these compounds target multiple parasite kinases. The dual-stage inhibition of the identified kinase inhibitors makes them useful chemical probes and promising starting points for antimalarial development.
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Affiliation(s)
- Emily R Derbyshire
- Department of Biological Chemistry and Molecular Pharmacology, Harvard Medical School, Boston, MA 02115 (USA).
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21
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Profile of the GSK published protein kinase inhibitor set across ATP-dependent and-independent luciferases: implications for reporter-gene assays. PLoS One 2013; 8:e57888. [PMID: 23505445 PMCID: PMC3591448 DOI: 10.1371/journal.pone.0057888] [Citation(s) in RCA: 48] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2012] [Accepted: 01/27/2013] [Indexed: 01/19/2023] Open
Abstract
A library of 367 protein kinase inhibitors, the GSK Published Kinase Inhibitor Set (PKIS), which has been annotated for protein kinase family activity and is available for public screening efforts, was assayed against the commonly used luciferase reporter enzymes from the firefly, Photinus pyralis (FLuc) and marine sea pansy, Renilla reniformis (RLuc). A total of 22 compounds (∼6% of the library) were found to inhibit FLuc with 10 compounds showing potencies ≤1 µM. Only two compounds were found to inhibit RLuc, and these showed relatively weak potency values (∼10 µM). An inhibitor series of the VEGFR2/TIE2 protein kinase family containing either an aryl oxazole or benzimidazole-urea core illustrate the different structure activity relationship profiles FLuc inhibitors can display for kinase inhibitor chemotypes. Several FLuc inhibitors were broadly active toward the tyrosine kinase and CDK families. These data should aid in interpreting the results derived from screens employing the GSK PKIS in cell-based assays using the FLuc reporter. The study also underscores the general need for strategies such as the use of orthogonal reporters to identify kinase or non-kinase mediated cellular responses.
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22
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Martin E, Mukherjee P. Kinase-Kernel Models: Accurate In silico Screening of 4 Million Compounds Across the Entire Human Kinome. J Chem Inf Model 2012; 52:156-70. [DOI: 10.1021/ci200314j] [Citation(s) in RCA: 30] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Affiliation(s)
- Eric Martin
- Oncology and Exploratory Chemistry, Global Discovery Chemistry, Novartis Institutes for Biomedical Research, 4560 Horton Street, Emeryville, California 94608, United States
| | - Prasenjit Mukherjee
- Oncology and Exploratory Chemistry, Global Discovery Chemistry, Novartis Institutes for Biomedical Research, 4560 Horton Street, Emeryville, California 94608, United States
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23
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Kasımoğulları R, Seçkin Arslan B. Synthesis and characterization of some pyrazole derivatives of 1,5-diphenyl-1H-pyrazole-3,4-dicarboxylic acid. J Heterocycl Chem 2010. [DOI: 10.1002/jhet.416] [Citation(s) in RCA: 10] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
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24
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Katritzky AR, El-Gendy BEDM, Draghici B, Fedoseyenko D, Fadli A, Metais E. 1H, 13C, and 15N NMR spectra of some pyridazine derivatives. MAGNETIC RESONANCE IN CHEMISTRY : MRC 2010; 48:397-402. [PMID: 20213770 DOI: 10.1002/mrc.2584] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/28/2023]
Abstract
(1)H, (13)C, and (15)N NMR chemical shifts for pyridazines 4-22 were measured using 1D and 2D NMR spectroscopic methods including (1)H-(1)H gDQCOSY, (1)H-(13)C gHMQC, (1)H-(13)C gHMBC, and (1)H-(15)N CIGAR-HMBC experiments.
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Affiliation(s)
- Alan R Katritzky
- Center for Heterocyclic Compounds, Department of Chemistry, University of Florida, Gainesville, FL 32611-7200, USA.
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25
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Manlove A, Groziak MP. Chapter 6.2: Six-Membered Ring Systems: Diazines and Benzo Derivatives. PROGRESS IN HETEROCYCLIC CHEMISTRY 2009. [DOI: 10.1016/s0959-6380(09)70040-6] [Citation(s) in RCA: 15] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/04/2022]
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