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Guerrero JF, Zimdars LL, Bruce JW, Becker JT, Evans EL, Torabi S, Striker R, Berry SM, Sherer NM. Single-cell delineation of strain-specific HIV-1 Vif activities using dual reporter sensor cells and live cell imaging. J Virol 2025; 99:e0157924. [PMID: 39998123 PMCID: PMC11915839 DOI: 10.1128/jvi.01579-24] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/09/2024] [Accepted: 01/30/2025] [Indexed: 02/26/2025] Open
Abstract
Human immunodeficiency virus type 1 (HIV-1) genome diversification is a key determinant of viral evolution and the pathogenesis of HIV/AIDS. Antiretroviral therapy is non-curative, and in the context of monitoring the latent reservoir, precision tools are needed to detect and enumerate HIV-1 genomes as well as to assess their heterogeneity, replication potential, and predict responses to therapy. Current sequencing-based methodologies are often unable to confirm intact genomes and most cell-based reporters provide limited information pertaining to viral fitness. In this study, we describe dual reporter sensor cells (DRSCs), an imaging-based reporter system designed to detect HIV-1 infection and measure several independent attributes of the virus in a single-cell high-content assay. We show that the DRSC assay can be used to measure infection, viral gene activation kinetics, and quantify viral circumvention of host antiviral responses. Using the DRSCs, we confirmed markedly different functional heterogeneity for vif alleles derived from diverse HIV-1 strains and subtypes affecting both rates of APOBEC3G degradation and the cell cycle. Furthermore, the assay allowed for the delineation of virus co-receptor preference (X4- vs R5-tropism) and visualization of virion assembly. Overall, our study illustrates proof-of-principle for a multivariate imaging-based cell-based system capable of detecting HIV-1 and studying viral genetic variability with greater data richness relative to prior available modalities. IMPORTANCE Human immunodeficiency virus type 1 (HIV-1) is highly heterogeneous and constantly mutating. These changes drive immune evasion and can cause treatment efforts to fail. Here, we describe the "dual reporter sensor cell" (DRSC) assay; a novel imaging-based approach that allows for the detection of HIV-1 infection coupled with a multivariate definition of several independent phenotypic aspects of viral genome activity in a single integrated assay. We validate the DRSC system by studying lab-adapted and patient isolate-derived versions of the viral Vif accessory protein, confirming marked differences in the capacity of diverse vif alleles to mediate downregulation of antiviral APOBEC3G proteins and dysregulate the cell cycle.
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Affiliation(s)
- Jorge F. Guerrero
- McArdle Laboratory for Cancer Research (Department of Oncology), University of Wisconsin-Madison, Madison, Wisconsin, USA
- Institute for Molecular Virology, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Laraine L. Zimdars
- McArdle Laboratory for Cancer Research (Department of Oncology), University of Wisconsin-Madison, Madison, Wisconsin, USA
- Institute for Molecular Virology, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - James W. Bruce
- McArdle Laboratory for Cancer Research (Department of Oncology), University of Wisconsin-Madison, Madison, Wisconsin, USA
- Institute for Molecular Virology, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Jordan T. Becker
- McArdle Laboratory for Cancer Research (Department of Oncology), University of Wisconsin-Madison, Madison, Wisconsin, USA
- Institute for Molecular Virology, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Edward L. Evans
- McArdle Laboratory for Cancer Research (Department of Oncology), University of Wisconsin-Madison, Madison, Wisconsin, USA
- Institute for Molecular Virology, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Soroosh Torabi
- Department of Mechanical Engineering, University of Kentucky, Lexington, Kentucky, USA
| | - Rob Striker
- Department of Medicine, University of Wisconsin-Madison, Madison, Wisconsin, USA
| | - Scott M. Berry
- Department of Mechanical Engineering, University of Kentucky, Lexington, Kentucky, USA
| | - Nathan M. Sherer
- McArdle Laboratory for Cancer Research (Department of Oncology), University of Wisconsin-Madison, Madison, Wisconsin, USA
- Institute for Molecular Virology, University of Wisconsin-Madison, Madison, Wisconsin, USA
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Kotokwe K, Moyo S, Zahralban-Steele M, Holme MP, Melamu P, Koofhethile CK, Choga WT, Mohammed T, Nkhisang T, Mokaleng B, Maruapula D, Ditlhako T, Bareng O, Mokgethi P, Boleo C, Makhema J, Lockman S, Essex M, Ragonnet-Cronin M, Novitsky V, Gaseitsiwe S, PANGEA Consortium. Prediction of Coreceptor Tropism in HIV-1 Subtype C in Botswana. Viruses 2023; 15:403. [PMID: 36851617 PMCID: PMC9963705 DOI: 10.3390/v15020403] [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: 12/31/2022] [Revised: 01/25/2023] [Accepted: 01/26/2023] [Indexed: 02/04/2023] Open
Abstract
It remains unknown whether the C-C motif chemokine receptor type 5 (CCR5) coreceptor is still the predominant coreceptor used by Human Immunodeficiency Virus-1 (HIV-1) in Botswana, where the HIV-1 subtype C predominates. We sought to determine HIV-1C tropism in Botswana using genotypic tools, taking into account the effect of antiretroviral treatment (ART) and virologic suppression. HIV-1 gp120 V3 loop sequences from 5602 participants were analyzed for viral tropism using three coreceptor use predicting algorithms/tools: Geno2pheno, HIV-1C Web Position-Specific Score Matrices (WebPSSM) and the 11/25 charge rule. We then compared the demographic and clinical characteristics of people living with HIV (PLWH) harboring R5- versus X4-tropic viruses using χ2 and Wilcoxon rank sum tests for categorical and continuous data analysis, respectively. The three tools congruently predicted 64% of viruses as either R5-tropic or X4-tropic. Geno2pheno and the 11/25 charge rule had the highest concordance at 89%. We observed a significant difference in ART status between participants harboring X4- versus R5-tropic viruses. X4-tropic viruses were more frequent among PLWH receiving ART (χ2 test, p = 0.03). CCR5 is the predominant coreceptor used by HIV-1C strains circulating in Botswana, underlining the strong potential for CCR5 inhibitor use, even in PLWH with drug resistance. We suggest that the tools for coreceptor prediction should be used in combination.
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Affiliation(s)
- Kenanao Kotokwe
- Botswana Harvard AIDS Institute Partnership, Princess Marina Hospital, Gaborone, Botswana
| | - Sikhulile Moyo
- Botswana Harvard AIDS Institute Partnership, Princess Marina Hospital, Gaborone, Botswana
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA 02115, USA
| | - Melissa Zahralban-Steele
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA 02115, USA
| | - Molly Pretorius Holme
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA 02115, USA
| | - Pinkie Melamu
- Botswana Harvard AIDS Institute Partnership, Princess Marina Hospital, Gaborone, Botswana
| | - Catherine Kegakilwe Koofhethile
- Botswana Harvard AIDS Institute Partnership, Princess Marina Hospital, Gaborone, Botswana
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA 02115, USA
| | | | - Terence Mohammed
- Botswana Harvard AIDS Institute Partnership, Princess Marina Hospital, Gaborone, Botswana
| | - Tapiwa Nkhisang
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA 02115, USA
| | - Baitshepi Mokaleng
- Botswana Harvard AIDS Institute Partnership, Princess Marina Hospital, Gaborone, Botswana
| | - Dorcas Maruapula
- Botswana Harvard AIDS Institute Partnership, Princess Marina Hospital, Gaborone, Botswana
| | - Tsotlhe Ditlhako
- Botswana Harvard AIDS Institute Partnership, Princess Marina Hospital, Gaborone, Botswana
| | - Ontlametse Bareng
- Botswana Harvard AIDS Institute Partnership, Princess Marina Hospital, Gaborone, Botswana
| | - Patrick Mokgethi
- Botswana Harvard AIDS Institute Partnership, Princess Marina Hospital, Gaborone, Botswana
| | - Corretah Boleo
- Botswana Harvard AIDS Institute Partnership, Princess Marina Hospital, Gaborone, Botswana
| | - Joseph Makhema
- Botswana Harvard AIDS Institute Partnership, Princess Marina Hospital, Gaborone, Botswana
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA 02115, USA
| | - Shahin Lockman
- Botswana Harvard AIDS Institute Partnership, Princess Marina Hospital, Gaborone, Botswana
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA 02115, USA
| | - Max Essex
- Botswana Harvard AIDS Institute Partnership, Princess Marina Hospital, Gaborone, Botswana
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA 02115, USA
| | - Manon Ragonnet-Cronin
- Department of Ecology and Evolution, The University of Chicago, Chicago, IL 60637, USA
| | - Vlad Novitsky
- Botswana Harvard AIDS Institute Partnership, Princess Marina Hospital, Gaborone, Botswana
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA 02115, USA
| | - Simani Gaseitsiwe
- Botswana Harvard AIDS Institute Partnership, Princess Marina Hospital, Gaborone, Botswana
- Department of Immunology and Infectious Diseases, Harvard T.H. Chan School of Public Health, Harvard University, Boston, MA 02115, USA
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Kalu AW, Telele NF, Aralaguppe SG, Gebre-Selassie S, Fekade D, Marrone G, Sonnerborg A. Coreceptor Tropism and Maraviroc Sensitivity of Clonally Derived Ethiopian HIV-1C Strains Using an in-house Phenotypic Assay and Commonly Used Genotypic Methods. Curr HIV Res 2019; 16:113-120. [PMID: 29766813 DOI: 10.2174/1570162x16666180515124836] [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: 01/04/2018] [Revised: 04/23/2018] [Accepted: 05/07/2018] [Indexed: 11/22/2022]
Abstract
OBJECTIVES Genotypic Tropism Testing (GTT) tools are generally developed based on HIV-1 subtype B (HIV-1B) and used for HIV-1C as well but with a large discordance of prediction between different methods. We used an established phenotypic assay for comparison with GTT methods and for the determination of in vitro maraviroc sensitivity of pure R5-tropic and dual-tropic HIV-1C. METHODS Plasma was obtained from 58 HIV-1C infected Ethiopians. Envgp120 was cloned into a luciferase tagged NL4-3 plasmid. Phenotypic tropism was determined by in house method and the V3 sequences were analysed by five GTT methods. In vitro maraviroc sensitivity of R5-tropic and dual-tropic isolates were compared in the TZMbl cell-line. RESULTS The phenotypes were classified as R5 in 92.4% and dual tropic (R5X4) in 7.6% of 79 clones. The concordance between phenotype and genotype ranged from 64.7% to 84.3% depending on the GTT method. Only 46.9% of the R5 phenotypes were predicted as R5 by all GTT tools while R5X4 phenotypes were predicted as X4 by four methods, but not by Raymond's method. All six tested phenotypic R5 clones, as well as five of six of dual tropic clones, showed a dose response to maraviroc. CONCLUSION There is a high discordance between GTT methods, which underestimates the presence of R5 and overestimates X4 strains compared to a phenotypic assay. Currently available GTT algorithms should be further improved for tropism prediction in HIV-1C. Maraviroc has an in vitro activity against most HIV-1C viruses and could be considered as an alternative regimen in individuals infected with CCR5-tropic HIV-1C viruses.
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Affiliation(s)
- Amare Worku Kalu
- Division of Clinical Microbiology, Department of Laboratory Medicine, Karolinska Institute, Stockholm, Sweden.,Department of Microbiology, Immunology and Parasitology, Addis Ababa University, Ethiopia
| | - Nigus Fikrie Telele
- Division of Clinical Microbiology, Department of Laboratory Medicine, Karolinska Institute, Stockholm, Sweden.,Department of Microbiology, Immunology and Parasitology, Addis Ababa University, Ethiopia
| | - Shambhu G Aralaguppe
- Division of Clinical Microbiology, Department of Laboratory Medicine, Karolinska Institute, Stockholm, Sweden
| | - Solomon Gebre-Selassie
- Department of Microbiology, Immunology and Parasitology, Addis Ababa University, Ethiopia
| | - Daniel Fekade
- Department of Internal Medicine, Addis Ababa University, Ethiopia
| | - Gaetano Marrone
- Division of Infectious Diseases, Department of Medicine Huddinge, Karolinska Institutet, Stockholm, Sweden
| | - Anders Sonnerborg
- Division of Clinical Microbiology, Department of Laboratory Medicine, Karolinska Institute, Stockholm, Sweden.,Division of Infectious Diseases, Department of Medicine Huddinge, Karolinska Institutet, Stockholm, Sweden
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Matume ND, Tebit DM, Gray LR, Hammarskjold ML, Rekosh D, Bessong PO. Next generation sequencing reveals a high frequency of CXCR4 utilizing viruses in HIV-1 chronically infected drug experienced individuals in South Africa. J Clin Virol 2018; 103:81-87. [PMID: 29661652 DOI: 10.1016/j.jcv.2018.02.008] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/15/2017] [Revised: 02/06/2018] [Accepted: 02/09/2018] [Indexed: 12/27/2022]
Abstract
BACKGROUND Entry inhibitors, such as Maraviroc, bind to CCR5 inhibiting entry of CCR5 utilizing viruses (R5 viruses). In the course of HIV infection, CXCR4 utilizing viruses (X4 viruses) may emerge and outgrow R5 viruses, and potentially limit the effectiveness of Maraviroc. The use of Maraviroc is reserved for salvage therapy in South Africa. OBJECTIVE In this study, we examined the frequency of R5 and X4 viruses, using next generation sequencing, in patients under treatment to draw inferences on the utility of Maraviroc in a South African population. STUDY DESIGN Proviral DNA was isolated from peripheral blood mononuclear cells (PBMC) of 72 chronically HIV infected patients on antiretroviral treatment. HIV V3 loop gene was amplified and sequenced on an Illumina MiniSeq platform. Viral subtypes were determined by the jumping profile Hidden Markov Model (jpHMM) and REGA genotyping tools. De Novo consensus sequences were derived for the majority and minority populations for each patient using Geneious® software version 8.1.5. HIV-1 tropism was inferred using PSSMsinsi, Geno2pheno and Phenoseq-C web-based tools. RESULTS Quality V3 loop sequences were obtained from 72 patients, with 5 years (range: 0-16) median duration on treatment. Subtypes A1, B and C viruses were identified at frequencies of 4% (3/72), 4% (3/72) and 92% (66/72) respectively. Fifty four percent (39/72) of patients exclusively harboured R5 viral quasispecies; and 21% (15/72) exclusively harbored X4 viral quasispecies. Twenty five percent of patients (18/72) harbored dual/mixture of R5X4 quasispecies. Of these 18 patients, about 28% (5/18) harbored the R5+X4, a mixture with a majority R5 and minority X4 viruses, while about 72% (13/18) harbored the R5X4+ mixture with a majority X4 and minority R5 viruses. The proportion of all patients who harbored X4 viruses either exclusively or dual/mixture was 46% (33/72). Thirty-five percent (23/66) of the patients who were of HIV-1 subtype C harboured X4 viruses (χ2 = 3.58; p = .058), and 57% of these (13/23) harbored X4 viruses exclusively. CD4+ cell count less than 350 cell/μl was associated with the presence of X4 viruses (χ2 = 4.99; p = .008). CONCLUSION The effectiveness of Maraviroc as a component in salvage therapy may be compromised for a significant number of chronically infected patients harboring CXCR4 utilizing viruses.
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Affiliation(s)
- Nontokozo D Matume
- HIV/AIDS & Global Health Research Programme, University of Venda, Thohoyandou, South Africa.
| | - Denis M Tebit
- Myles H. Thaler Center for AIDS and Human Retrovirus Research, Department of Microbiology, Immunology, and Cancer Biology, University of Virginia, Charlottesville, USA.
| | - Laurie R Gray
- Myles H. Thaler Center for AIDS and Human Retrovirus Research, Department of Microbiology, Immunology, and Cancer Biology, University of Virginia, Charlottesville, USA.
| | - Marie-Louise Hammarskjold
- Myles H. Thaler Center for AIDS and Human Retrovirus Research, Department of Microbiology, Immunology, and Cancer Biology, University of Virginia, Charlottesville, USA.
| | - David Rekosh
- Myles H. Thaler Center for AIDS and Human Retrovirus Research, Department of Microbiology, Immunology, and Cancer Biology, University of Virginia, Charlottesville, USA.
| | - Pascal O Bessong
- HIV/AIDS & Global Health Research Programme, University of Venda, Thohoyandou, South Africa.
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