1
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Abt ER, Rashid K, Le TM, Li S, Lee HR, Lok V, Li L, Creech AL, Labora AN, Mandl HK, Lam AK, Cho A, Rezek V, Wu N, Abril-Rodriguez G, Rosser EW, Mittelman SD, Hugo W, Mehrling T, Bantia S, Ribas A, Donahue TR, Crooks GM, Wu TT, Radu CG. Purine nucleoside phosphorylase enables dual metabolic checkpoints that prevent T cell immunodeficiency and TLR7-associated autoimmunity. J Clin Invest 2022; 132:e160852. [PMID: 35653193 PMCID: PMC9374381 DOI: 10.1172/jci160852] [Citation(s) in RCA: 11] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2022] [Accepted: 05/31/2022] [Indexed: 01/27/2023] Open
Abstract
Purine nucleoside phosphorylase (PNP) enables the breakdown and recycling of guanine nucleosides. PNP insufficiency in humans is paradoxically associated with both immunodeficiency and autoimmunity, but the mechanistic basis for these outcomes is incompletely understood. Here, we identify two immune lineage-dependent consequences of PNP inactivation dictated by distinct gene interactions. During T cell development, PNP inactivation is synthetically lethal with downregulation of the dNTP triphosphohydrolase SAMHD1. This interaction requires deoxycytidine kinase activity and is antagonized by microenvironmental deoxycytidine. In B lymphocytes and macrophages, PNP regulates Toll-like receptor 7 signaling by controlling the levels of its (deoxy)guanosine nucleoside ligands. Overriding this regulatory mechanism promotes germinal center formation in the absence of exogenous antigen and accelerates disease in a mouse model of autoimmunity. This work reveals that one purine metabolism gene protects against immunodeficiency and autoimmunity via independent mechanisms operating in distinct immune lineages and identifies PNP as a potentially novel metabolic immune checkpoint.
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Affiliation(s)
- Evan R. Abt
- Department of Molecular and Medical Pharmacology and
| | - Khalid Rashid
- Department of Molecular and Medical Pharmacology and
| | - Thuc M. Le
- Department of Molecular and Medical Pharmacology and
| | - Suwen Li
- Department of Molecular and Medical Pharmacology and
| | - Hailey R. Lee
- Department of Molecular and Medical Pharmacology and
| | - Vincent Lok
- Department of Molecular and Medical Pharmacology and
| | - Luyi Li
- Department of Surgery, UCLA, Los Angeles, California, USA
| | | | | | - Hanna K. Mandl
- Department of Surgery, UCLA, Los Angeles, California, USA
| | - Alex K. Lam
- Department of Molecular and Medical Pharmacology and
| | - Arthur Cho
- Department of Nuclear Medicine, Yonsei University College of Medicine, Seoul, South Korea
| | | | - Nanping Wu
- Department of Surgery, UCLA, Los Angeles, California, USA
| | | | | | - Steven D. Mittelman
- Division of Pediatric Endocrinology, UCLA Children’s Discovery and Innovation Institute, and
| | - Willy Hugo
- Division of Dermatology, Department of Medicine, UCLA, Los Angeles, California, USA
| | | | | | - Antoni Ribas
- Department of Molecular and Medical Pharmacology and
- Parker Institute for Cancer Immunotherapy, San Francisco, California, USA
- Division of Hematology/Oncology, Department of Medicine
- Division of Surgical Oncology, Department of Surgery
- Jonsson Comprehensive Cancer Center
| | - Timothy R. Donahue
- Department of Molecular and Medical Pharmacology and
- Department of Surgery, UCLA, Los Angeles, California, USA
- Jonsson Comprehensive Cancer Center
| | - Gay M. Crooks
- Division of Pediatric Hematology-Oncology, Department of Pediatrics
- Eli and Edythe Broad Center of Regenerative Medicine and Stem Cell Research, and
- Department of Pathology and Laboratory Medicine, UCLA, Los Angeles, California, USA
| | - Ting-Ting Wu
- Department of Molecular and Medical Pharmacology and
| | - Caius G. Radu
- Department of Molecular and Medical Pharmacology and
- Jonsson Comprehensive Cancer Center
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2
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Khan MF, Kalyan G, Chakrabarty S, Mursaleen M. Hypertension: Constraining the Expression of ACE-II by Adopting Optimal Macronutrients Diet Predicted via Support Vector Machine. Nutrients 2022; 14:nu14142794. [PMID: 35889751 PMCID: PMC9318145 DOI: 10.3390/nu14142794] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2022] [Revised: 07/01/2022] [Accepted: 07/01/2022] [Indexed: 11/16/2022] Open
Abstract
The recent elevation of cases infected from novel COVID-19 has placed the human life in trepidation mode, especially for those suffering from comorbidities. Most of the studies in the last few months have undeniably raised concerns for hypertensive patients that face greater risk of fatality from COVID-19. Furthermore, one of the recent WHO reports has estimated a total of 1.13 billion people are at a risk of hypertension of which two-thirds live in low and middle income countries. The gradual escalation of the hypertension problem andthe sudden rise of COVID-19 cases have placed an increasingly higher number of human lives at risk in low and middle income countries. To lower the risk of hypertension, most physicians recommend drugs that have angiotensin-converting enzyme (ACE) inhibitors. However, prolonged use of such drugs is not recommended due to metabolic risks and the increase in the expression of ACE-II which could facilitate COVID-19 infection. In contrast, the intake of optimal macronutrients is one of the possible alternatives to naturally control hypertension. In the present study, a nontrivial feature selection and machine learning algorithm is adopted to intelligently predict the food-derived antihypertensive peptide. The proposed idea of the paper lies in reducing the computational power while retaining the performance of the support vector machine (SVM) by estimating the dominant pattern in the features space through feature filtering. The proposed feature filtering algorithm has reported a trade-off performance by reducing the chances of Type I error, which is desirable when recommending a dietary food to patients suffering from hypertension. The maximum achievable accuracy of the best performing SVM models through feature selection are 86.17% and 85.61%, respectively.
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Affiliation(s)
| | - Gazal Kalyan
- Department of Pathology, School of Medicine and Health Sciences, University of North Dakota, Grand Forks, ND 58202, USA;
| | - Sohom Chakrabarty
- Department of Electrical Engineering, Indian Institute of Technology Roorkee, Roorkee 247667, India;
| | - M. Mursaleen
- Department of Medical Research, China Medical University Hospital, China Medical University (Taiwan), Taichung 40402, Taiwan
- Correspondence:
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3
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Simpson CM, Zhang B, Hornbeck PV, Gnad F. Systematic analysis of the intersection of disease mutations with protein modifications. BMC Med Genomics 2019; 12:109. [PMID: 31345222 PMCID: PMC6657027 DOI: 10.1186/s12920-019-0543-2] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022] Open
Abstract
BACKGROUND Perturbed posttranslational modification (PTM) landscapes commonly cause pathological phenotypes. The Cancer Genome Atlas (TCGA) project profiles thousands of tumors allowing the identification of spontaneous cancer-driving mutations, while Uniprot and dbSNP manage genetic disease-associated variants in the human population. PhosphoSitePlus (PSP) is the most comprehensive resource for studying experimentally observed PTM sites and the only repository with daily updates on functional annotations for many of these sites. To elucidate altered PTM landscapes on a large scale, we integrated disease-associated mutations from TCGA, Uniprot, and dbSNP with PTM sites from PhosphoSitePlus. We characterized each dataset individually, compared somatic with germline mutations, and analyzed PTM sites intersecting directly with disease variants. To assess the impact of mutations in the flanking regions of phosphosites, we developed DeltaScansite, a pipeline that compares Scansite predictions on wild type versus mutated sequences. Disease mutations are also visualized in PhosphoSitePlus. RESULTS Characterization of somatic variants revealed oncoprotein-like mutation profiles of U2AF1, PGM5, and several other proteins, showing alteration patterns similar to germline mutations. The union of all datasets uncovered previously unknown losses and gains of PTM events in diseases unevenly distributed across different PTM types. Focusing on phosphorylation, our DeltaScansite workflow predicted perturbed signaling networks consistent with calculations by the machine learning method MIMP. CONCLUSIONS We discovered oncoprotein-like profiles in TCGA and mutations that presumably modify protein function by impacting PTM sites directly or by rewiring upstream regulation. The resulting datasets are enriched with functional annotations from PhosphoSitePlus and present a unique resource for potential biomarkers or disease drivers.
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Affiliation(s)
- Claire M Simpson
- Department of Bioinformatics and Computational Biology, Cell Signaling Technology Inc, Danvers, MA, USA
- Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Bin Zhang
- Department of Bioinformatics and Computational Biology, Cell Signaling Technology Inc, Danvers, MA, USA
| | - Peter V Hornbeck
- Department of Bioinformatics and Computational Biology, Cell Signaling Technology Inc, Danvers, MA, USA
| | - Florian Gnad
- Department of Bioinformatics and Computational Biology, Cell Signaling Technology Inc, Danvers, MA, USA.
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4
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Pal M, Bhattacharya S, Kalyan G, Hazra S. Cadherin profiling for therapeutic interventions in Epithelial Mesenchymal Transition (EMT) and tumorigenesis. Exp Cell Res 2018; 368:137-146. [DOI: 10.1016/j.yexcr.2018.04.014] [Citation(s) in RCA: 58] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/28/2017] [Revised: 03/15/2018] [Accepted: 04/13/2018] [Indexed: 12/14/2022]
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5
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Ahmad S, Ytterberg AJ, Thulasingam M, Tholander F, Bergman T, Zubarev R, Wetterholm A, Rinaldo-Matthis A, Haeggström JZ. Phosphorylation of Leukotriene C4 Synthase at Serine 36 Impairs Catalytic Activity. J Biol Chem 2016; 291:18410-8. [PMID: 27365393 DOI: 10.1074/jbc.m116.735647] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/03/2016] [Indexed: 01/07/2023] Open
Abstract
Leukotriene C4 synthase (LTC4S) catalyzes the formation of the proinflammatory lipid mediator leukotriene C4 (LTC4). LTC4 is the parent molecule of the cysteinyl leukotrienes, which are recognized for their pathogenic role in asthma and allergic diseases. Cellular LTC4S activity is suppressed by PKC-mediated phosphorylation, and recently a downstream p70S6k was shown to play an important role in this process. Here, we identified Ser(36) as the major p70S6k phosphorylation site, along with a low frequency site at Thr(40), using an in vitro phosphorylation assay combined with mass spectrometry. The functional consequences of p70S6k phosphorylation were tested with the phosphomimetic mutant S36E, which displayed only about 20% (20 μmol/min/mg) of the activity of WT enzyme (95 μmol/min/mg), whereas the enzyme activity of T40E was not significantly affected. The enzyme activity of S36E increased linearly with increasing LTA4 concentrations during the steady-state kinetics analysis, indicating poor lipid substrate binding. The Ser(36) is located in a loop region close to the entrance of the proposed substrate binding pocket. Comparative molecular dynamics indicated that Ser(36) upon phosphorylation will pull the first luminal loop of LTC4S toward the neighboring subunit of the functional homotrimer, thereby forming hydrogen bonds with Arg(104) in the adjacent subunit. Because Arg(104) is a key catalytic residue responsible for stabilization of the glutathione thiolate anion, this phosphorylation-induced interaction leads to a reduction of the catalytic activity. In addition, the positional shift of the loop and its interaction with the neighboring subunit affect active site access. Thus, our mutational and kinetic data, together with molecular simulations, suggest that phosphorylation of Ser(36) inhibits the catalytic function of LTC4S by interference with the catalytic machinery.
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Affiliation(s)
| | - A Jimmy Ytterberg
- Chemistry I, and Department of Medicine, Solna, Karolinska Institutet, SE-171 76 Stockholm, Sweden
| | | | - Fredrik Tholander
- Biochemistry, Department of Medical Biochemistry and Biophysics, Karolinska Institutet, SE-171 77 Stockholm, Sweden and
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6
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Potent Sensitisation of Cancer Cells to Anticancer Drugs by a Quadruple Mutant of the Human Deoxycytidine Kinase. PLoS One 2015; 10:e0140741. [PMID: 26485161 PMCID: PMC4618062 DOI: 10.1371/journal.pone.0140741] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/11/2015] [Accepted: 09/30/2015] [Indexed: 11/19/2022] Open
Abstract
Identifying enzymes that, once introduced in cancer cells, lead to an increased efficiency of treatment constitutes an important goal for biomedical applications. Using an original procedure whereby mutant genes are generated based on the use of conditional lentivector genome mobilisation, we recently described, for the first time, the identification of a human deoxycytidine kinase (dCK) mutant (G12) that sensitises a panel of cancer cell lines to treatment with the dCK analogue gemcitabine. Here, starting from the G12 variant itself, we generated a new library and identified a mutant (M36) that triggers even greater sensitisation to gemcitabine than G12. With respect to G12, M36 presents an additional mutation located in the region that constitutes the interface of the dCK dimer. The simple presence of this mutation halves both the IC50 and the proportion of residual cells resistant to the treatment. Furthermore, the use of vectors with self-inactivating LTRs leads to an increased sensitivity to treatment, a result compatible with a relief of the transcriptional interference exerted by the U3 promoter on the internal promoter that drives the expression of M36. Importantly, a remarkable effect is also observed in treatments with the anticancer compound cytarabine (AraC), for which a 10,000 fold decrease in IC50 occurred. By triggering the sensitisation of various cancer cell types with poor prognosis to two commonly used anticancer compounds M36 is a promising candidate for suicide gene approaches.
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7
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Bunimovich YL, Nair-Gill E, Riedinger M, McCracken MN, Cheng D, McLaughlin J, Radu CG, Witte ON. Deoxycytidine kinase augments ATM-Mediated DNA repair and contributes to radiation resistance. PLoS One 2014; 9:e104125. [PMID: 25101980 PMCID: PMC4125169 DOI: 10.1371/journal.pone.0104125] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2013] [Accepted: 07/10/2014] [Indexed: 11/19/2022] Open
Abstract
Efficient and adequate generation of deoxyribonucleotides is critical to successful DNA repair. We show that ataxia telangiectasia mutated (ATM) integrates the DNA damage response with DNA metabolism by regulating the salvage of deoxyribonucleosides. Specifically, ATM phosphorylates and activates deoxycytidine kinase (dCK) at serine 74 in response to ionizing radiation (IR). Activation of dCK shifts its substrate specificity toward deoxycytidine, increases intracellular dCTP pools post IR, and enhances the rate of DNA repair. Mutation of a single serine 74 residue has profound effects on murine T and B lymphocyte development, suggesting that post-translational regulation of dCK may be important in maintaining genomic stability during hematopoiesis. Using [(18)F]-FAC, a dCK-specific positron emission tomography (PET) probe, we visualized and quantified dCK activation in tumor xenografts after IR, indicating that dCK activation could serve as a biomarker for ATM function and DNA damage response in vivo. In addition, dCK-deficient leukemia cell lines and murine embryonic fibroblasts exhibited increased sensitivity to IR, indicating that pharmacologic inhibition of dCK may be an effective radiosensitization strategy.
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Affiliation(s)
- Yuri L. Bunimovich
- Department of Molecular and Medical Pharmacology, University of California Los Angeles, Los Angeles, California, United States of America
- Crump Institute for Molecular Imaging, University of California Los Angeles, Los Angeles, California, United States of America
| | - Evan Nair-Gill
- Department of Molecular and Medical Pharmacology, University of California Los Angeles, Los Angeles, California, United States of America
| | - Mireille Riedinger
- Department of Molecular and Medical Pharmacology, University of California Los Angeles, Los Angeles, California, United States of America
| | - Melissa N. McCracken
- Department of Molecular and Medical Pharmacology, University of California Los Angeles, Los Angeles, California, United States of America
| | - Donghui Cheng
- Howard Hughes Medical Institute, University of California Los Angeles, Los Angeles, California, United States of America
| | - Jami McLaughlin
- Department of Microbiology, Immunology, and Molecular Genetics, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California, United States of America
| | - Caius G. Radu
- Department of Molecular and Medical Pharmacology, University of California Los Angeles, Los Angeles, California, United States of America
- Crump Institute for Molecular Imaging, University of California Los Angeles, Los Angeles, California, United States of America
- Ahmanson Translational Imaging Division, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California, United States of America
| | - Owen N. Witte
- Department of Molecular and Medical Pharmacology, University of California Los Angeles, Los Angeles, California, United States of America
- Howard Hughes Medical Institute, University of California Los Angeles, Los Angeles, California, United States of America
- Eli and Edythe Broad Center for Regenerative Medicine and Stem Cell Research, University of California Los Angeles, Los Angeles, California, United States of America
- Department of Microbiology, Immunology, and Molecular Genetics, David Geffen School of Medicine, University of California Los Angeles, Los Angeles, California, United States of America
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8
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Lee MW, Parker WB, Xu B. New insights into the synergism of nucleoside analogs with radiotherapy. Radiat Oncol 2013; 8:223. [PMID: 24066967 PMCID: PMC3851323 DOI: 10.1186/1748-717x-8-223] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2013] [Accepted: 09/24/2013] [Indexed: 11/18/2022] Open
Abstract
Nucleoside analogs have been frequently used in combination with radiotherapy in the clinical setting, as it has long been understood that inhibition of DNA repair pathways is an important means by which many nucleoside analogs synergize. Recent advances in our understanding of the structure and function of deoxycytidine kinase (dCK), a critical enzyme required for the anti-tumor activity for many nucleoside analogs, have clarified the mechanistic role this kinase plays in chemo- and radio-sensitization. A heretofore unrecognized role of dCK in the DNA damage response and cell cycle machinery has helped explain the synergistic effect of these agents with radiotherapy. Since most currently employed nucleoside analogs are primarily activated by dCK, these findings lend fresh impetus to efforts focused on profiling and modulating dCK expression and activity in tumors. In this review we will briefly review the pharmacology and biochemistry of the major nucleoside analogs in clinical use that are activated by dCK. This will be followed by discussions of recent advances in our understanding of dCK activation via post-translational modifications in response to radiation and current strategies aimed at enhancing this activity in cancer cells.
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Affiliation(s)
- Michael W Lee
- Department of Medical Education, College of Medicine, University of Central Florida, 6850 Lake Nona Blvd,, Orlando, FL 32827, USA.
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9
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The apoptotic effects of toosendanin are partially mediated by activation of deoxycytidine kinase in HL-60 cells. PLoS One 2012; 7:e52536. [PMID: 23300702 PMCID: PMC3531419 DOI: 10.1371/journal.pone.0052536] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2012] [Accepted: 11/15/2012] [Indexed: 12/17/2022] Open
Abstract
Triterpenoid toosendanin (TSN) exhibits potent cytotoxic activity through inducing apoptosis in a variety of cancer cell lines. However, the target and mechanism of the apoptotic effects by TSN remain unknown. In this study, we captured a specific binding protein of TSN in HL-60 cells by serial affinity chromatography and further identified it as deoxycytidine kinase (dCK). Combination of direct activation of dCK and inhibition of TSN-induced apoptosis by a dCK inhibitor confirmed that dCK is a target for TSN partially responsible for the apoptosis in HL-60 cells. Moreover, the activation of dCK by TSN was a result of conformational change, rather than auto-phosphorylation. Our results further imply that, in addition to the dATP increase by dCK activation in tumor cells, dCK may also involve in the apoptotic regulation.
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10
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Rossolillo P, Winter F, Simon-Loriere E, Gallois-Montbrun S, Negroni M. Retrovolution: HIV-driven evolution of cellular genes and improvement of anticancer drug activation. PLoS Genet 2012; 8:e1002904. [PMID: 22927829 PMCID: PMC3426553 DOI: 10.1371/journal.pgen.1002904] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2012] [Accepted: 07/01/2012] [Indexed: 11/21/2022] Open
Abstract
In evolution strategies aimed at isolating molecules with new functions, screening for the desired phenotype is generally performed in vitro or in bacteria. When the final goal of the strategy is the modification of the human cell, the mutants selected with these preliminary screenings may fail to confer the desired phenotype, due to the complex networks that regulate gene expression in higher eukaryotes. We developed a system where, by mimicking successive infection cycles with HIV-1 derived vectors containing the gene target of the evolution in their genome, libraries of gene mutants are generated in the human cell, where they can be directly screened. As a proof of concept we created a library of mutants of the human deoxycytidine kinase (dCK) gene, involved in the activation of nucleoside analogues used in cancer treatment, with the aim of isolating a variant sensitizing cancer cells to the chemotherapy compound Gemcitabine, to be used in gene therapy for anti-cancer approaches or as a poorly immunogenic negative selection marker for cell transplantation approaches. We describe the isolation of a dCK mutant, G12, inducing a 300-fold sensitization to Gemcitabine in cells originally resistant to the prodrug (Messa 10K), an effect 60 times stronger than the one induced by the wt enzyme. The phenotype is observed in different tumour cell lines irrespective of the insertion site of the transgene and is due to a change in specificity of the mutated kinase in favour of the nucleoside analogue. The mutations characterizing G12 are distant from the active site of the enzyme and are unpredictable on a rational basis, fully validating the pragmatic approach followed. Besides the potential interest of the G12 dCK variant for therapeutic purposes, the methodology developed is of interest for a large panel of applications in biotechnology and basic research. We exploited the error-prone replication machinery of HIV-1 and its ability to stably introduce transgenes in human cells to develop a novel system, Retrovolution, to generate libraries of mutants of cellular genes. When libraries are screened to isolate variants that modify the phenotype of the human cell for biomedical applications or basic research, false positives often arise from the classical screening procedures performed in vitro or in bacteria. Retrovolution allows an easy screening of the libraries directly in the human cell, where they are generated. We describe the creation and screening of a library of the hdCK (a human kinase activating several anticancer compounds) gene, to identify variants increasing the sensitivity of cancer cells to treatment with low, poorly toxic doses of the anticancer drug Gemcitabine. We isolated a dCK variant inducing death in tumour cells at doses up to 300 times lower than those required for killing non-engineered cells. The mutant presents mutations unpredictable on structural basis and revealed a change in enzymatic properties that accounts for the observed cellular effect. Besides the intrinsic interest of the mutant identified, these results fully validate Retrovolution as a mutagenesis system with broad applications in applied and basic research.
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Affiliation(s)
- Paola Rossolillo
- Architecture et Reactivité de l'ARN, Université de Strasbourg, CNRS, IBMC, Strasbourg, France
| | - Flore Winter
- Architecture et Reactivité de l'ARN, Université de Strasbourg, CNRS, IBMC, Strasbourg, France
| | - Etienne Simon-Loriere
- Architecture et Reactivité de l'ARN, Université de Strasbourg, CNRS, IBMC, Strasbourg, France
- Institut Pasteur, Unité de Génétique Fonctionnelle de Maladies Infectieuses, Paris, France
| | - Sarah Gallois-Montbrun
- Inserm, U1016, Institut Cochin, Paris, France
- CNRS, UMR8104, Paris, France
- Université Paris Descartes, Sorbonne Paris Cité, Paris, France
| | - Matteo Negroni
- Architecture et Reactivité de l'ARN, Université de Strasbourg, CNRS, IBMC, Strasbourg, France
- * E-mail:
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11
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Ardiani A, Johnson AJ, Ruan H, Sanchez-Bonilla M, Serve K, Black ME. Enzymes to die for: exploiting nucleotide metabolizing enzymes for cancer gene therapy. Curr Gene Ther 2012; 12:77-91. [PMID: 22384805 DOI: 10.2174/156652312800099571] [Citation(s) in RCA: 24] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2011] [Revised: 01/26/2012] [Accepted: 01/27/2012] [Indexed: 11/22/2022]
Abstract
Suicide gene therapy is an attractive strategy to selectively destroy cancer cells while minimizing unnecessary toxicity to normal cells. Since this idea was first introduced more than two decades ago, numerous studies have been conducted and significant developments have been made to further its application for mainstream cancer therapy. Major limitations of the suicide gene therapy strategy that have hindered its clinical application include inefficient directed delivery to cancer cells and the poor prodrug activation capacity of suicide enzymes. This review is focused on efforts that have been and are currently being pursued to improve the activity of individual suicide enzymes towards their respective prodrugs with particular attention to the application of nucleotide metabolizing enzymes in suicide cancer gene therapy. A number of protein engineering strategies have been employed and our discussion here will center on the use of mutagenesis approaches to create and evaluate nucleotide metabolizing enzymes with enhanced prodrug activation capacity and increased thermostability. Several of these studies have yielded clinically important enzyme variants that are relevant for cancer gene therapy applications because their utilization can serve to maximize cancer cell killing while minimizing the prodrug dose, thereby limiting undesirable side effects.
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Affiliation(s)
- Andressa Ardiani
- School of Molecular Biosciences, Washington State University, Pullman, 99164-7520, USA
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12
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Amsailale R, Van Den Neste E, Arts A, Starczewska E, Bontemps F, Smal C. Phosphorylation of deoxycytidine kinase on Ser-74: impact on kinetic properties and nucleoside analog activation in cancer cells. Biochem Pharmacol 2012; 84:43-51. [PMID: 22490700 DOI: 10.1016/j.bcp.2012.03.022] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2012] [Revised: 03/23/2012] [Accepted: 03/23/2012] [Indexed: 10/28/2022]
Abstract
Deoxycytidine kinase (dCK) (EC 2.7.1.74) is a key enzyme in the activation of several therapeutic nucleoside analogs (NA). Its activity can be increased in vivo by Ser-74 phosphorylation, a property that could be used for enhancing NA activation and clinical efficacy. In line with this, studies with recombinant dCK showed that mimicking Ser-74 phosphorylation by a S74E mutation increases its activity toward pyrimidine analogs. However, purine analogs had not been investigated. Here, we show that the S74E mutation increased the k(cat) for cladribine (CdA) by 8- or 3-fold, depending on whether the phosphoryl donor was ATP or UTP, for clofarabine (CAFdA) by about 2-fold with both ATP and UTP, and for fludarabine (F-Ara-A) by 2-fold, but only with UTP. However, the catalytic efficiencies (k(cat)/Km) were not, or slightly, increased. The S74E mutation also sensitized dCK to feed-back inhibition by dCTP, regardless of the phosphoryl donor. Importantly, we did not observe an increase of endogenous dCK activity toward purine analogs after in vivo-induced increase of Ser-74 phosphorylation. Accordingly, treatment of CLL cells with aphidicolin, which enhances dCK activity through Ser-74 phosphorylation, did not modify the conversion of CdA or F-Ara-A into their active triphosphate form. Nevertheless, the same treatment enhanced activation of gemcitabine (dFdC) into dFdCTP in CLL as well as in HCT-116 cells and produced synergistic cytotoxicity. We conclude that increasing phosphorylation of dCK on Ser-74 might constitute a valuable strategy to enhance the clinical efficacy of some NA, like dFdC, but not of CdA or F-Ara-A.
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Affiliation(s)
- Rachid Amsailale
- Laboratory of Physiological Chemistry, de Duve Institute & Université catholique de Louvain, B-1200 Brussels, Belgium
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13
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Neschadim A, Wang JCM, Lavie A, Medin JA. Bystander killing of malignant cells via the delivery of engineered thymidine-active deoxycytidine kinase for suicide gene therapy of cancer. Cancer Gene Ther 2012; 19:320-7. [PMID: 22388453 DOI: 10.1038/cgt.2012.4] [Citation(s) in RCA: 20] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Activity and specificity of chemotherapeutic agents against solid tumors can be augmented via the targeted or localized delivery of 'suicide' genes. Selective activation of specific prodrugs in cells expressing the 'suicide' gene drives their elimination by apoptosis, while also enabling the killing of adjacent bystander cells. Strong bystander effects can compensate for poor 'suicide' gene delivery, and depend on the prodrugs used and mechanisms for the acquisition of activated drug by the bystander population, such as the presence of gap junctional intercellular communications. Although a number of 'suicide' gene therapies for cancer have been developed and characterized, such as herpes simplex virus-derived thymidine kinase (HSV-tk)-based activation of ganciclovir, their limited success highlights the need for the development of more robust approaches. Limiting activation kinetics and evolution of chemoresistance are major obstacles. Here we describe 'suicide' gene therapy of cancer based on the lentivirus-mediated delivery of a thymidine-active human deoxycytidine kinase variant. This enzyme possesses substrate plasticity that enables it to activate a multitude of prodrugs, some with distinct mechanisms of action. We evaluated the magnitude and mechanisms of bystander effects induced by different prodrugs, and show that when used in combination, they can synergistically enhance the bystander effect while avoiding off-target toxicity.
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Affiliation(s)
- A Neschadim
- Department of Medical Biophysics, University Health Network, University of Toronto, Toronto, Ontario, Canada
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14
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Cell fate control gene therapy based on engineered variants of human deoxycytidine kinase. Mol Ther 2012; 20:1002-13. [PMID: 22273576 DOI: 10.1038/mt.2011.298] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/20/2022] Open
Abstract
The safety of cell therapy applications can be enhanced by the introduction of Cell Fate Control (CFC) elements, which encode pharmacologically controlled cellular suicide switches. CFC Gene Therapy (CFCGT) offers the possibility of establishing control over gene-modified cells (GMCs) with regards to their proliferation, differentiation, or function. However, enzymes commonly employed in these approaches often possess poor kinetics and high immunogenicity. We describe a novel CFCGT system based on engineered variants of human deoxyCytidine Kinase (dCK) that overcomes limitations of current modalities. Mutants of dCK with rationally designed active sites that make them thymidine-activating were stably introduced into cells by recombinant lentiviral vectors (LVs). Transduced cells maintained growth kinetics and function. These dCK mutants efficiently activate bromovinyl-deoxyuridine (BVdU), L-deoxythymidine (LdT), and L-deoxyuridine (LdU), which are otherwise not toxic to wild-type cells. We show that mutant dCK-expressing Jurkat, Molt-4, and U87mg cells could be efficiently eliminated in vitro and in xenogeneic leukemia and tumor models in vivo. We also describe a fusion construct of the thymidine-activating dCK to the cytoplasmic tail-truncated LNGFR molecule and applications to in vivo eradication of primary human T cells. This novel CFCGT system offers unique plasticity with respect to the wide range of prodrugs it can potentiate, and can be used as a reliable safety switch in cell and gene therapy.
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15
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Hazra S, Szewczak A, Ort S, Konrad M, Lavie A. Post-translational phosphorylation of serine 74 of human deoxycytidine kinase favors the enzyme adopting the open conformation making it competent for nucleoside binding and release. Biochemistry 2011; 50:2870-80. [PMID: 21351740 DOI: 10.1021/bi2001032] [Citation(s) in RCA: 29] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/03/2023]
Abstract
Deoxycytidine kinase (dCK) uses either ATP or UTP as a phosphoryl donor to catalyze the phosphorylation of nucleoside acceptors. The kinetic properties of human dCK are modulated in vivo by phosphorylation of serine 74. This residue is a part of the insert region and is distant from the active site. Replacing the serine with a glutamic acid (S74E variant) can mimic phosphorylation of Ser74. To understand how phosphorylation affects the catalytic properties of dCK, we examined the S74E variant of dCK both structurally and kinetically. We observe that the presence of a glutamic acid at position 74 favors the adoption by the enzyme of the open conformation. Glu74 stabilizes the open conformation by directly interacting with the indole side chain of Trp58, a residue that is in the proximity of the base of the nucleoside substrate. The open dCK conformation is competent for the binding of nucleoside but not for phosphoryl transfer. In contrast, the closed conformation is competent for phosphoryl transfer but not for product release. Thus, dCK must make the transition between the open and closed states during the catalytic cycle. We propose a reaction scheme for dCK that incorporates the transition between the open and closed states, and this serves to rationalize the observed kinetic differences between wild-type dCK and the S74E variant.
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Affiliation(s)
- Saugata Hazra
- Department of Biochemistry and Molecular Genetics, University of Illinois, 900 South Ashland Avenue, Chicago, Illinois 60607, United States
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16
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Hazra S, Ort S, Konrad M, Lavie A. Structural and kinetic characterization of human deoxycytidine kinase variants able to phosphorylate 5-substituted deoxycytidine and thymidine analogues . Biochemistry 2010; 49:6784-90. [PMID: 20614893 DOI: 10.1021/bi100839e] [Citation(s) in RCA: 32] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/28/2022]
Abstract
The physiological role of human deoxycytidine kinase (dCK) is to phosphorylate deoxynucleosides required for DNA synthesis, with the exception of thymidine. Previous structural analysis of dCK implicated steric factors, specifically the thymine methyl group at the 5-position, that prevent thymidine phosphorylation by dCK. This hypothesis is supported by the observation that mutations that enlarge the active site cavity in proximity to the nucleoside 5-position endow dCK with the ability to phosphorylate thymidine. However, in conflict with this hypothesis was our discovery that the cytidine analogue 5-methyldeoxycytidine (5-Me-dC), an isostere of thymidine, can indeed be phosphorylated by wild-type (WT) dCK. To reconcile this seemingly contradicting observation, and to better understand the determinants preventing thymidine phosphorylation by WT dCK, we solved the crystal structure of dCK in complex with 5-Me-dC. The structure reveals the active site adjustments required to accommodate the methyl group at the 5-position. Combination of kinetic, mutagenesis, and structural data suggested that it is in fact residue Asp133 of dCK that is most responsible for discriminating against the thymine base. dCK variants in which Asp133 is replaced by an alanine and Arg104 by select hydrophobic residues attain significantly improved activity with 5-substituted deoxycytidine and thymidine analogues. Importantly, the ability of the designer enzymes to activate 5-substitued pyrimidines makes it possible to utilize such nucleoside analogues in suicide gene therapy or protein therapy applications that target cancer cells.
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Affiliation(s)
- Saugata Hazra
- Department of Biochemistry and Molecular Genetics, University of Illinois at Chicago, 900 South Ashland Avenue, Chicago, Illinois 60607, USA
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17
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Likar Y, Zurita J, Dobrenkov K, Shenker L, Cai S, Neschadim A, Medin JA, Sadelain M, Hricak H, Ponomarev V. A new pyrimidine-specific reporter gene: a mutated human deoxycytidine kinase suitable for PET during treatment with acycloguanosine-based cytotoxic drugs. J Nucl Med 2010; 51:1395-403. [PMID: 20810757 PMCID: PMC4405132 DOI: 10.2967/jnumed.109.074344] [Citation(s) in RCA: 48] [Impact Index Per Article: 3.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022] Open
Abstract
UNLABELLED In this article, we describe a series of new human-derived reporter genes based on human deoxycytidine kinase (dCK) suitable for clinical PET. METHODS Native dCK and its mutant reporter genes were tested in vitro and in vivo for their phosphorylation of pyrimidine- and acycloguanosine-based radiotracers including 2'-deoxy-2'-fluoroarabinofuranosylcytosine, 2'-fluoro-2'-deoxyarabinofuranosyl-5-ethyluracil (FEAU), penciclovir, and 9-[4-fluoro-3-(hydroxymethyl)butyl]guanine (FHBG) and clinically applied antiviral and anticancer drugs. RESULTS Cells transduced with dCK mutant reporter genes showed high in vitro and in vivo uptake of pyrimidine-based radiopharmaceuticals ((18)F-FEAU) comparable to that of herpes simplex virus type-1 thymidine kinase (HSV1-tk)-transduced cells. These mutants did not phosphorylate acycloguanosine-based radiotracers ((18)F-FHBG) or antiviral drugs (ganciclovir). Furthermore, the mutants displayed suicidal activation of clinically used pyrimidine-based prodrugs (cytarabine, gemcitabine). CONCLUSION The mutants of human dCK can be used as pyrimidine-specific PET reporter genes for imaging with (18)F-FEAU during treatment with acycloguanosine-based antiviral drugs. Additionally, the prosuicidal activity of these reporters with pyrimidine-based analogs will allow for the safe elimination of transduced cells.
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Affiliation(s)
- Yury Likar
- Department of Radiology, Memorial Sloan-Kettering Cancer Center, New York, New York
| | - Juan Zurita
- Department of Radiology, Memorial Sloan-Kettering Cancer Center, New York, New York
| | - Konstantin Dobrenkov
- Department of Radiology, Memorial Sloan-Kettering Cancer Center, New York, New York
| | - Larissa Shenker
- Department of Radiology, Memorial Sloan-Kettering Cancer Center, New York, New York
| | - Shangde Cai
- Department of Radiology, Memorial Sloan-Kettering Cancer Center, New York, New York
| | - Anton Neschadim
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
| | - Jeffrey A. Medin
- Department of Medical Biophysics, University of Toronto, Toronto, Ontario, Canada
- Ontario Cancer Institute, University Health Network, Toronto, Ontario, Canada
| | - Michel Sadelain
- Department of Medicine, Memorial Sloan-Kettering Cancer Center, New York, New York
| | - Hedvig Hricak
- Department of Radiology, Memorial Sloan-Kettering Cancer Center, New York, New York
| | - Vladimir Ponomarev
- Department of Radiology, Memorial Sloan-Kettering Cancer Center, New York, New York
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18
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Hébrard C, Cros-Perrial E, Clausen AR, Dumontet C, Piskur J, Jordheim LP. Bacterial deoxyribonucleoside kinases are poor suicide genes in mammalian cells. NUCLEOSIDES NUCLEOTIDES & NUCLEIC ACIDS 2010; 28:1068-75. [PMID: 20183574 DOI: 10.1080/15257770903368393] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 10/20/2022]
Abstract
Transfer of deoxyribonucleoside kinases (dNKs) into cancer cells increases the activity of cytotoxic nucleoside analogues. It has been shown that bacterial dNKs, when introduced into Escherichia coli, sensitize this bacterium toward nucleoside analogues. We studied the possibility of using bacterial dNKs, for example deoxyadenosine kinases (dAKs), to sensitize human cancer cells to gemcitabine. Stable and transient transfections of bacterial dNKs into human cells showed that these were much less active than human and fruitfly dNKs. The fusion of dAK from Bacillus cereus to the green fluorescent protein induced a modest sensitization. Apparently, bacterial dNKs did not get properly expressed or are unstable in the mammalian cell.
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Affiliation(s)
- Claire Hébrard
- INSERM U590, Laboratoire de Cytologie Analytique, Faculte de Medecine Rockefeller, Universite Claude Bernard Lyon I, Lyon, France
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Casein kinase 1delta activates human recombinant deoxycytidine kinase by Ser-74 phosphorylation, but is not involved in the in vivo regulation of its activity. Arch Biochem Biophys 2010; 502:44-52. [PMID: 20637175 DOI: 10.1016/j.abb.2010.07.009] [Citation(s) in RCA: 8] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/11/2010] [Revised: 07/09/2010] [Accepted: 07/11/2010] [Indexed: 11/20/2022]
Abstract
Deoxycytidine kinase (dCK) is a key enzyme in the salvage of deoxynucleosides and in the activation of several anticancer and antiviral nucleoside analogues. We recently showed that dCK was activated in vivo by phosphorylation of Ser-74. However, the protein kinase responsible was not identified. Ser-74 is located downstream a Glu-rich region, presenting similarity with the consensus phosphorylation motif of casein kinase 1 (CKI), and particularly of CKI delta. We showed that recombinant CKI delta phosphorylated several residues of bacterially overexpressed dCK: Ser-74, but also Ser-11, Ser-15, and Thr-72. Phosphorylation of dCK by CKI delta correlated with increased activity reaching at least 4-fold. Site-directed mutagenesis demonstrated that only Ser-74 phosphorylation was involved in dCK activation by CKI delta, strengthening the key role of this residue in the control of dCK activity. However, neither CKI delta inhibitors nor CKI delta siRNA-mediated knock-down modified Ser-74 phosphorylation or dCK activity in cultured cells. Moreover, these approaches did not prevent dCK activation induced by treatments enhancing Ser-74 phosphorylation. Taken together, the data preclude a role of CKI delta in the regulation of dCK activity in vivo. Nevertheless, phosphorylation of dCK by CKI delta could be a useful tool for elucidating the influence of Ser-74 phosphorylation on the structure-activity relationships in the enzyme.
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20
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Yu XC, Miranda M, Liu Z, Patel S, Nguyen N, Carson K, Liu Q, Swaffield JC. Novel potent inhibitors of deoxycytidine kinase identified and compared by multiple assays. ACTA ACUST UNITED AC 2009; 15:72-9. [PMID: 19959816 DOI: 10.1177/1087057109353604] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
Deoxycytidine kinase (dCK) phosphorylates deoxycytidine, deoxyguanosine, and deoxyadenosine and plays an important role in the salvage pathway of nucleoside metabolism. dCK is also required for the phosphorylation of several antiviral and anticancer nucleoside drugs, with resistance to these agents often being associated with a loss or decrease in dCK activity. Data also indicate a role for dCK in immune function, and dCK inhibitors may provide treatment for immune disorders. To identify novel dCK inhibitors, the authors evaluated 2 existing biochemical assays, adapted both to high-throughput screening, and identified several series of hits. They also compared the potency of the hits between purified recombinant and endogenous enzyme. Meanwhile, they also developed a novel cell-based assay that rests on the rescue of cells from dCK-dependent cytotoxic agents such as AraC. A large number of compounds were tested using the 3 assays, and a strong correlation in potency was observed between the biochemical assay using endogenous enzyme and the cell-based assay. The hits identified in these screens have proved to be good starting points for the synthesis of much more potent tool compounds to further investigate the physiological functions of dCK and potentially lead to the development of therapeutic agents.
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Affiliation(s)
- Xuan-Chuan Yu
- Department of Pharmaceutical Discovery, Lexicon Pharmaceuticals, Inc., The Woodlands, Texas 77381, USA
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21
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Hazra S, Sabini E, Ort S, Konrad M, Lavie A. Extending thymidine kinase activity to the catalytic repertoire of human deoxycytidine kinase. Biochemistry 2009; 48:1256-63. [PMID: 19159229 DOI: 10.1021/bi802062w] [Citation(s) in RCA: 31] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/03/2023]
Abstract
Salvage of nucleosides in the cytosol of human cells is carried out by deoxycytidine kinase (dCK) and thymidine kinase 1 (TK1). Whereas TK1 is only responsible for thymidine phosphorylation, dCK is capable of converting dC, dA, and dG into their monophosphate forms. Using structural data on dCK, we predicted that select mutations at the active site would, in addition to making the enzyme faster, expand the catalytic repertoire of dCK to include thymidine. Specifically, we hypothesized that steric repulsion between the methyl group of the thymine base and Arg104 is the main factor preventing the phosphorylation of thymidine by wild-type dCK. Here we present kinetic data on several dCK variants where Arg104 has been replaced by select residues, all performed in combination with the mutation of Asp133 to an alanine. We show that several hydrophobic residues at position 104 endow dCK with thymidine kinase activity. Depending on the exact nature of the mutations, the enzyme's substrate preference is modified. The R104M-D133A double mutant is a pyrimidine-specific enzyme due to large K(m) values with purines. The crystal structure of the double mutant R104M-D133A in complex with the L-form of thymidine supplies a structural explanation for the ability of this variant to phosphorylate thymidine and thymidine analogs. The replacement of Arg104 by a smaller residue allows L-dT to bind deeper into the active site, making space for the C5-methyl group of the thymine base. The unique catalytic properties of several of the mutants make them good candidates for suicide-gene/protein-therapy applications.
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Affiliation(s)
- Saugata Hazra
- Department of Biochemistry and Molecular Genetics, University of Illinois at Chicago, 900 S. Ashland (M/C 669), Chicago, Illinois 60607, USA
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22
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Scaife MD, Neschadim A, Fowler DH, Medin JA. Novel application of lentiviral vectors towards treatment of graft-versus-host disease. Expert Opin Biol Ther 2009; 9:749-61. [DOI: 10.1517/14712590903002021] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
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23
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Knecht W, Mikkelsen NE, Clausen AR, Willer M, Eklund H, Gojković Z, Piskur J. Drosophila melanogaster deoxyribonucleoside kinase activates gemcitabine. Biochem Biophys Res Commun 2009; 382:430-3. [PMID: 19285960 DOI: 10.1016/j.bbrc.2009.03.041] [Citation(s) in RCA: 12] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2009] [Accepted: 03/07/2009] [Indexed: 11/15/2022]
Abstract
Drosophila melanogaster multisubstrate deoxyribonucleoside kinase (Dm-dNK) can additionally sensitize human cancer cell lines towards the anti-cancer drug gemcitabine. We show that this property is based on the Dm-dNK ability to efficiently phosphorylate gemcitabine. The 2.2A resolution structure of Dm-dNK in complex with gemcitabine shows that the residues Tyr70 and Arg105 play a crucial role in the firm positioning of gemcitabine by extra interactions made by the fluoride atoms. This explains why gemcitabine is a good substrate for Dm-dNK.
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Affiliation(s)
- Wolfgang Knecht
- BioCentrum-DTU, Technical University of Denmark, Lyngby, Denmark
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