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Carrelha J, Lin DS, Rodriguez-Fraticelli AE, Luis TC, Wilkinson AC, Cabezas-Wallscheid N, Tremblay CS, Haas S. Single-cell lineage tracing approaches in hematology research: technical considerations. Exp Hematol 2020; 89:26-36. [PMID: 32735908 PMCID: PMC7894992 DOI: 10.1016/j.exphem.2020.07.007] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/27/2020] [Revised: 07/21/2020] [Accepted: 07/24/2020] [Indexed: 01/27/2023]
Abstract
The coordinated differentiation of hematopoietic stem and progenitor cells (HSPCs) into the various mature blood cell types is responsible for sustaining blood and immune system homeostasis. The cell fate decisions underlying this important biological process are made at the level of single cells. Methods to trace the fate of single cells are therefore essential for understanding hematopoietic system activity in health and disease and have had a major impact on how we understand and represent hematopoiesis. Here, we discuss the basic methodologies and technical considerations for three important clonal assays: single-cell transplantation, lentiviral barcoding, and Sleeping Beauty barcoding. This perspective is a synthesis of presentations and discussions from the 2019 International Society for Experimental Hematology (ISEH) Annual Meeting New Investigator Technology Session and the 2019 ISEH Winter Webinar.
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Affiliation(s)
- Joana Carrelha
- Haematopoietic Stem Cell Laboratory, MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK; MRC Molecular Haematology Unit, MRC Weatherall Institute of Molecular Medicine, University of Oxford, Oxford, UK
| | - Dawn S Lin
- Immunology, The Walter & Eliza Hall Institute of Medical Research, Parkville, Victoria, Australia; Faculty of Medicine, Dentistry & Health Sciences, University of Melbourne, Parkville, Victoria, Australia
| | - Alejo E Rodriguez-Fraticelli
- Stem Cell Program, Boston Children's Hospital, Boston, Massachusetts, USA; Department of Stem Cell and Regenerative Biology, Harvard University, Cambridge, Massachusetts, USA
| | - Tiago C Luis
- Department of Life Sciences, Imperial College London, London, UK
| | - Adam C Wilkinson
- Institute for Stem Cell Biology and Regenerative Medicine, Stanford University School of Medicine, Stanford, CA, USA; Department of Genetics, Stanford University School of Medicine, Stanford, CA, USA
| | | | - Cedric S Tremblay
- Australian Centre for Blood Diseases, Central Clinical School, Monash University, Melbourne, Australia
| | - Simon Haas
- Heidelberg Institute for Stem Cell Technology and Experimental Medicine (HI-STEM gGmbH), Heidelberg, Germany; Division of Stem Cells and Cancer, Deutsches Krebsforschungszentrum (DKFZ) and DKFZ-ZMBH Alliance, Heidelberg, Germany.
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2
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Suryawanshi GW, Xu S, Xie Y, Chou T, Kim N, Chen ISY, Kim S. Bidirectional Retroviral Integration Site PCR Methodology and Quantitative Data Analysis Workflow. J Vis Exp 2017. [PMID: 28654067 DOI: 10.3791/55812] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/14/2022] Open
Abstract
Integration Site (IS) assays are a critical component of the study of retroviral integration sites and their biological significance. In recent retroviral gene therapy studies, IS assays, in combination with next-generation sequencing, have been used as a cell-tracking tool to characterize clonal stem cell populations sharing the same IS. For the accurate comparison of repopulating stem cell clones within and across different samples, the detection sensitivity, data reproducibility, and high-throughput capacity of the assay are among the most important assay qualities. This work provides a detailed protocol and data analysis workflow for bidirectional IS analysis. The bidirectional assay can simultaneously sequence both upstream and downstream vector-host junctions. Compared to conventional unidirectional IS sequencing approaches, the bidirectional approach significantly improves IS detection rates and the characterization of integration events at both ends of the target DNA. The data analysis pipeline described here accurately identifies and enumerates identical IS sequences through multiple steps of comparison that map IS sequences onto the reference genome and determine sequencing errors. Using an optimized assay procedure, we have recently published the detailed repopulation patterns of thousands of Hematopoietic Stem Cell (HSC) clones following transplant in rhesus macaques, demonstrating for the first time the precise time point of HSC repopulation and the functional heterogeneity of HSCs in the primate system. The following protocol describes the step-by-step experimental procedure and data analysis workflow that accurately identifies and quantifies identical IS sequences.
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Affiliation(s)
- Gajendra W Suryawanshi
- UCLA AIDS Institute, University of California at Los Angeles (UCLA); Department of Microbiology, Immunology, & Molecular Genetics, University of California at Los Angeles (UCLA)
| | - Song Xu
- Departments of Biomathematics and Mathematics, University of California at Los Angeles (UCLA)
| | - Yiming Xie
- UCLA AIDS Institute, University of California at Los Angeles (UCLA)
| | - Tom Chou
- Departments of Biomathematics and Mathematics, University of California at Los Angeles (UCLA)
| | - Namshin Kim
- Personalized Genomic Medicine Research Center, Division of Strategic Research Groups, Korea Research Institute of Bioscience and Biotechnology
| | - Irvin S Y Chen
- UCLA AIDS Institute, University of California at Los Angeles (UCLA); Department of Medicine, University of California at Los Angeles (UCLA);
| | - Sanggu Kim
- Department of Veterinary Biosciences, College of Veterinary Medicine, The Ohio State University (OSU);
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3
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Rusmevichientong A, Chow SA. Biology and pathophysiology of the new human retrovirus XMRV and its association with human disease. Immunol Res 2011; 48:27-39. [PMID: 20717743 DOI: 10.1007/s12026-010-8165-y] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/22/2023]
Abstract
Xenotropic murine leukemia virus-related virus (XMRV) is a new human retrovirus originally identified in prostate cancer patients with a deficiency in the antiviral enzyme RNase L. XMRV has been detected with varying frequencies in cases of prostate cancer and chronic fatigue syndrome (CFS), as well as in a small proportion of healthy individuals. An etiologic link between XMRV infection and human disease, however, has yet to be established. Here, we summarize existing knowledge regarding the characteristics of XMRV replication, association of XMRV with prostate cancer and CFS, and potential mechanisms of XMRV pathophysiology. We also highlight several areas, such as the establishment of standardized assays and the development of animal models, as future directions to advance our current understanding of XMRV and its relevance to human disease.
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Affiliation(s)
- Alice Rusmevichientong
- Department of Molecular and Medical Pharmacology, Molecular Biology Institute, 650 Charles E. Young Drive, Los Angeles, CA 90095, USA
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4
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High-throughput, sensitive quantification of repopulating hematopoietic stem cell clones. J Virol 2010; 84:11771-80. [PMID: 20844053 DOI: 10.1128/jvi.01355-10] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Retroviral vector-mediated gene therapy has been successfully used to correct genetic diseases. However, a number of studies have shown a subsequent risk of cancer development or aberrant clonal growths due to vector insertion near or within proto-oncogenes. Recent advances in the sequencing technology enable high-throughput clonality analysis via vector integration site (VIS) sequencing, which is particularly useful for studying complex polyclonal hematopoietic progenitor/stem cell (HPSC) repopulation. However, clonal repopulation analysis using the current methods is typically semiquantitative. Here, we present a novel system and standards for accurate clonality analysis using 454 pyrosequencing. We developed a bidirectional VIS PCR method to improve VIS detection by concurrently analyzing both the 5' and the 3' vector-host junctions and optimized the conditions for the quantitative VIS sequencing. The assay was validated by quantifying the relative frequencies of hundreds of repopulating HPSC clones in a nonhuman primate. The reliability and sensitivity of the assay were assessed using clone-specific real-time PCR. The majority of tested clones showed a strong correlation between the two methods. This assay permits high-throughput and sensitive assessment of clonal populations and hence will be useful for a broad range of gene therapy, stem cell, and cancer research applications.
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5
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Chan SH, Stoddard BL, Xu SY. Natural and engineered nicking endonucleases--from cleavage mechanism to engineering of strand-specificity. Nucleic Acids Res 2010; 39:1-18. [PMID: 20805246 PMCID: PMC3017599 DOI: 10.1093/nar/gkq742] [Citation(s) in RCA: 98] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/11/2023] Open
Abstract
Restriction endonucleases (REases) are highly specific DNA scissors that have facilitated the development of modern molecular biology. Intensive studies of double strand (ds) cleavage activity of Type IIP REases, which recognize 4–8 bp palindromic sequences, have revealed a variety of mechanisms of molecular recognition and catalysis. Less well-studied are REases which cleave only one of the strands of dsDNA, creating a nick instead of a ds break. Naturally occurring nicking endonucleases (NEases) range from frequent cutters such as Nt.CviPII (^CCD; ^ denotes the cleavage site) to rare-cutting homing endonucleases (HEases) such as I-HmuI. In addition to these bona fida NEases, individual subunits of some heterodimeric Type IIS REases have recently been shown to be natural NEases. The discovery and characterization of more REases that recognize asymmetric sequences, particularly Types IIS and IIA REases, has revealed recognition and cleavage mechanisms drastically different from the canonical Type IIP mechanisms, and has allowed researchers to engineer highly strand-specific NEases. Monomeric LAGLIDADG HEases use two separate catalytic sites for cleavage. Exploitation of this characteristic has also resulted in useful nicking HEases. This review aims at providing an overview of the cleavage mechanisms of Types IIS and IIA REases and LAGLIDADG HEases, the engineering of their nicking variants, and the applications of NEases and nicking HEases.
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6
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Lim KI, Klimczak R, Yu JH, Schaffer DV. Specific insertions of zinc finger domains into Gag-Pol yield engineered retroviral vectors with selective integration properties. Proc Natl Acad Sci U S A 2010; 107:12475-80. [PMID: 20616052 PMCID: PMC2906550 DOI: 10.1073/pnas.1001402107] [Citation(s) in RCA: 34] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022] Open
Abstract
Retroviral vectors offer benefits of efficient delivery and stable gene expression; however, their clinical use raises the concerns of insertional mutagenesis and potential oncogenesis due to genomic integration preferences in transcriptional start sites (TSS). We have shifted the integration preferences of retroviral vectors by generating a library of viral variants with a DNA-binding domain inserted at random positions throughout murine leukemia virus Gag-Pol, then selecting for variants that are viable and exhibit altered integration properties. We found seven permissive zinc finger domain (ZFD) insertion sites throughout Gag-Pol, including within p12, reverse transcriptase, and integrase. Comprehensive genome integration analysis showed that several ZFD insertions yielded retroviral vector variants with shifted integration patterns that did not favor TSS. Furthermore, integration site analysis revealed selective integration for numerous mutants. For example, two retroviral variants with a given ZFD at appropriate positions in Gag-Pol strikingly integrated primarily into four common sites out of 3.1 x 10(9) possible human genome locations (P = 4.6 x 10(-29)). Our findings demonstrate that insertion of DNA-binding motifs into multiple locations in Gag-Pol can make considerable progress toward engineering safer retroviral vectors that integrate into a significantly narrowed pool of sites on human genome and overcome the preference for TSS.
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Affiliation(s)
- Kwang-il Lim
- Departments of Chemical Engineering and Bioengineering and The Helen Wills Neuroscience Institute, University of California, 278 Stanley Hall, Berkeley, CA 94720-3220
| | - Ryan Klimczak
- Departments of Chemical Engineering and Bioengineering and The Helen Wills Neuroscience Institute, University of California, 278 Stanley Hall, Berkeley, CA 94720-3220
| | - Julie H. Yu
- Departments of Chemical Engineering and Bioengineering and The Helen Wills Neuroscience Institute, University of California, 278 Stanley Hall, Berkeley, CA 94720-3220
| | - David V. Schaffer
- Departments of Chemical Engineering and Bioengineering and The Helen Wills Neuroscience Institute, University of California, 278 Stanley Hall, Berkeley, CA 94720-3220
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7
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Kim S, Rusmevichientong A, Dong B, Remenyi R, Silverman RH, Chow SA. Fidelity of target site duplication and sequence preference during integration of xenotropic murine leukemia virus-related virus. PLoS One 2010; 5:e10255. [PMID: 20421928 PMCID: PMC2857682 DOI: 10.1371/journal.pone.0010255] [Citation(s) in RCA: 16] [Impact Index Per Article: 1.1] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/06/2010] [Accepted: 03/28/2010] [Indexed: 11/18/2022] Open
Abstract
Xenotropic murine leukemia virus (MLV)-related virus (XMRV) is a new human retrovirus associated with prostate cancer and chronic fatigue syndrome. The causal relationship of XMRV infection to human disease and the mechanism of pathogenicity have not been established. During retrovirus replication, integration of the cDNA copy of the viral RNA genome into the host cell chromosome is an essential step and involves coordinated joining of the two ends of the linear viral DNA into staggered sites on target DNA. Correct integration produces proviruses that are flanked by a short direct repeat, which varies from 4 to 6 bp among the retroviruses but is invariant for each particular retrovirus. Uncoordinated joining of the two viral DNA ends into target DNA can cause insertions, deletions, or other genomic alterations at the integration site. To determine the fidelity of XMRV integration, cells infected with XMRV were clonally expanded and DNA sequences at the viral-host DNA junctions were determined and analyzed. We found that a majority of the provirus ends were correctly processed and flanked by a 4-bp direct repeat of host DNA. A weak consensus sequence was also detected at the XMRV integration sites. We conclude that integration of XMRV DNA involves a coordinated joining of two viral DNA ends that are spaced 4 bp apart on the target DNA and proceeds with high fidelity.
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Affiliation(s)
- Sanggu Kim
- Biomedical Engineering Interdepartmental Program, University of California Los Angeles, Los Angeles, California, United States of America
| | - Alice Rusmevichientong
- Department of Molecular and Medical Pharmacology, Molecular Biology Institute, and University of California Los Angeles AIDS Institute, University of California Los Angeles School of Medicine, Los Angeles, California, United States of America
| | - Beihua Dong
- Department of Cancer Biology, Lerner Research Institute, Cleveland Clinic, Cleveland, Ohio, United States of America
| | - Roland Remenyi
- Department of Molecular and Medical Pharmacology, Molecular Biology Institute, and University of California Los Angeles AIDS Institute, University of California Los Angeles School of Medicine, Los Angeles, California, United States of America
| | - Robert H. Silverman
- Department of Cancer Biology, Lerner Research Institute, Cleveland Clinic, Cleveland, Ohio, United States of America
| | - Samson A. Chow
- Biomedical Engineering Interdepartmental Program, University of California Los Angeles, Los Angeles, California, United States of America
- Department of Molecular and Medical Pharmacology, Molecular Biology Institute, and University of California Los Angeles AIDS Institute, University of California Los Angeles School of Medicine, Los Angeles, California, United States of America
- * E-mail:
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8
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Retroviral integration site selection. Viruses 2010; 2:111-130. [PMID: 21994603 PMCID: PMC3185549 DOI: 10.3390/v2010111] [Citation(s) in RCA: 55] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/08/2009] [Revised: 12/21/2009] [Accepted: 01/05/2010] [Indexed: 02/07/2023] Open
Abstract
The stable insertion of a copy of their genome into the host cell genome is an essential step of the life cycle of retroviruses. The site of viral DNA integration, mediated by the viral-encoded integrase enzyme, has important consequences for both the virus and the host cell. The analysis of retroviral integration site distribution was facilitated by the availability of the human genome sequence, revealing the non-random feature of integration site selection and identifying different favored and disfavored genomic locations for individual retroviruses. This review will summarize the current knowledge about retroviral differences in their integration site preferences as well as the mechanisms involved in this process.
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9
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Human immunodeficiency virus integration efficiency and site selection in quiescent CD4+ T cells. J Virol 2009; 83:6222-33. [PMID: 19369341 DOI: 10.1128/jvi.00356-09] [Citation(s) in RCA: 44] [Impact Index Per Article: 2.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/01/2023] Open
Abstract
Until very recently, quiescent CD4(+) T cells were thought to be resistant to human immunodeficiency virus (HIV) infection. Subsequent studies, attempting to fully elucidate the mechanisms of resistance, showed that quiescent cells could become infected by HIV at low efficiency and form a latently infected population. In this study, we set out to identify the sites of viral integration and to assess the efficiency of the overall integration process in quiescent cells. Based on our results, HIV integration in quiescent CD4(+) T cells occurs in sites similar to those of their prestimulated counterparts. While site selections are similar, the integration process in quiescent cells is plagued by the formation of high levels of incorrectly processed viral ends and abortive two-long-terminal-repeat circles.
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10
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Su K, Wang D, Ye J, Kim YC, Chow SA. Site-specific integration of retroviral DNA in human cells using fusion proteins consisting of human immunodeficiency virus type 1 integrase and the designed polydactyl zinc-finger protein E2C. Methods 2009; 47:269-76. [PMID: 19186211 DOI: 10.1016/j.ymeth.2009.01.001] [Citation(s) in RCA: 11] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2008] [Revised: 12/31/2008] [Accepted: 01/03/2009] [Indexed: 02/03/2023] Open
Abstract
During the life cycle of retroviruses, establishment of a productive infection requires stable joining of a DNA copy of the viral RNA genome into host cell chromosomes. Retroviruses are thus promising vectors for the efficient and stable delivery of genes in therapeutic protocols. Integration of retroviral DNA is catalyzed by the viral enzyme integrase (IN), and one salient feature of retroviral DNA integration is its lack of specificity, as many chromosomal sites can serve as targets for integration. Despite the promise for success in the clinic, one major drawback of the retrovirus-based vector is that any unintended insertion events from the therapy can potentially lead to deleterious effects in patients, as demonstrated by the development of malignancies in both animal and human studies. One approach to directing integration into predetermined DNA sites is fusing IN to a sequence-specific DNA-binding protein, which results in a bias of integration near the recognition site of the fusion partner. Encouraging results have been generated in vitro and in vivo using fusion protein constructs of human immunodeficiency virus type 1 IN and E2C, a designed polydactyl zinc-finger protein that specifically recognizes an 18-base pair DNA sequence. This review focuses on the method for preparing infectious virions containing the IN fusion proteins and on the quantitative PCR assays for determining integration site specificity. Efforts to engineer IN to recognize specific target DNA sequences within the genome may lead to development of effective retroviral vectors that can safely deliver gene-based therapeutics in a clinical setting.
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Affiliation(s)
- Kunkai Su
- Zhejiang-California International NanoSystems Institute, Zhejiang University, Hangzhou, Zhejiang, China
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11
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Integration site preference of xenotropic murine leukemia virus-related virus, a new human retrovirus associated with prostate cancer. J Virol 2008; 82:9964-77. [PMID: 18684813 DOI: 10.1128/jvi.01299-08] [Citation(s) in RCA: 86] [Impact Index Per Article: 5.4] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/04/2023] Open
Abstract
Xenotropic murine leukemia virus-related virus (XMRV) is a new human gammaretrovirus identified in prostate cancer tissue from patients homozygous for a reduced-activity variant of the antiviral enzyme RNase L. Neither a casual relationship between XMRV infection and prostate cancer nor a mechanism of tumorigenesis has been established. To determine the integration site preferences of XMRV and the potential risk of proviral insertional mutagenesis, we carried out a genome-wide analysis of viral integration sites in the prostate cell line DU145 after an acute XMRV infection and compared the integration site pattern of XMRV with those found for murine leukemia virus and two human retroviruses, human immunodeficiency virus type 1 and human T-cell leukemia virus type 1. Among all retroviruses analyzed, XMRV has the strongest preference for transcription start sites, CpG islands, DNase-hypersensitive sites, and gene-dense regions; all are features frequently associated with structurally open transcription regulatory regions of a chromosome. Analyses of XMRV integration sites in tissues from prostate cancer patients found a similar preference for the aforementioned chromosomal features. Additionally, XMRV integration sites in cancer tissues were associated with cancer breakpoints, common fragile sites, microRNA, and cancer-related genes, suggesting a selection process that favors certain chromosomal integration sites. In both acutely infected cells and cancer tissues, no common integration site was detected within or near proto-oncogenes or tumor suppressor genes. These results are consistent with a model in which XMRV may contribute to tumorigenicity via a paracrine mechanism.
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12
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Dong B, Kim S, Hong S, Das Gupta J, Malathi K, Klein EA, Ganem D, DeRisi JL, Chow SA, Silverman RH. An infectious retrovirus susceptible to an IFN antiviral pathway from human prostate tumors. Proc Natl Acad Sci U S A 2007; 104:1655-60. [PMID: 17234809 PMCID: PMC1776164 DOI: 10.1073/pnas.0610291104] [Citation(s) in RCA: 182] [Impact Index Per Article: 10.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/29/2023] Open
Abstract
We recently reported identification of a previously undescribed gammaretrovirus genome, xenotropic murine leukemia virus-related virus (XMRV), in prostate cancer tissue from patients homozygous for a reduced activity variant of the antiviral enzyme RNase L. Here we constructed a full-length XMRV genome from prostate tissue RNA and showed that the molecular viral clone is replication-competent. XMRV replication in the prostate cancer cell line DU145 was sensitive to inhibition by IFN-beta. However, LNCaP prostate cancer cells, which are deficient in JAK1 and RNase L, were resistant to the effects of IFN-beta against XMRV. Furthermore, DU145 cells rendered deficient in RNase L with siRNA were partially resistant to IFN inhibition of XMRV. Expression in hamster cells of the xenotropic and polytropic retrovirus receptor 1 allowed these cells to be infected by XMRV. XMRV provirus integration sites were mapped in DNA isolated from human prostate tumor tissue to genes for two transcription factors (NFATc3 and CREB5) and to a gene encoding a suppressor of androgen receptor transactivation (APPBP2/PAT1/ARA67). Our studies demonstrate that XMRV is a virus that has infected humans and is susceptible to inhibition by IFN and its downstream effector, RNase L.
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Affiliation(s)
- Beihua Dong
- *Department of Cancer Biology, Lerner Research Institute, and
| | - Sanggu Kim
- Biomedical Engineering Interdepartmental Program, University of California, Los Angeles, CA 90095
| | - Seunghee Hong
- *Department of Cancer Biology, Lerner Research Institute, and
- Graduate Program in Molecular Virology, Case Western Reserve University, Cleveland, OH 44106
| | | | | | - Eric A. Klein
- Glickman Urologic Institute, Cleveland Clinic, 9500 Euclid Avenue, Cleveland, OH 44195
| | - Don Ganem
- Microbiology, and
- Medicine and
- **Howard Hughes Medical Institute, University of California, San Francisco, CA 94158; and
| | - Joseph L. DeRisi
- Departments of Biochemistry and Biophysics
- **Howard Hughes Medical Institute, University of California, San Francisco, CA 94158; and
| | - Samson A. Chow
- Biomedical Engineering Interdepartmental Program, University of California, Los Angeles, CA 90095
- Department of Molecular and Medical Pharmacology, University of California at Los Angeles School of Medicine, Los Angeles, CA 90095
| | - Robert H. Silverman
- *Department of Cancer Biology, Lerner Research Institute, and
- To whom correspondence should be addressed. E-mail:
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