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Bussey-Sutton CR, Ward A, Fox JA, Turner AMW, Peterson JJ, Emery A, Longoria AR, Gomez-Martinez I, Jones C, Hepperla A, Margolis DM, Strahl BD, Browne EP. The histone methyltransferase SETD2 regulates HIV expression and latency. PLoS Pathog 2024; 20:e1012281. [PMID: 38848441 PMCID: PMC11189200 DOI: 10.1371/journal.ppat.1012281] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2024] [Revised: 06/20/2024] [Accepted: 05/22/2024] [Indexed: 06/09/2024] Open
Abstract
Understanding the mechanisms that drive HIV expression and latency is a key goal for achieving an HIV cure. Here we investigate the role of the SETD2 histone methyltransferase, which deposits H3K36 trimethylation (H3K36me3), in HIV infection. We show that prevention of H3K36me3 by a potent and selective inhibitor of SETD2 (EPZ-719) leads to reduced post-integration viral gene expression and accelerated emergence of latently infected cells. CRISPR/Cas9-mediated knockout of SETD2 in primary CD4 T cells confirmed the role of SETD2 in HIV expression. Transcriptomic profiling of EPZ-719-exposed HIV-infected cells identified numerous pathways impacted by EPZ-719. Notably, depletion of H3K36me3 prior to infection did not prevent HIV integration but resulted in a shift of integration sites from highly transcribed genes to quiescent chromatin regions and to polycomb repressed regions. We also observed that SETD2 inhibition did not apparently affect HIV RNA levels, indicating a post-transcriptional mechanism affecting HIV expression. Viral RNA splicing was modestly reduced in the presence of EPZ-719. Intriguingly, EPZ-719 exposure enhanced responsiveness of latent HIV to the HDAC inhibitor vorinostat, suggesting that H3K36me3 can contribute to a repressive chromatin state at the HIV locus. These results identify SETD2 and H3K36me3 as novel regulators of HIV integration, expression and latency.
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Affiliation(s)
- Cameron R. Bussey-Sutton
- Department of Biochemistry, UNC Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Airlie Ward
- Department of Medicine, UNC Chapel Hill, Chapel Hill, North Carolina, United States of America
- UNC HIV Cure Center, UNC Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Joshua A. Fox
- Department of Medicine, UNC Chapel Hill, Chapel Hill, North Carolina, United States of America
- UNC HIV Cure Center, UNC Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Anne-Marie W. Turner
- Department of Medicine, UNC Chapel Hill, Chapel Hill, North Carolina, United States of America
- UNC HIV Cure Center, UNC Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Jackson J. Peterson
- UNC HIV Cure Center, UNC Chapel Hill, Chapel Hill, North Carolina, United States of America
- Department of Microbiology and Immunology, UNC Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Ann Emery
- Lineberger Comprehensive Cancer Center, UNC Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Arturo R. Longoria
- Department of Medicine, UNC Chapel Hill, Chapel Hill, North Carolina, United States of America
- UNC HIV Cure Center, UNC Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Ismael Gomez-Martinez
- Department of Genetics, UNC Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Corbin Jones
- Department of Genetics, UNC Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Austin Hepperla
- Department of Genetics, UNC Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - David M. Margolis
- Department of Medicine, UNC Chapel Hill, Chapel Hill, North Carolina, United States of America
- UNC HIV Cure Center, UNC Chapel Hill, Chapel Hill, North Carolina, United States of America
- Department of Microbiology and Immunology, UNC Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Brian D. Strahl
- Department of Biochemistry, UNC Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Edward P. Browne
- Department of Medicine, UNC Chapel Hill, Chapel Hill, North Carolina, United States of America
- UNC HIV Cure Center, UNC Chapel Hill, Chapel Hill, North Carolina, United States of America
- Department of Microbiology and Immunology, UNC Chapel Hill, Chapel Hill, North Carolina, United States of America
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2
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Ashokkumar M, Mei W, Peterson JJ, Harigaya Y, Murdoch DM, Margolis DM, Kornfein C, Oesterling A, Guo Z, Rudin CD, Jiang Y, Browne EP. Integrated Single-cell Multiomic Analysis of HIV Latency Reversal Reveals Novel Regulators of Viral Reactivation. GENOMICS, PROTEOMICS & BIOINFORMATICS 2024; 22:qzae003. [PMID: 38902848 PMCID: PMC11189801 DOI: 10.1093/gpbjnl/qzae003] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/10/2023] [Accepted: 10/19/2023] [Indexed: 06/22/2024]
Abstract
Despite the success of antiretroviral therapy, human immunodeficiency virus (HIV) cannot be cured because of a reservoir of latently infected cells that evades therapy. To understand the mechanisms of HIV latency, we employed an integrated single-cell RNA sequencing (scRNA-seq) and single-cell assay for transposase-accessible chromatin with sequencing (scATAC-seq) approach to simultaneously profile the transcriptomic and epigenomic characteristics of ∼ 125,000 latently infected primary CD4+ T cells after reactivation using three different latency reversing agents. Differentially expressed genes and differentially accessible motifs were used to examine transcriptional pathways and transcription factor (TF) activities across the cell population. We identified cellular transcripts and TFs whose expression/activity was correlated with viral reactivation and demonstrated that a machine learning model trained on these data was 75%-79% accurate at predicting viral reactivation. Finally, we validated the role of two candidate HIV-regulating factors, FOXP1 and GATA3, in viral transcription. These data demonstrate the power of integrated multimodal single-cell analysis to uncover novel relationships between host cell factors and HIV latency.
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Affiliation(s)
- Manickam Ashokkumar
- Department of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
- HIV Cure Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Wenwen Mei
- Department of Biostatistics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Jackson J Peterson
- HIV Cure Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
- Department of Microbiology and Immunology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Yuriko Harigaya
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - David M Murdoch
- Department of Medicine, Duke University, Durham, NC 27708, USA
| | - David M Margolis
- Department of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
- HIV Cure Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
- Department of Microbiology and Immunology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
| | - Caleb Kornfein
- Department of Computer Science, Duke University, Durham, NC 27708, USA
| | - Alex Oesterling
- Department of Computer Science, Duke University, Durham, NC 27708, USA
| | - Zhicheng Guo
- Department of Computer Science, Duke University, Durham, NC 27708, USA
| | - Cynthia D Rudin
- Department of Computer Science, Duke University, Durham, NC 27708, USA
| | - Yuchao Jiang
- Department of Statistics, Texas A&M University, College Station, TX 77843, USA
- Department of Biology, Texas A&M University, College Station, TX 77843, USA
- Department of Biomedical Engineering, Texas A&M University, College Station, TX 77843, USA
| | - Edward P Browne
- Department of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
- HIV Cure Center, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
- Department of Microbiology and Immunology, University of North Carolina at Chapel Hill, Chapel Hill, NC 27599, USA
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3
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Rauch DA, Ramos PV, Khanfar M, Harding J, Joseph A, Griffith O, Griffith M, Ratner L. Single-Cell Transcriptomic Analysis of Kaposi Sarcoma. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.05.01.592010. [PMID: 38746135 PMCID: PMC11092626 DOI: 10.1101/2024.05.01.592010] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/16/2024]
Abstract
Kaposi Sarcoma (KS) is a complex tumor caused by KS-associated herpesvirus 8 (KSHV). Histological analysis reveals a mixture of "spindle cells", vascular-like spaces, extravasated erythrocytes, and immune cells. In order to elucidate the infected and uninfected cell types in KS tumors, we examined skin and blood samples from twelve subjects by single cell RNA sequence analyses. Two populations of KSHV-infected cells were identified, one of which represented a proliferative fraction of lymphatic endothelial cells, and the second represented an angiogenic population of vascular endothelial tip cells. Both infected clusters contained cells expressing lytic and latent KSHV genes. Novel cellular biomarkers were identified in the KSHV infected cells, including the sodium channel SCN9A. The number of KSHV positive tumor cells was found to be in the 6% range in HIV-associated KS, correlated inversely with tumor-infiltrating immune cells, and was reduced in biopsies from HIV-negative individuals. T-cell receptor clones were expanded in KS tumors and blood, although in differing magnitudes. Changes in cellular composition in KS tumors were identified in subjects treated with antiretroviral therapy alone, or immunotherapy. These studies demonstrate the feasibility of single cell analyses to identify prognostic and predictive biomarkers. Author Summary Kaposi sarcoma (KS) is a malignancy caused by the KS-associated herpesvirus (KSHV) that causes skin lesions, and may also be found in lymph nodes, lungs, gastrointestinal tract, and other organs in immunosuppressed individuals more commonly than immunocompetent subjects. The current study examined gene expression in single cells from the tumor and blood of these subjects, and identified the characteristics of the complex mixtures of cells in the tumor. This method also identified differences in KSHV gene expression in different cell types and associated cellular genes expressed in KSHV infected cells. In addition, changes in the cellular composition could be elucidated with therapeutic interventions.
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Whitmore LS, Tisoncik-Go J, Gale M. scPathoQuant: a tool for efficient alignment and quantification of pathogen sequence reads from 10× single cell sequencing datasets. Bioinformatics 2024; 40:btae145. [PMID: 38478395 PMCID: PMC10990681 DOI: 10.1093/bioinformatics/btae145] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2023] [Revised: 02/26/2024] [Accepted: 03/11/2024] [Indexed: 04/05/2024] Open
Abstract
MOTIVATION Currently there is a lack of efficient computational pipelines/tools for conducting simultaneous genome mapping of pathogen-derived and host reads from single cell RNA sequencing (scRNAseq) output from pathogen-infected cells. Contemporary options include processes involving multiple steps and/or running multiple computational tools, increasing user operations time. RESULTS To address the need for new tools to directly map and quantify pathogen and host sequence reads from within an infected cell from scRNAseq datasets in a single operation, we have built a python package, called scPathoQuant. scPathoQuant extracts sequences that were not aligned to the primary host genome, maps them to a pathogen genome of interest (here as demonstrated for viral pathogens), quantifies total reads mapping to the entire pathogen, quantifies reads mapping to individual pathogen genes, and finally integrates pathogen sequence counts into matrix files that are used by standard single cell pipelines for downstream analyses with only one command. We demonstrate that scPathoQuant provides a scRNAseq viral and host genome-wide sequence read abundance analysis that can differentiate and define multiple viruses in a single sample scRNAseq output. AVAILABILITY AND IMPLEMENTATION The SPQ package is available software accessible at https://github.com/galelab/scPathoQuant (DOI 10.5281/zenodo.10463670) with test codes and datasets available https://github.com/galelab/Whitmore_scPathoQuant_testSets (DOI 10.5281/zenodo.10463677) to serve as a resource for the community.
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Affiliation(s)
- Leanne S Whitmore
- Center for Innate Immunity and Immune Disease, University of Washington, Seattle, WA 98109, United States
- Department of Immunology, School of Medicine, University of Washington, Seattle, WA 98109, United States
| | - Jennifer Tisoncik-Go
- Center for Innate Immunity and Immune Disease, University of Washington, Seattle, WA 98109, United States
- Department of Immunology, School of Medicine, University of Washington, Seattle, WA 98109, United States
| | - Michael Gale
- Center for Innate Immunity and Immune Disease, University of Washington, Seattle, WA 98109, United States
- Department of Immunology, School of Medicine, University of Washington, Seattle, WA 98109, United States
- Washington National Primate Research Center, University of Washington, Seattle, WA 98195, United States
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5
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Peterson JJ, Lewis CA, Burgos SD, Manickam A, Xu Y, Rowley AA, Clutton G, Richardson B, Zou F, Simon JM, Margolis DM, Goonetilleke N, Browne EP. A histone deacetylase network regulates epigenetic reprogramming and viral silencing in HIV-infected cells. Cell Chem Biol 2023; 30:1617-1633.e9. [PMID: 38134881 PMCID: PMC10754471 DOI: 10.1016/j.chembiol.2023.11.009] [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: 05/16/2022] [Revised: 08/23/2023] [Accepted: 11/15/2023] [Indexed: 12/24/2023]
Abstract
A long-lived latent reservoir of HIV-1-infected CD4 T cells persists with antiretroviral therapy and prevents cure. We report that the emergence of latently infected primary CD4 T cells requires the activity of histone deacetylase enzymes HDAC1/2 and HDAC3. Data from targeted HDAC molecules, an HDAC3-directed PROTAC, and CRISPR-Cas9 knockout experiments converge on a model where either HDAC1/2 or HDAC3 targeting can prevent latency, whereas all three enzymes must be targeted to achieve latency reversal. Furthermore, HDACi treatment targets features of memory T cells that are linked to proviral latency and persistence. Latency prevention is associated with increased H3K9ac at the proviral LTR promoter region and decreased H3K9me3, suggesting that this epigenetic switch is a key proviral silencing mechanism that depends on HDAC activity. These findings support further mechanistic work on latency initiation and eventual clinical studies of HDAC inhibitors to interfere with latency initiation.
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Affiliation(s)
- Jackson J Peterson
- Department of Microbiology and Immunology, University of North Carolina (UNC) School of Medicine, Chapel Hill, NC 27514, USA; University of North Carolina HIV Cure Center, Institute of Global Health and Infectious Diseases, Chapel Hill, NC 27514, USA
| | - Catherine A Lewis
- Department of Microbiology and Immunology, University of North Carolina (UNC) School of Medicine, Chapel Hill, NC 27514, USA; University of North Carolina HIV Cure Center, Institute of Global Health and Infectious Diseases, Chapel Hill, NC 27514, USA
| | - Samuel D Burgos
- Department of Microbiology and Immunology, University of North Carolina (UNC) School of Medicine, Chapel Hill, NC 27514, USA; University of North Carolina HIV Cure Center, Institute of Global Health and Infectious Diseases, Chapel Hill, NC 27514, USA
| | - Ashokkumar Manickam
- University of North Carolina HIV Cure Center, Institute of Global Health and Infectious Diseases, Chapel Hill, NC 27514, USA
| | - Yinyan Xu
- Department of Microbiology and Immunology, University of North Carolina (UNC) School of Medicine, Chapel Hill, NC 27514, USA; University of North Carolina HIV Cure Center, Institute of Global Health and Infectious Diseases, Chapel Hill, NC 27514, USA
| | - Allison A Rowley
- University of North Carolina HIV Cure Center, Institute of Global Health and Infectious Diseases, Chapel Hill, NC 27514, USA
| | - Genevieve Clutton
- Department of Microbiology and Immunology, University of North Carolina (UNC) School of Medicine, Chapel Hill, NC 27514, USA; University of North Carolina HIV Cure Center, Institute of Global Health and Infectious Diseases, Chapel Hill, NC 27514, USA
| | - Brian Richardson
- Department of Biostatistics, UNC Gillings School of Global Public Health, Chapel Hill, NC 27514, USA
| | - Fei Zou
- Department of Biostatistics, UNC Gillings School of Global Public Health, Chapel Hill, NC 27514, USA
| | - Jeremy M Simon
- Department of Genetics, UNC School of Medicine, Chapel Hill, NC 27514, USA; UNC Neuroscience Center, UNC School of Medicine, Chapel Hill, NC 27514, USA; Department of Data Science, Dana-Farber Cancer Institute, Boston, MA 02215, USA
| | - David M Margolis
- Department of Microbiology and Immunology, University of North Carolina (UNC) School of Medicine, Chapel Hill, NC 27514, USA; University of North Carolina HIV Cure Center, Institute of Global Health and Infectious Diseases, Chapel Hill, NC 27514, USA; Department of Medicine, UNC School of Medicine, Chapel Hill, NC 27514, USA; Department of Epidemiology, UNC Gillings School of Global Public Health, Chapel Hill, NC 27514, USA
| | - Nilu Goonetilleke
- Department of Microbiology and Immunology, University of North Carolina (UNC) School of Medicine, Chapel Hill, NC 27514, USA; University of North Carolina HIV Cure Center, Institute of Global Health and Infectious Diseases, Chapel Hill, NC 27514, USA
| | - Edward P Browne
- Department of Microbiology and Immunology, University of North Carolina (UNC) School of Medicine, Chapel Hill, NC 27514, USA; University of North Carolina HIV Cure Center, Institute of Global Health and Infectious Diseases, Chapel Hill, NC 27514, USA.
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6
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Moar P, Premeaux TA, Atkins A, Ndhlovu LC. The latent HIV reservoir: current advances in genetic sequencing approaches. mBio 2023; 14:e0134423. [PMID: 37811964 PMCID: PMC10653892 DOI: 10.1128/mbio.01344-23] [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] [Indexed: 10/10/2023] Open
Abstract
Multiple cellular HIV reservoirs in diverse anatomical sites can undergo clonal expansion and persist for years despite suppressive antiretroviral therapy, posing a major barrier toward an HIV cure. Commonly adopted assays to assess HIV reservoir size mainly consist of PCR-based measures of cell-associated total proviral DNA, intact proviruses and transcriptionally competent provirus (viral RNA), flow cytometry and microscopy-based methods to measure translationally competent provirus (viral protein), and quantitative viral outgrowth assay, the gold standard to measure replication-competent provirus; yet no assay alone can provide a comprehensive view of the total HIV reservoir or its dynamics. Furthermore, the detection of extant provirus by these measures does not preclude defects affecting replication competence. An accurate measure of the latent reservoir is essential for evaluating the efficacy of HIV cure strategies. Recent approaches have been developed, which generate proviral sequence data to create a more detailed profile of the latent reservoir. These sequencing approaches are valuable tools to understand the complex multicellular processes in a diverse range of tissues and cell types and have provided insights into the mechanisms of HIV establishment and persistence. These advancements over previous sequencing methods have allowed multiplexing and new assays have emerged, which can document transcriptional activity, chromosome accessibility, and in-depth cellular phenotypes harboring latent HIV, enabling the characterization of rare infected cells across restrictive sites such as the brain. In this manuscript, we provide a review of HIV sequencing-based assays adopted to address challenges in quantifying and characterizing the latent HIV reservoir.
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Affiliation(s)
- Preeti Moar
- Department of Medicine, Division of Infectious Diseases, Weill Cornell Medicine, New York City, New York, USA
| | - Thomas A. Premeaux
- Department of Medicine, Division of Infectious Diseases, Weill Cornell Medicine, New York City, New York, USA
| | - Andrew Atkins
- Department of Medicine, Division of Infectious Diseases, Weill Cornell Medicine, New York City, New York, USA
| | - Lishomwa C. Ndhlovu
- Department of Medicine, Division of Infectious Diseases, Weill Cornell Medicine, New York City, New York, USA
- Feil Family Brain and Mind Research Institute, Weill Cornell Medicine, New York City, New York, USA
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7
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Cobos Jiménez V, Geretz A, Tokarev A, Ehrenberg PK, Deletsu S, Machmach K, Mudvari P, Howard JN, Zelkoski A, Paquin-Proulx D, Del Prete GQ, Subra C, Boritz EA, Bosque A, Thomas R, Bolton DL. AP-1/c-Fos supports SIV and HIV-1 latency in CD4 T cells infected in vivo. iScience 2023; 26:108015. [PMID: 37860759 PMCID: PMC10582365 DOI: 10.1016/j.isci.2023.108015] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/16/2023] [Revised: 08/24/2023] [Accepted: 09/18/2023] [Indexed: 10/21/2023] Open
Abstract
Persistent HIV-1 reservoirs of infected CD4 T cells are a major barrier to HIV-1 cure, although the mechanisms by which they are established and maintained in vivo remain poorly characterized. To elucidate host cell gene expression patterns that govern virus gene expression, we analyzed viral RNA+ (vRNA) CD4 T cells of untreated simian immunodeficiency virus (SIV)-infected macaques by single-cell RNA sequencing. A subset of vRNA+ cells distinguished by spliced and high total vRNA (7-10% of reads) expressed diminished FOS, a component of the Activator protein 1 (AP-1) transcription factor, relative to vRNA-low and -negative cells. Conversely, FOS and JUN, another AP-1 component, were upregulated in HIV DNA+ infected cells compared to uninfected cells from people with HIV-1 on suppressive therapy. Inhibiting c-Fos in latently infected primary cells augmented reactivatable HIV-1 infection. These findings implicate AP-1 in latency establishment and maintenance and as a potential therapeutic target to limit HIV-1 reservoirs.
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Affiliation(s)
- Viviana Cobos Jiménez
- US Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, MD, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD, USA
| | - Aviva Geretz
- US Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, MD, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD, USA
| | - Andrey Tokarev
- US Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, MD, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD, USA
| | - Philip K. Ehrenberg
- US Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, MD, USA
| | | | - Kawthar Machmach
- US Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, MD, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD, USA
| | - Prakriti Mudvari
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA
| | | | - Amanda Zelkoski
- US Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, MD, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD, USA
| | - Dominic Paquin-Proulx
- US Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, MD, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD, USA
| | - Gregory Q. Del Prete
- AIDS and Cancer Virus Program, Frederick National Laboratory for Cancer Research, Frederick, MD, USA
| | - Caroline Subra
- US Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, MD, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD, USA
| | - Eli A. Boritz
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD, USA
| | | | - Rasmi Thomas
- US Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, MD, USA
| | - Diane L. Bolton
- US Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, MD, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD, USA
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8
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Li Z, Deeks SG, Ott M, Greene WC. Comprehensive synergy mapping links a BAF- and NSL-containing "supercomplex" to the transcriptional silencing of HIV-1. Cell Rep 2023; 42:113055. [PMID: 37682714 PMCID: PMC10591912 DOI: 10.1016/j.celrep.2023.113055] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2022] [Revised: 05/26/2023] [Accepted: 08/16/2023] [Indexed: 09/10/2023] Open
Abstract
Host repressors mediate HIV latency, but how they interactively silence the virus remains unclear. Here, we develop "reiterative enrichment and authentication of CRISPRi targets for synergies (REACTS)" to probe the genome for synergies between HIV transcription repressors. Using eight known host repressors as queries, we identify 32 synergies involving eleven repressors, including BCL7C, KANSL2, and SIRT2. Overexpression of these three proteins reduces HIV reactivation in Jurkat T cells and in CD4 T cells from people living with HIV on antiretroviral therapy (ART). We show that the BCL7C-containing BAF complex and the KANSL2-containing NSL complex form a "supercomplex" that increases inhibitory histone acetylation of the HIV long-terminal repeat (LTR) and its occupancy by the short variant of the acetyl-lysine reader Brd4. Collectively, we provide a validated platform for defining gene synergies genome wide, and the BAF-NSL "supercomplex" represents a potential target for overcoming HIV rebound after ART cessation.
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Affiliation(s)
- Zichong Li
- Gladstone Institute of Virology, San Francisco, CA 94158, USA.
| | - Steven G Deeks
- University of California, San Francisco, San Francisco, CA 94143, USA
| | - Melanie Ott
- Gladstone Institute of Virology, San Francisco, CA 94158, USA; University of California, San Francisco, San Francisco, CA 94143, USA
| | - Warner C Greene
- Gladstone Institute of Virology, San Francisco, CA 94158, USA; University of California, San Francisco, San Francisco, CA 94143, USA.
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9
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Kulkarni S, Endsley JJ, Lai Z, Bradley T, Sharan R. Single-Cell Transcriptomics of Mtb/HIV Co-Infection. Cells 2023; 12:2295. [PMID: 37759517 PMCID: PMC10529032 DOI: 10.3390/cells12182295] [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: 05/31/2023] [Revised: 08/17/2023] [Accepted: 09/11/2023] [Indexed: 09/29/2023] Open
Abstract
Tuberculosis (TB) and Human Immunodeficiency Virus (HIV) co-infection continues to pose a significant healthcare burden. HIV co-infection during TB predisposes the host to the reactivation of latent TB infection (LTBI), worsening disease conditions and mortality. There is a lack of biomarkers of LTBI reactivation and/or immune-related transcriptional signatures to distinguish active TB from LTBI and predict TB reactivation upon HIV co-infection. Characterizing individual cells using next-generation sequencing-based technologies has facilitated novel biological discoveries about infectious diseases, including TB and HIV pathogenesis. Compared to the more conventional sequencing techniques that provide a bulk assessment, single-cell RNA sequencing (scRNA-seq) can reveal complex and new cell types and identify more high-resolution cellular heterogeneity. This review will summarize the progress made in defining the immune atlas of TB and HIV infections using scRNA-seq, including host-pathogen interactions, heterogeneity in HIV pathogenesis, and the animal models employed to model disease. This review will also address the tools needed to bridge the gap between disease outcomes in single infection vs. co-infection. Finally, it will elaborate on the translational benefits of single-cell sequencing in TB/HIV diagnosis in humans.
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Affiliation(s)
- Smita Kulkarni
- Texas Biomedical Research Institute, San Antonio, TX 78227, USA
| | - Janice J. Endsley
- Departments of Microbiology & Immunology and Pathology, The University of Texas Medical Branch, Galveston, TX 77555, USA;
| | - Zhao Lai
- Greehey Children’s Cancer Research Institute, The University of Texas Health San Antonio, San Antonio, TX 78229, USA;
| | - Todd Bradley
- Genomic Medicine Center, Children’s Mercy Research Institute, Children’s Mercy Kansas City, Kansas City, MO 64108, USA;
- Departments of Pediatrics and Pathology and Laboratory Medicine, University of Kansas Medical Center, Kansas City, MO 66160, USA
- Department of Pediatrics, UMKC School of Medicine, Kansas City, MO 64108, USA
| | - Riti Sharan
- Texas Biomedical Research Institute, San Antonio, TX 78227, USA
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10
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Cortés‐Llanos B, Jain V, Cooper‐Volkheimer A, Browne EP, Murdoch DM, Allbritton NL. Automated microarray platform for single-cell sorting and collection of lymphocytes following HIV reactivation. Bioeng Transl Med 2023; 8:e10551. [PMID: 37693052 PMCID: PMC10487311 DOI: 10.1002/btm2.10551] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/12/2023] [Revised: 04/29/2023] [Accepted: 05/04/2023] [Indexed: 09/12/2023] Open
Abstract
A promising strategy to cure HIV-infected individuals is to use latency reversing agents (LRAs) to reactivate latent viruses, followed by host clearance of infected reservoir cells. However, reactivation of latent proviruses within infected cells is heterogeneous and often incomplete. This fact limits strategies to cure HIV which may require complete elimination of viable virus from all cellular reservoirs. For this reason, understanding the mechanism(s) of reactivation of HIV within cellular reservoirs is critical to achieve therapeutic success. Methodologies enabling temporal tracking of single cells as they reactivate followed by sorting and molecular analysis of those cells are urgently needed. To this end, microraft arrays were adapted to image T-lymphocytes expressing mCherry under the control of the HIV long terminal repeat (LTR) promoter, in response to the application of LRAs (prostratin, iBET151, and SAHA). In response to prostratin, iBET151, and SAHA, 30.5%, 11.2%, and 12.1% percentage of cells, respectively. The arrays enabled large numbers of single cells (>25,000) to be imaged over time. mCherry fluorescence quantification identified cell subpopulations with differing reactivation kinetics. Significant heterogeneity was observed at the single-cell level between different LRAs in terms of time to reactivation, rate of mCherry fluorescence increase upon reactivation, and peak fluorescence attained. In response to prostratin, subpopulations of T lymphocytes with slow and fast reactivation kinetics were identified. Single T-lymphocytes that were either fast or slow reactivators were sorted, and single-cell RNA-sequencing was performed. Different genes associated with inflammation, immune activation, and cellular and viral transcription factors were found.
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Affiliation(s)
- Belén Cortés‐Llanos
- Department of BioengineeringUniversity of WashingtonWashingtonUSA
- Department of MedicineDuke UniversityNorth CarolinaUSA
| | - Vaibhav Jain
- Department of Molecular PhysiologyDuke UniversityNorth CarolinaUSA
| | | | - Edward P. Browne
- Department of MedicineUniversity of North CarolinaNorth CarolinaUSA
- Department of Microbiology and ImmunologyUniversity of North CarolinaNorth CarolinaUSA
- UNC HIV Cure CenterUniversity of North CarolinaNorth CarolinaUSA
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11
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Cortés-Llanos B, Jain V, Volkheimer A, Browne EP, Murdoch DM, Allbritton NL. Automated microarray for single-cell sorting and collection of lymphocytes following HIV reactivation. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.02.02.526757. [PMID: 36778314 PMCID: PMC9915582 DOI: 10.1101/2023.02.02.526757] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/18/2023]
Abstract
A promising strategy to cure HIV infected individuals is to use latency reversing agents (LRAs) to reactivate latent viruses, followed by host clearance of infected reservoir cells. However, reactivation of latent proviruses within infected cells is heterogeneous and often incomplete. This fact limits strategies to cure HIV which may require complete elimination of viable virus from all cellular reservoirs. For this reason, understanding the mechanism(s) of reactivation of HIV within cellular reservoirs is critical to achieve therapeutic success. Methodologies enabling temporal tracking of single cells as they reactivate followed by sorting and molecular analysis of those cells are urgently needed. To this end, microraft arrays were adapted to image T-lymphocytes expressing mCherry under the control of the HIV long terminal repeat (LTR) promoter, in response to the application of various LRAs (prostratin, iBET151, and SAHA). In response to prostratin, iBET151, and SAHA, 30.5 %, 11.2 %, and 12.1 % percentage of cells respectively, reactivated similar to that observed in other experimental systems. The arrays enabled large numbers of single cells (>25,000) to be imaged over time. mCherry fluorescence quantification identified cell subpopulations with differing reactivation kinetics. Significant heterogeneity was observed at the single cell level between different LRAs in terms of time to reactivation, rate of mCherry fluorescence increase upon reactivation, and peak fluorescence attained. In response to prostratin, subpopulations of T lymphocytes with slow and fast reactivation kinetics were identified. Single T-lymphocytes that were either fast or slow reactivators were sorted, and single-cell RNA-sequencing was performed. Different genes associated with inflammation, immune activation, and cellular and viral transcription factors were found. These results advance our conceptual understanding of HIV reactivation dynamics at the single-cell level toward a cure for HIV.
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12
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Wu VH, Nordin JML, Nguyen S, Joy J, Mampe F, Del Rio Estrada PM, Torres-Ruiz F, González-Navarro M, Luna-Villalobos YA, Ávila-Ríos S, Reyes-Terán G, Tebas P, Montaner LJ, Bar KJ, Vella LA, Betts MR. Profound phenotypic and epigenetic heterogeneity of the HIV-1-infected CD4 + T cell reservoir. Nat Immunol 2023; 24:359-370. [PMID: 36536105 PMCID: PMC9892009 DOI: 10.1038/s41590-022-01371-3] [Citation(s) in RCA: 27] [Impact Index Per Article: 27.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2022] [Accepted: 10/24/2022] [Indexed: 12/24/2022]
Abstract
Understanding the complexity of the long-lived HIV reservoir during antiretroviral therapy (ART) remains a considerable impediment in research towards a cure for HIV. To address this, we developed a single-cell strategy to precisely define the unperturbed peripheral blood HIV-infected memory CD4+ T cell reservoir from ART-treated people living with HIV (ART-PLWH) via the presence of integrated accessible proviral DNA in concert with epigenetic and cell surface protein profiling. We identified profound reservoir heterogeneity within and between ART-PLWH, characterized by new and known surface markers within total and individual memory CD4+ T cell subsets. We further uncovered new epigenetic profiles and transcription factor motifs enriched in HIV-infected cells that suggest infected cells with accessible provirus, irrespective of reservoir distribution, are poised for reactivation during ART treatment. Together, our findings reveal the extensive inter- and intrapersonal cellular heterogeneity of the HIV reservoir, and establish an initial multiomic atlas to develop targeted reservoir elimination strategies.
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Affiliation(s)
- Vincent H Wu
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Center for AIDS Research, University of Pennsylvania, Philadelphia, PA, USA
| | - Jayme M L Nordin
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Center for AIDS Research, University of Pennsylvania, Philadelphia, PA, USA
| | - Son Nguyen
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
- Institute for Medical Engineering and Science, Department of Chemistry, and Koch Institute for Integrative Cancer Research, Massachusetts Institute of Technology, Cambridge, MA, USA
| | - Jaimy Joy
- Center for AIDS Research, University of Pennsylvania, Philadelphia, PA, USA
- Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Felicity Mampe
- Center for AIDS Research, University of Pennsylvania, Philadelphia, PA, USA
- Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Perla M Del Rio Estrada
- Centro de Investigación en Enfermedades Infecciosas, Instituto Nacional de Enfermedades Respiratorias, Mexico City, Mexico
| | - Fernanda Torres-Ruiz
- Centro de Investigación en Enfermedades Infecciosas, Instituto Nacional de Enfermedades Respiratorias, Mexico City, Mexico
| | - Mauricio González-Navarro
- Centro de Investigación en Enfermedades Infecciosas, Instituto Nacional de Enfermedades Respiratorias, Mexico City, Mexico
| | - Yara Andrea Luna-Villalobos
- Centro de Investigación en Enfermedades Infecciosas, Instituto Nacional de Enfermedades Respiratorias, Mexico City, Mexico
| | - Santiago Ávila-Ríos
- Centro de Investigación en Enfermedades Infecciosas, Instituto Nacional de Enfermedades Respiratorias, Mexico City, Mexico
| | - Gustavo Reyes-Terán
- Institutos Nacionales de Salud y Hospitales de Alta Especialidad, Secretaría de Salud de México, Mexico City, Mexico
| | - Pablo Tebas
- Center for AIDS Research, University of Pennsylvania, Philadelphia, PA, USA
- Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Luis J Montaner
- Center for AIDS Research, University of Pennsylvania, Philadelphia, PA, USA
- The Wistar Institute, Philadelphia, PA, USA
| | - Katharine J Bar
- Center for AIDS Research, University of Pennsylvania, Philadelphia, PA, USA
- Department of Medicine, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Laura A Vella
- Center for AIDS Research, University of Pennsylvania, Philadelphia, PA, USA.
- Division of Infectious Diseases, Children's Hospital of Philadelphia, Philadelphia, PA, USA.
| | - Michael R Betts
- Department of Microbiology, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA.
- Center for AIDS Research, University of Pennsylvania, Philadelphia, PA, USA.
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13
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Depletion of HIV reservoir by activation of ISR signaling in resting CD4 +T cells. iScience 2023; 26:105743. [PMID: 36590168 PMCID: PMC9800255 DOI: 10.1016/j.isci.2022.105743] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2022] [Revised: 10/21/2022] [Accepted: 12/02/2022] [Indexed: 12/13/2022] Open
Abstract
HIV reservoirs are extremely stable and pose a tremendous challenge to clear HIV infection. Here, we demonstrate that activation of ISR/ATF4 signaling reverses HIV latency, which also selectively eliminates HIV+ cells in primary CD4+T cell model of latency without effect on HIV-negative CD4+T cells. The reduction of HIV+ cells is associated with apoptosis enhancement, but surprisingly is largely seen in HIV-infected cells in which gag-pol RNA transcripts are detected in HIV RNA-induced ATF4/IFIT signaling. In resting CD4+ (rCD4+) T cells isolated from people living with HIV on antiretroviral therapy, induction of ISR/ATF4 signaling reduced HIV reservoirs by depletion of replication-competent HIV without global reduction in the rCD4+ T cell population. These findings suggest that compromised ISR/ATF4 signaling maintains stable and quiescent HIV reservoirs whereas activation of ISR/ATF4 signaling results in the disruption of latent HIV and clearance of persistently infected CD4+T cells.
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14
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Geanes ES, Krepel SA, McLennan R, Pierce S, Khanal S, Bradley T. Development of combinatorial antibody therapies for diffuse large B cell lymphoma. Front Med (Lausanne) 2022; 9:1034594. [PMID: 36353222 PMCID: PMC9637670 DOI: 10.3389/fmed.2022.1034594] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2022] [Accepted: 10/05/2022] [Indexed: 11/29/2022] Open
Abstract
Diffuse large B-cell lymphoma (DLBCL), the most common form of lymphoma, is typically treated with chemotherapy combined with the immunotherapy rituximab, an antibody targeting the B cell receptor, CD20. Despite the success of this treatment regimen, approximately a third of DLBCL patients experience either relapse or have refractory disease that is resistant to rituximab, indicating the need for alternative therapeutic strategies. Here, we identified that CD74 and IL4R are expressed on the cell surface of both CD20 positive and CD20 negative B cell populations. Moreover, genes encoding CD74 and IL4R are expressed in lymphoma biopsies isolated from all stages of disease. We engineered bispecific antibodies targeting CD74 or IL4R in combination with rituximab anti-CD20 (anti-CD74/anti-CD20 and anti-IL4R/anti-CD20). Bispecific antibody function was evaluated by measuring direct induction of apoptosis, antibody-dependent cellular phagocytosis (ADCP), and antibody-dependent cellular cytotoxicity in both rituximab-sensitive and rituximab-resistant DLBCL cell lines. Both anti-CD74/anti-CD20 and anti-IL4R/anti-CD20 were able to mediate ADCC and ADCP, but CD74-targeting therapeutic antibodies could also mediate direct cytotoxicity. Overall, this study strongly indicates that development of bispecific antibodies that target multiple B cell receptors expressed by lymphoma could provide improved defense against relapse and rituximab resistance.
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Affiliation(s)
- Eric S. Geanes
- Genomic Medicine Center, Children’s Mercy Research Institute, Kansas City, MO, United States
| | - Stacey A. Krepel
- Genomic Medicine Center, Children’s Mercy Research Institute, Kansas City, MO, United States
| | - Rebecca McLennan
- Genomic Medicine Center, Children’s Mercy Research Institute, Kansas City, MO, United States
| | - Stephen Pierce
- Genomic Medicine Center, Children’s Mercy Research Institute, Kansas City, MO, United States
- Department of Pathology and Laboratory Medicine, University of Kansas Medical Center, Kansas City, KS, United States
| | - Santosh Khanal
- Genomic Medicine Center, Children’s Mercy Research Institute, Kansas City, MO, United States
| | - Todd Bradley
- Genomic Medicine Center, Children’s Mercy Research Institute, Kansas City, MO, United States
- Department of Pathology and Laboratory Medicine, University of Kansas Medical Center, Kansas City, KS, United States
- Department of Pediatrics, University of Kansas Medical Center, Kansas City, KS, United States
- Department of Pediatrics, University of Missouri-Kansas City, Kansas City, MO, United States
- *Correspondence: Todd Bradley,
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15
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Dai W, Wu F, McMyn N, Song B, Walker-Sperling VE, Varriale J, Zhang H, Barouch DH, Siliciano JD, Li W, Siliciano RF. Genome-wide CRISPR screens identify combinations of candidate latency reversing agents for targeting the latent HIV-1 reservoir. Sci Transl Med 2022; 14:eabh3351. [PMID: 36260688 PMCID: PMC9705157 DOI: 10.1126/scitranslmed.abh3351] [Citation(s) in RCA: 8] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/05/2023]
Abstract
Reversing HIV-1 latency promotes killing of infected cells and is essential for cure strategies; however, no single latency reversing agent (LRA) or LRA combination have been shown to reduce HIV-1 latent reservoir size in persons living with HIV-1 (PLWH). Here, we describe an approach to systematically identify LRA combinations to reactivate latent HIV-1 using genome-wide CRISPR screens. Screens on cells treated with suboptimal concentrations of an LRA can identify host genes whose knockout enhances viral gene expression. Therefore, inhibitors of these genes should synergize with the LRA. We tested this approach using AZD5582, an activator of the noncanonical nuclear factor κB (ncNF-κB) pathway, as an LRA and identified histone deacetylase 2 (HDAC2) and bromodomain-containing protein 2 (BRD2), part of the bromodomain and extra-terminal motif (BET) protein family targeted by BET inhibitors, as potential targets. Using CD4+ T cells from PLWH, we confirmed synergy between AZD5582 and several HDAC inhibitors and between AZD5582 and the BET inhibitor, JQ1. A reciprocal screen using suboptimal concentrations of an HDAC inhibitor as an LRA identified BRD2 and ncNF-κB regulators, especially BIRC2, as synergistic candidates for use in combination with HDAC inhibition. Moreover, we identified and validated additional synergistic drug candidates in latency cell line cells and primary lymphocytes isolated from PLWH. Specifically, the knockout of genes encoding CYLD or YPEL5 displayed synergy with existing LRAs in inducing HIV mRNAs. Our study provides insights into the roles of host factors in HIV-1 reactivation and validates a system for identifying drug combinations for HIV-1 latency reversal.
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Affiliation(s)
- Weiwei Dai
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205,Howard Hughes Medical Institute, Johns Hopkins University School of Medicine, Baltimore, MD 21205
| | - Fengting Wu
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205
| | - Natalie McMyn
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205
| | - Bicna Song
- Center for Genetic Medicine Research, Children’s National Hospital. 111 Michigan Ave NW, Washington, DC 20010,Department of Genomics and Precision Medicine, George Washington University. 111 Michigan Ave NW, Washington, DC 20010
| | - Victoria E. Walker-Sperling
- Center for Virology and Vaccine Research, Beth Israel Deaconess Medical Center, Boston, Massachusetts 02215, USA
| | - Joseph Varriale
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205
| | - Hao Zhang
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205
| | - Dan H. Barouch
- Center for Virology and Vaccine Research, Beth Israel Deaconess Medical Center, Boston, Massachusetts 02215, USA,Ragon Institute of Massachusetts General Hospital, MIT, and Harvard, Boston, Massachusetts 02114, USA
| | - Janet D. Siliciano
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205
| | - Wei Li
- Center for Genetic Medicine Research, Children’s National Hospital. 111 Michigan Ave NW, Washington, DC 20010,Department of Genomics and Precision Medicine, George Washington University. 111 Michigan Ave NW, Washington, DC 20010,To whom correspondence should be addressed; ;
| | - Robert F. Siliciano
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205,Howard Hughes Medical Institute, Johns Hopkins University School of Medicine, Baltimore, MD 21205,To whom correspondence should be addressed; ;
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16
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Pollara J, Khanal S, Edwards RW, Hora B, Ferrari G, Haynes BF, Bradley T. Single-cell analysis of immune cell transcriptome during HIV-1 infection and therapy. BMC Immunol 2022; 23:48. [PMID: 36175869 PMCID: PMC9520965 DOI: 10.1186/s12865-022-00523-2] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2022] [Accepted: 09/21/2022] [Indexed: 01/04/2023] Open
Abstract
BACKGROUND Cellular immune responses are phenotypically and functionally perturbed during HIV-1 infection, with the majority of function restored upon antiretroviral therapy (ART). Despite ART, residual inflammation remains that can lead to HIV-related co-morbidities and mortality, indicating that ART does not fully restore normal immune cell function. Thus, understanding the dynamics of the immune cell landscape during HIV-1 infection and ART is critical to defining cellular dysfunction that occurs during HIV-1 infection and imprints during therapy. RESULTS Here, we have applied single-cell transcriptome sequencing of peripheral blood immune cells from chronic untreated HIV-1 individuals, HIV-1-infected individuals receiving ART and HIV-1 negative individuals. We also applied single-cell transcriptome sequencing to a primary cell model of early HIV-1 infection using CD4+ T cells from healthy donors. We described changes in the transcriptome at high resolution that occurred during HIV-1 infection, and perturbations that remained during ART. We also determined transcriptional differences among T cells expressing HIV-1 transcripts that identified key regulators of HIV-1 infection that may serve as targets for future therapies to block HIV-1 infection. CONCLUSIONS This work identified key molecular pathways that are altered in immune cells during chronic HIV-1 infection that could remain despite therapy. We also identified key genes that are upregulated during early HIV-1 infection that provide insights on the mechanism of HIV-1 infection and could be targets for future therapy.
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Affiliation(s)
- Justin Pollara
- Department of Surgery, Duke University Medical Center, Durham, NC, 27710, USA
- Duke Human Vaccine Institute, Duke University Medical Center, Durham, NC, 27710, USA
| | - Santosh Khanal
- Genomic Medicine Center, Children's Mercy Kansas City, Kansas City, MO, 64108, USA
| | - R Whitney Edwards
- Department of Surgery, Duke University Medical Center, Durham, NC, 27710, USA
- Duke Human Vaccine Institute, Duke University Medical Center, Durham, NC, 27710, USA
| | - Bhavna Hora
- Duke Human Vaccine Institute, Duke University Medical Center, Durham, NC, 27710, USA
| | - Guido Ferrari
- Department of Surgery, Duke University Medical Center, Durham, NC, 27710, USA
- Duke Human Vaccine Institute, Duke University Medical Center, Durham, NC, 27710, USA
| | - Barton F Haynes
- Department of Surgery, Duke University Medical Center, Durham, NC, 27710, USA
- Duke Human Vaccine Institute, Duke University Medical Center, Durham, NC, 27710, USA
- Department of Medicine, Duke University Medical Center, Durham, NC, 27710, USA
- Department of Immunology, Duke University Medical Center, Durham, NC, 27710, USA
| | - Todd Bradley
- Duke Human Vaccine Institute, Duke University Medical Center, Durham, NC, 27710, USA.
- Genomic Medicine Center, Children's Mercy Kansas City, Kansas City, MO, 64108, USA.
- Department of Medicine, Duke University Medical Center, Durham, NC, 27710, USA.
- Department of Pediatrics, University of Missouri at Kansas City School of Medicine, Kansas City, MO, 64108, USA.
- Department of Pediatrics, University of Kansas Medical Center, Kansas City, KS, 66160, USA.
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17
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Inderbitzin A, Loosli T, Opitz L, Rusert P, Metzner KJ. Transcriptome profiles of latently- and reactivated HIV-1 infected primary CD4+ T cells: A pooled data-analysis. Front Immunol 2022; 13:915805. [PMID: 36090997 PMCID: PMC9459035 DOI: 10.3389/fimmu.2022.915805] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/08/2022] [Accepted: 07/13/2022] [Indexed: 11/13/2022] Open
Abstract
The main obstacle to cure HIV-1 is the latent reservoir. Antiretroviral therapy effectively controls viral replication, however, it does not eradicate the latent reservoir. Latent CD4+ T cells are extremely rare in HIV-1 infected patients, making primary CD4+ T cell models of HIV-1 latency key to understanding latency and thus finding a cure. In recent years several primary CD4+ T cell models of HIV-1 latency were developed to study the underlying mechanism of establishing, maintaining and reversing HIV-1 latency. In the search of biomarkers, primary CD4+ T cell models of HIV-1 latency were used for bulk and single-cell transcriptomics. A wealth of information was generated from transcriptome analyses of different primary CD4+ T cell models of HIV-1 latency using latently- and reactivated HIV-1 infected primary CD4+ T cells. Here, we performed a pooled data-analysis comparing the transcriptome profiles of latently- and reactivated HIV-1 infected cells of 5 in vitro primary CD4+ T cell models of HIV-1 latency and 2 ex vivo studies of reactivated HIV-1 infected primary CD4+ T cells from HIV-1 infected individuals. Identifying genes that are differentially expressed between latently- and reactivated HIV-1 infected primary CD4+ T cells could be a more successful strategy to better understand and characterize HIV-1 latency and reactivation. We observed that natural ligands and coreceptors were predominantly downregulated in latently HIV-1 infected primary CD4+ T cells, whereas genes associated with apoptosis, cell cycle and HLA class II were upregulated in reactivated HIV-1 infected primary CD4+ T cells. In addition, we observed 5 differentially expressed genes that co-occurred in latently- and reactivated HIV-1 infected primary CD4+ T cells, one of which, MSRB2, was found to be differentially expressed between latently- and reactivated HIV-1 infected cells. Investigation of primary CD4+ T cell models of HIV-1 latency that mimic the in vivo state remains essential for the study of HIV-1 latency and thus providing the opportunity to compare the transcriptome profile of latently- and reactivated HIV-1 infected cells to gain insights into differentially expressed genes, which might contribute to HIV-1 latency.
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Affiliation(s)
- Anne Inderbitzin
- Department of Infectious Diseases and Hospital Epidemiology, University Hospital Zurich, Zurich, Switzerland
- Institute of Medical Virology, University of Zurich, Zurich, Switzerland
- Life Science Zurich Graduate School, University of Zurich, Zurich, Switzerland
| | - Tom Loosli
- Department of Infectious Diseases and Hospital Epidemiology, University Hospital Zurich, Zurich, Switzerland
- Institute of Medical Virology, University of Zurich, Zurich, Switzerland
- Life Science Zurich Graduate School, University of Zurich, Zurich, Switzerland
| | - Lennart Opitz
- Functional Genomics Center Zurich, Eidgenössische Technische Hochschule (ETH) Zürich/University of Zurich, Zurich, Switzerland
| | - Peter Rusert
- Institute of Medical Virology, University of Zurich, Zurich, Switzerland
| | - Karin J. Metzner
- Department of Infectious Diseases and Hospital Epidemiology, University Hospital Zurich, Zurich, Switzerland
- Institute of Medical Virology, University of Zurich, Zurich, Switzerland
- *Correspondence: Karin J. Metzner,
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18
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Olson RM, Gornalusse G, Whitmore LS, Newhouse D, Tisoncik-Go J, Smith E, Ochsenbauer C, Hladik F, Gale M. Innate immune regulation in HIV latency models. Retrovirology 2022; 19:15. [PMID: 35804422 PMCID: PMC9270781 DOI: 10.1186/s12977-022-00599-z] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/15/2022] [Accepted: 05/25/2022] [Indexed: 01/26/2023] Open
Abstract
BACKGROUND Innate immunity and type 1 interferon (IFN) defenses are critical for early control of HIV infection within CD4 + T cells. Despite these defenses, some acutely infected cells silence viral transcription to become latently infected and form the HIV reservoir in vivo. Latently infected cells persist through antiretroviral therapy (ART) and are a major barrier to HIV cure. Here, we evaluated innate immunity and IFN responses in multiple T cell models of HIV latency, including established latent cell lines, Jurkat cells latently infected with a reporter virus, and a primary CD4 + T cell model of virologic suppression. RESULTS We found that while latently infected T cell lines have functional RNA sensing and IFN signaling pathways, they fail to induce specific interferon-stimulated genes (ISGs) in response to innate immune activation or type 1 IFN treatment. Jurkat cells latently infected with a fluorescent reporter HIV similarly demonstrate attenuated responses to type 1 IFN. Using bulk and single-cell RNA sequencing we applied a functional genomics approach and define ISG expression dynamics in latent HIV infection, including HIV-infected ART-suppressed primary CD4 + T cells. CONCLUSIONS Our observations indicate that HIV latency and viral suppression each link with cell-intrinsic defects in specific ISG induction. We identify a set of ISGs for consideration as latency restriction factors whose expression and function could possibly mitigate establishing latent HIV infection.
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Affiliation(s)
- Rebecca M. Olson
- grid.34477.330000000122986657Center for Innate Immunity and Immune Disease, Department of Immunology, University of Washington School of Medicine, Seattle, WA USA
| | - Germán Gornalusse
- grid.270240.30000 0001 2180 1622Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Research Center, Seattle, WA USA ,grid.34477.330000000122986657Department of Obstetrics & Gynecology, University of Washington, Seattle, WA USA
| | - Leanne S. Whitmore
- grid.34477.330000000122986657Center for Innate Immunity and Immune Disease, Department of Immunology, University of Washington School of Medicine, Seattle, WA USA
| | - Dan Newhouse
- grid.34477.330000000122986657Center for Innate Immunity and Immune Disease, Department of Immunology, University of Washington School of Medicine, Seattle, WA USA
| | - Jennifer Tisoncik-Go
- grid.34477.330000000122986657Center for Innate Immunity and Immune Disease, Department of Immunology, University of Washington School of Medicine, Seattle, WA USA
| | - Elise Smith
- grid.34477.330000000122986657Center for Innate Immunity and Immune Disease, Department of Immunology, University of Washington School of Medicine, Seattle, WA USA
| | - Christina Ochsenbauer
- grid.270240.30000 0001 2180 1622Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Research Center, Seattle, WA USA
| | - Florian Hladik
- grid.270240.30000 0001 2180 1622Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Research Center, Seattle, WA USA ,grid.34477.330000000122986657Department of Obstetrics & Gynecology, University of Washington, Seattle, WA USA ,grid.34477.330000000122986657Department of Medicine, University of Washington, Seattle, WA USA
| | - Michael Gale
- grid.34477.330000000122986657Center for Innate Immunity and Immune Disease, Department of Immunology, University of Washington School of Medicine, Seattle, WA USA
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19
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De La Torre-Tarazona E, Ayala-Suárez R, Díez-Fuertes F, Alcamí J. Omic Technologies in HIV: Searching Transcriptional Signatures Involved in Long-Term Non-Progressor and HIV Controller Phenotypes. Front Immunol 2022; 13:926499. [PMID: 35844607 PMCID: PMC9284212 DOI: 10.3389/fimmu.2022.926499] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/22/2022] [Accepted: 05/31/2022] [Indexed: 11/13/2022] Open
Abstract
This article reviews the main discoveries achieved by transcriptomic approaches on HIV controller (HIC) and long-term non-progressor (LTNP) individuals, who are able to suppress HIV replication and maintain high CD4+ T cell levels, respectively, in the absence of antiretroviral therapy. Different studies using high throughput techniques have elucidated multifactorial causes implied in natural control of HIV infection. Genes related to IFN response, calcium metabolism, ribosome biogenesis, among others, are commonly differentially expressed in LTNP/HIC individuals. Additionally, pathways related with activation, survival, proliferation, apoptosis and inflammation, can be deregulated in these individuals. Likewise, recent transcriptomic studies include high-throughput sequencing in specific immune cell subpopulations, finding additional gene expression patterns associated to viral control and/or non-progression in immune cell subsets. Herein, we provide an overview of the main differentially expressed genes and biological routes commonly observed on immune cells involved in HIV infection from HIC and LTNP individuals, analyzing also different technical aspects that could affect the data analysis and the future perspectives and gaps to be addressed in this field.
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Affiliation(s)
- Erick De La Torre-Tarazona
- Acquired Immunodeficiency Syndrome (AIDS) Immunopathology Unit, National Center for Microbiology, Institute of Health Carlos III, Majadahonda, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Infecciosas, Instituto de Salud Carlos III (ISCIII), Madrid, Spain
| | - Rubén Ayala-Suárez
- Acquired Immunodeficiency Syndrome (AIDS) Immunopathology Unit, National Center for Microbiology, Institute of Health Carlos III, Majadahonda, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Infecciosas, Instituto de Salud Carlos III (ISCIII), Madrid, Spain
- Departamento de Biomedicina y Biotecnología, Universidad de Alcalá, Alcalá de Henares, Spain
| | - Francisco Díez-Fuertes
- Acquired Immunodeficiency Syndrome (AIDS) Immunopathology Unit, National Center for Microbiology, Institute of Health Carlos III, Majadahonda, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Infecciosas, Instituto de Salud Carlos III (ISCIII), Madrid, Spain
- *Correspondence: Francisco Díez-Fuertes,
| | - José Alcamí
- Acquired Immunodeficiency Syndrome (AIDS) Immunopathology Unit, National Center for Microbiology, Institute of Health Carlos III, Majadahonda, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Infecciosas, Instituto de Salud Carlos III (ISCIII), Madrid, Spain
- Human Immunodeficiency Virus (HIV) Unit, Hospital Clínic de Barcelona, Barcelona, Spain
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20
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Tokarev A, Machmach K, Creegan M, Kim D, Eller MA, Bolton DL. Single-Cell Profiling of Latently SIV-Infected CD4 + T Cells Directly Ex Vivo to Reveal Host Factors Supporting Reservoir Persistence. Microbiol Spectr 2022; 10:e0060422. [PMID: 35510859 PMCID: PMC9241701 DOI: 10.1128/spectrum.00604-22] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/25/2022] [Accepted: 04/02/2022] [Indexed: 11/20/2022] Open
Abstract
HIV-1 cure strategies aiming to eliminate persistent infected cell reservoirs are hampered by a poor understanding of cells harboring viral DNA in vivo. We describe a novel method to identify, enumerate, and characterize in detail individual cells infected in vivo using a combination of single-cell multiplexed assays for integrated proviral DNA, quantitative viral and host gene expression, and quantitative surface protein expression without any in vitro manipulation. Latently infected CD4+ T cells, defined as harboring integrated provirus in the absence of spliced viral mRNA, were identified from macaque lymph nodes during acute, chronic, and combination antiretroviral therapy (cART)-suppressed simian immunodeficiency virus (SIV) infection. Latently infected CD4+ T cells were most abundant during acute SIV (~8% of memory CD4+ T cells) and persisted in chronic and cART-suppressed infection. Productively infected cells actively transcribing viral mRNA, by contrast, were much more labile and declined substantially between acute and chronic or cART-suppressed infection. Expression of most surface proteins and host genes was similar between latently infected cells and uninfected cells. Elevated FLIP mRNA and surface CD3 expression among latently infected cells suggest increased survival potential and capacity to respond to T cell receptor stimulation. These findings point to a large pool of latently infected CD4+ T cells established very early in acute infection and upregulated host factors that may facilitate their persistence in vivo, both of which pose potential challenges to eliminating HIV-1 reservoirs. IMPORTANCE Effective combination antiretroviral therapy controls HIV-1 infection but fails to eliminate latent viral reservoirs that give rise to viremia upon treatment interruption. Strategies to eradicate latently infected cells require a better understanding of their biology and distinguishing features to promote their elimination. Tools for studying these cells from patients are currently limited. Here, we developed a single-cell method to identify cells latently infected in vivo and to characterize these cells for expression of surface proteins and host genes without in vitro manipulation, capturing their in vivo state from SIV-infected macaques. Host factors involved in cell survival and proliferation were upregulated in latently infected cells, which were abundant in the earliest stages of acute infection. These studies provide insight into the basic biology of latently infected cells as well as potential mechanisms underlying the persistence of HIV-1/SIV reservoirs to inform development of novel HIV-1 cure strategies.
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Affiliation(s)
- Andrey Tokarev
- US Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, Maryland, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, Maryland, USA
| | - Kawthar Machmach
- US Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, Maryland, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, Maryland, USA
| | - Matthew Creegan
- US Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, Maryland, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, Maryland, USA
| | - Dohoon Kim
- US Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, Maryland, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, Maryland, USA
| | - Michael A. Eller
- US Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, Maryland, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, Maryland, USA
| | - Diane L. Bolton
- US Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, Maryland, USA
- The Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, Maryland, USA
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21
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Single-Cell Imaging Shows That the Transcriptional State of the HIV-1 Provirus and Its Reactivation Potential Depend on the Integration Site. mBio 2022; 13:e0000722. [PMID: 35708287 PMCID: PMC9426465 DOI: 10.1128/mbio.00007-22] [Citation(s) in RCA: 12] [Impact Index Per Article: 6.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/22/2022] Open
Abstract
Current antiretroviral treatment fails to cure HIV-1 infection since latent provirus resides in long-lived cellular reservoirs, rebounding whenever therapy is discontinued. The molecular mechanisms underlying HIV-1 latency are complex where the possible link between integration and transcription is poorly understood. HIV-1 integration is targeted toward active chromatin by the direct interaction with a host protein, lens epithelium-derived growth factor (LEDGF/p75). LEDGINs are small-molecule inhibitors of the LEDGF/p75-integrase (IN) interaction that effectively inhibit and retarget HIV-1 integration out of preferred integration sites, resulting in residual provirus that is more latent. Here, we describe a single-cell branched DNA imaging method for simultaneous detection of viral DNA and RNA. We investigated how treatment with LEDGINs affects the location, transcription, and reactivation of HIV-1 in both cell lines and primary cells. This approach demonstrated that LEDGIN-mediated retargeting hampered the baseline transcriptional state and the transcriptional reactivation of the provirus, evidenced by the reduction in viral RNA expression per residual copy. Moreover, treatment of primary cells with LEDGINs induced an enrichment of provirus in deep latency. These results corroborate the impact of integration site selection for the HIV-1 transcriptional state and support block-and-lock functional cure strategies in which the latent reservoir is permanently silenced after retargeting.
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22
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Ne E, Crespo R, Izquierdo-Lara R, Rao S, Koçer S, Górska A, van Staveren T, Kan TW, van de Vijver D, Dekkers D, Rokx C, Moulos P, Hatzis P, Palstra RJ, Demmers J, Mahmoudi T. Catchet-MS identifies IKZF1-targeting thalidomide analogues as novel HIV-1 latency reversal agents. Nucleic Acids Res 2022; 50:5577-5598. [PMID: 35640596 PMCID: PMC9177988 DOI: 10.1093/nar/gkac407] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2021] [Revised: 04/11/2022] [Accepted: 05/24/2022] [Indexed: 12/27/2022] Open
Abstract
A major pharmacological strategy toward HIV cure aims to reverse latency in infected cells as a first step leading to their elimination. While the unbiased identification of molecular targets physically associated with the latent HIV-1 provirus would be highly valuable to unravel the molecular determinants of HIV-1 transcriptional repression and latency reversal, due to technical limitations, this has been challenging. Here we use a dCas9 targeted chromatin and histone enrichment strategy coupled to mass spectrometry (Catchet-MS) to probe the differential protein composition of the latent and activated HIV-1 5′LTR. Catchet-MS identified known and novel latent 5′LTR-associated host factors. Among these, IKZF1 is a novel HIV-1 transcriptional repressor, required for Polycomb Repressive Complex 2 recruitment to the LTR. We find the clinically advanced thalidomide analogue iberdomide, and the FDA approved analogues lenalidomide and pomalidomide, to be novel LRAs. We demonstrate that, by targeting IKZF1 for degradation, these compounds reverse HIV-1 latency in CD4+ T-cells isolated from virally suppressed people living with HIV-1 and that they are able to synergize with other known LRAs.
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Affiliation(s)
- Enrico Ne
- Department of Biochemistry, Erasmus University Medical Center, Ee622 PO Box 2040, 3000CA Rotterdam, The Netherlands
| | - Raquel Crespo
- Department of Biochemistry, Erasmus University Medical Center, Ee622 PO Box 2040, 3000CA Rotterdam, The Netherlands
| | - Ray Izquierdo-Lara
- Department of Biochemistry, Erasmus University Medical Center, Ee622 PO Box 2040, 3000CA Rotterdam, The Netherlands
| | - Shringar Rao
- Department of Biochemistry, Erasmus University Medical Center, Ee622 PO Box 2040, 3000CA Rotterdam, The Netherlands
| | - Selin Koçer
- Department of Biochemistry, Erasmus University Medical Center, Ee622 PO Box 2040, 3000CA Rotterdam, The Netherlands
| | - Alicja Górska
- Department of Biochemistry, Erasmus University Medical Center, Ee622 PO Box 2040, 3000CA Rotterdam, The Netherlands
| | - Thomas van Staveren
- Department of Biochemistry, Erasmus University Medical Center, Ee622 PO Box 2040, 3000CA Rotterdam, The Netherlands
| | - Tsung Wai Kan
- Department of Biochemistry, Erasmus University Medical Center, Ee622 PO Box 2040, 3000CA Rotterdam, The Netherlands.,Department of Pathology, Erasmus University Medical Center, The Netherlands.,Department of Urology, Erasmus University Medical Center, The Netherlands
| | - David van de Vijver
- Department of Viroscience, Erasmus University Medical Center, The Netherlands
| | - Dick Dekkers
- Proteomics Center, Erasmus University Medical Center, Ee679a PO Box 2040, 3000CA Rotterdam, The Netherlands
| | - Casper Rokx
- Department of Internal Medicine, Section of Infectious Diseases, Erasmus University Medical Center, Rg-530, PO Box 2040, 3000CA Rotterdam, The Netherlands
| | - Panagiotis Moulos
- Institute for Fundamental Biomedical Research, Biomedical Sciences Research Center "Alexander Fleming", 16672, Vari, Greece
| | - Pantelis Hatzis
- Institute for Fundamental Biomedical Research, Biomedical Sciences Research Center "Alexander Fleming", 16672, Vari, Greece
| | - Robert-Jan Palstra
- Department of Biochemistry, Erasmus University Medical Center, Ee622 PO Box 2040, 3000CA Rotterdam, The Netherlands.,Department of Pathology, Erasmus University Medical Center, The Netherlands.,Department of Urology, Erasmus University Medical Center, The Netherlands
| | - Jeroen Demmers
- Proteomics Center, Erasmus University Medical Center, Ee679a PO Box 2040, 3000CA Rotterdam, The Netherlands
| | - Tokameh Mahmoudi
- Department of Biochemistry, Erasmus University Medical Center, Ee622 PO Box 2040, 3000CA Rotterdam, The Netherlands.,Department of Pathology, Erasmus University Medical Center, The Netherlands.,Department of Urology, Erasmus University Medical Center, The Netherlands
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23
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Abstract
Microfluidics has enabled a new era of cellular and molecular assays due to the small length scales, parallelization, and the modularity of various analysis and actuation functions. Droplet microfluidics, in particular, has been instrumental in providing new tools for biology with its ability to quickly and reproducibly generate drops that act as individual reactors. A notable beneficiary of this technology has been single-cell RNA sequencing, which has revealed new heterogeneities and interactions for the fundamental unit of life. However, viruses far surpass the diversity of cellular life, affect the dynamics of all ecosystems, and are a chronic source of global health crises. Despite their impact on the world, high-throughput and high-resolution viral profiling has been difficult, with conventional methods being limited to population-level averaging, large sample volumes, and few cultivable hosts. Consequently, most viruses have not been identified and studied. Droplet microfluidics holds the potential to address many of these limitations and offers new levels of sensitivity and throughput for virology. This Feature highlights recent efforts that have applied droplet microfluidics to the detection and study of viruses, including for diagnostics, virus-host interactions, and cell-independent virus assays. In combination with traditional virology methods, droplet microfluidics should prove a potent tool toward achieving a better understanding of the most abundant biological species on Earth.
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Affiliation(s)
- Wenyang Jing
- Center for Biophysics and Quantitative Biology, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, United States
| | - Hee-Sun Han
- Center for Biophysics and Quantitative Biology, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, United States.,Department of Chemistry, University of Illinois at Urbana-Champaign, Urbana, Illinois 61801, United States.,Carl R. Woese Institute for Genomic Biology, University of Illinois at Urbana-Champaign, 1206 West Gregory Drive, Urbana, Illinois 61801, United States
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24
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Falcinelli SD, Peterson JJ, Turner AMW, Irlbeck D, Read J, Raines SL, James KS, Sutton C, Sanchez A, Emery A, Sampey G, Ferris R, Allard B, Ghofrani S, Kirchherr JL, Baker C, Kuruc JD, Gay CL, James LI, Wu G, Zuck P, Rioja I, Furze RC, Prinjha RK, Howell BJ, Swanstrom R, Browne EP, Strahl BD, Dunham RM, Archin NM, Margolis DM. Combined noncanonical NF-κB agonism and targeted BET bromodomain inhibition reverse HIV latency ex vivo. J Clin Invest 2022; 132:e157281. [PMID: 35426377 PMCID: PMC9012286 DOI: 10.1172/jci157281] [Citation(s) in RCA: 13] [Impact Index Per Article: 6.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2021] [Accepted: 03/01/2022] [Indexed: 11/23/2022] Open
Abstract
Latency reversal strategies for HIV cure using inhibitor of apoptosis protein (IAP) antagonists (IAPi) induce unprecedented levels of latent reservoir expression without immunotoxicity during suppressive antiretroviral therapy (ART). However, full targeting of the reservoir may require combinatorial approaches. A Jurkat latency model screen for IAPi combination partners demonstrated synergistic latency reversal with bromodomain (BD) and extraterminal domain protein inhibitors (BETi). Mechanistic investigations using CRISPR-CAS9 and single-cell RNA-Seq informed comprehensive ex vivo evaluations of IAPi plus pan-BET, bD-selective BET, or selective BET isoform targeting in CD4+ T cells from ART-suppressed donors. IAPi+BETi treatment resulted in striking induction of cell-associated HIV gag RNA, but lesser induction of fully elongated and tat-rev RNA compared with T cell activation-positive controls. IAPi+BETi resulted in HIV protein induction in bulk cultures of CD4+ T cells using an ultrasensitive p24 assay, but did not result in enhanced viral outgrowth frequency using a standard quantitative viral outgrowth assay. This study defines HIV transcriptional elongation and splicing as important barriers to latent HIV protein expression following latency reversal, delineates the roles of BET proteins and their BDs in HIV latency, and provides a rationale for exploration of IAPi+BETi in animal models of HIV latency.
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Affiliation(s)
- Shane D. Falcinelli
- UNC HIV Cure Center, University of North Carolina (UNC), Chapel Hill, North Carolina, USA
- Department of Microbiology and Immunology, UNC School of Medicine, Chapel Hill, North Carolina, USA
| | - Jackson J. Peterson
- UNC HIV Cure Center, University of North Carolina (UNC), Chapel Hill, North Carolina, USA
- Department of Microbiology and Immunology, UNC School of Medicine, Chapel Hill, North Carolina, USA
| | - Anne-Marie W. Turner
- UNC HIV Cure Center, University of North Carolina (UNC), Chapel Hill, North Carolina, USA
- Division of Infectious Diseases, Department of Medicine, UNC, Chapel Hill, North Carolina, USA
| | - David Irlbeck
- UNC HIV Cure Center, University of North Carolina (UNC), Chapel Hill, North Carolina, USA
- HIV Drug Discovery, ViiV Healthcare, Research Triangle Park, North Carolina, USA
| | - Jenna Read
- UNC HIV Cure Center, University of North Carolina (UNC), Chapel Hill, North Carolina, USA
| | - Samuel L.M. Raines
- UNC HIV Cure Center, University of North Carolina (UNC), Chapel Hill, North Carolina, USA
| | - Katherine S. James
- UNC HIV Cure Center, University of North Carolina (UNC), Chapel Hill, North Carolina, USA
| | - Cameron Sutton
- UNC HIV Cure Center, University of North Carolina (UNC), Chapel Hill, North Carolina, USA
- Department of Biochemistry and Biophysics, UNC School of Medicine, Chapel Hill, North Carolina, USA
| | - Anthony Sanchez
- UNC HIV Cure Center, University of North Carolina (UNC), Chapel Hill, North Carolina, USA
| | - Ann Emery
- UNC HIV Cure Center, University of North Carolina (UNC), Chapel Hill, North Carolina, USA
- Department of Biochemistry and Biophysics, UNC School of Medicine, Chapel Hill, North Carolina, USA
| | - Gavin Sampey
- UNC HIV Cure Center, University of North Carolina (UNC), Chapel Hill, North Carolina, USA
| | - Robert Ferris
- UNC HIV Cure Center, University of North Carolina (UNC), Chapel Hill, North Carolina, USA
- HIV Drug Discovery, ViiV Healthcare, Research Triangle Park, North Carolina, USA
| | - Brigitte Allard
- UNC HIV Cure Center, University of North Carolina (UNC), Chapel Hill, North Carolina, USA
| | - Simon Ghofrani
- UNC HIV Cure Center, University of North Carolina (UNC), Chapel Hill, North Carolina, USA
| | - Jennifer L. Kirchherr
- UNC HIV Cure Center, University of North Carolina (UNC), Chapel Hill, North Carolina, USA
| | - Caroline Baker
- Division of Infectious Diseases, Department of Medicine, UNC, Chapel Hill, North Carolina, USA
| | - JoAnn D. Kuruc
- UNC HIV Cure Center, University of North Carolina (UNC), Chapel Hill, North Carolina, USA
- Division of Infectious Diseases, Department of Medicine, UNC, Chapel Hill, North Carolina, USA
| | - Cynthia L. Gay
- UNC HIV Cure Center, University of North Carolina (UNC), Chapel Hill, North Carolina, USA
- Division of Infectious Diseases, Department of Medicine, UNC, Chapel Hill, North Carolina, USA
| | - Lindsey I. James
- UNC HIV Cure Center, University of North Carolina (UNC), Chapel Hill, North Carolina, USA
- Division of Chemical Biology and Medicinal Chemistry, UNC Eshelman School of Pharmacy, Chapel Hill, North Carolina, USA
| | - Guoxin Wu
- Department of Infectious Disease, Merck & Co. Inc., Kenilworth, New Jersey, USA
| | - Paul Zuck
- Department of Infectious Disease, Merck & Co. Inc., Kenilworth, New Jersey, USA
| | - Inmaculada Rioja
- Immuno-Epigenetics, Immunology Research Unit, GSK Medicines Research Centre, Stevenage, United Kingdom
| | - Rebecca C. Furze
- Immuno-Epigenetics, Immunology Research Unit, GSK Medicines Research Centre, Stevenage, United Kingdom
| | - Rab K. Prinjha
- Immuno-Epigenetics, Immunology Research Unit, GSK Medicines Research Centre, Stevenage, United Kingdom
| | - Bonnie J. Howell
- Department of Infectious Disease, Merck & Co. Inc., Kenilworth, New Jersey, USA
| | - Ronald Swanstrom
- UNC HIV Cure Center, University of North Carolina (UNC), Chapel Hill, North Carolina, USA
- Department of Biochemistry and Biophysics, UNC School of Medicine, Chapel Hill, North Carolina, USA
| | - Edward P. Browne
- UNC HIV Cure Center, University of North Carolina (UNC), Chapel Hill, North Carolina, USA
- Department of Microbiology and Immunology, UNC School of Medicine, Chapel Hill, North Carolina, USA
- Division of Infectious Diseases, Department of Medicine, UNC, Chapel Hill, North Carolina, USA
| | - Brian D. Strahl
- UNC HIV Cure Center, University of North Carolina (UNC), Chapel Hill, North Carolina, USA
- Department of Biochemistry and Biophysics, UNC School of Medicine, Chapel Hill, North Carolina, USA
| | - Richard M. Dunham
- UNC HIV Cure Center, University of North Carolina (UNC), Chapel Hill, North Carolina, USA
- HIV Drug Discovery, ViiV Healthcare, Research Triangle Park, North Carolina, USA
| | - Nancie M. Archin
- UNC HIV Cure Center, University of North Carolina (UNC), Chapel Hill, North Carolina, USA
- Division of Infectious Diseases, Department of Medicine, UNC, Chapel Hill, North Carolina, USA
| | - David M. Margolis
- UNC HIV Cure Center, University of North Carolina (UNC), Chapel Hill, North Carolina, USA
- Department of Microbiology and Immunology, UNC School of Medicine, Chapel Hill, North Carolina, USA
- Division of Infectious Diseases, Department of Medicine, UNC, Chapel Hill, North Carolina, USA
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25
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Duette G, Hiener B, Morgan H, Mazur FG, Mathivanan V, Horsburgh BA, Fisher K, Tong O, Lee E, Ahn H, Shaik A, Fromentin R, Hoh R, Bacchus-Souffan C, Nasr N, Cunningham AL, Hunt PW, Chomont N, Turville SG, Deeks SG, Kelleher AD, Schlub TE, Palmer S. The HIV-1 proviral landscape reveals that Nef contributes to HIV-1 persistence in effector memory CD4+ T cells. J Clin Invest 2022; 132:154422. [PMID: 35133986 PMCID: PMC8970682 DOI: 10.1172/jci154422] [Citation(s) in RCA: 44] [Impact Index Per Article: 22.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/24/2021] [Accepted: 02/02/2022] [Indexed: 11/17/2022] Open
Abstract
Despite long-term antiretroviral therapy (ART), HIV-1 persists within a reservoir of CD4+ T cells that contribute to viral rebound if treatment is interrupted. Identifying the cellular populations that contribute to the HIV-1 reservoir and understanding the mechanisms of viral persistence are necessary to achieve an effective cure. In this regard, through Full-Length Individual Proviral Sequencing, we observed that the HIV-1 proviral landscape was different and changed with time on ART across naive and memory CD4+ T cell subsets isolated from 24 participants. We found that the proportion of genetically intact HIV-1 proviruses was higher and persisted over time in effector memory CD4+ T cells when compared with naive, central, and transitional memory CD4+ T cells. Interestingly, we found that escape mutations remained stable over time within effector memory T cells during therapy. Finally, we provided evidence that Nef plays a role in the persistence of genetically intact HIV-1. These findings posit effector memory T cells as a key component of the HIV-1 reservoir and suggest Nef as an attractive therapeutic target.
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Affiliation(s)
- Gabriel Duette
- Centre for Virus Research, The Westmead Institute for Medical Research, Westmead, New South Wales, Australia.,Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, Australia
| | - Bonnie Hiener
- Centre for Virus Research, The Westmead Institute for Medical Research, Westmead, New South Wales, Australia.,Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, Australia
| | - Hannah Morgan
- Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, Australia
| | - Fernando G. Mazur
- Post-graduation Program of Evolutionary Genetics and Molecular Biology, Federal University of São Carlos, São Carlos, Brazil
| | - Vennila Mathivanan
- The Kirby Institute, University of New South Wales, Sydney, New South Wales, Australia
| | - Bethany A. Horsburgh
- Centre for Virus Research, The Westmead Institute for Medical Research, Westmead, New South Wales, Australia
| | - Katie Fisher
- Centre for Virus Research, The Westmead Institute for Medical Research, Westmead, New South Wales, Australia.,Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, Australia
| | - Orion Tong
- Centre for Virus Research, The Westmead Institute for Medical Research, Westmead, New South Wales, Australia
| | - Eunok Lee
- Centre for Virus Research, The Westmead Institute for Medical Research, Westmead, New South Wales, Australia.,Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, Australia
| | - Haelee Ahn
- Division of Experimental Medicine, University of California, San Francisco, San Francisco, California, USA
| | - Ansari Shaik
- The Kirby Institute, University of New South Wales, Sydney, New South Wales, Australia
| | - Rémi Fromentin
- Centre de Recherche du Centre Hospitalier de l’Université de Montréal, Montreal, Quebec, Canada
| | - Rebecca Hoh
- Department of Medicine, University of California, San Francisco, San Francisco, California, USA
| | - Charline Bacchus-Souffan
- Division of Experimental Medicine, University of California, San Francisco, San Francisco, California, USA
| | - Najla Nasr
- Centre for Virus Research, The Westmead Institute for Medical Research, Westmead, New South Wales, Australia.,Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, Australia
| | - Anthony L. Cunningham
- Centre for Virus Research, The Westmead Institute for Medical Research, Westmead, New South Wales, Australia.,Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, Australia
| | - Peter W. Hunt
- Division of Experimental Medicine, University of California, San Francisco, San Francisco, California, USA
| | - Nicolas Chomont
- Centre de Recherche du Centre Hospitalier de l’Université de Montréal, Montreal, Quebec, Canada.,Department of Microbiology, Infectiology and Immunology, Université de Montréal, Montreal, Quebec, Canada
| | - Stuart G. Turville
- The Kirby Institute, University of New South Wales, Sydney, New South Wales, Australia
| | - Steven G. Deeks
- Department of Medicine, University of California, San Francisco, San Francisco, California, USA
| | - Anthony D. Kelleher
- The Kirby Institute, University of New South Wales, Sydney, New South Wales, Australia
| | - Timothy E. Schlub
- Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, Australia
| | - Sarah Palmer
- Centre for Virus Research, The Westmead Institute for Medical Research, Westmead, New South Wales, Australia.,Faculty of Medicine and Health, The University of Sydney, Sydney, New South Wales, Australia
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26
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Zaongo SD, Harypursat V, Chen Y. Single-Cell Sequencing Facilitates Elucidation of HIV Immunopathogenesis: A Review of Current Literature. Front Immunol 2022; 13:828860. [PMID: 35185920 PMCID: PMC8850777 DOI: 10.3389/fimmu.2022.828860] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2021] [Accepted: 01/18/2022] [Indexed: 12/18/2022] Open
Abstract
Knowledge gaps remain in the understanding of HIV disease establishment and progression. Scientists continue to strive in their endeavor to elucidate the precise underlying immunopathogenic mechanisms of HIV-related disease, in order to identify possible preventive and therapeutic targets. A useful tool in the quest to reveal some of the enigmas related to HIV infection and disease is the single-cell sequencing (scRNA-seq) technique. With its proven capacity to elucidate critical processes in cell formation and differentiation, to decipher critical hematopoietic pathways, and to understand the regulatory gene networks that predict immune function, scRNA-seq is further considered to be a potentially useful tool to explore HIV immunopathogenesis. In this article, we provide an overview of single-cell sequencing platforms, before delving into research findings gleaned from the use of single cell sequencing in HIV research, as published in recent literature. Finally, we describe two important avenues of research that we believe should be further investigated using the single-cell sequencing technique.
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Affiliation(s)
- Silvere D Zaongo
- Division of Infectious Diseases, Chongqing Public Health Medical Center, Chongqing, China
| | - Vijay Harypursat
- Division of Infectious Diseases, Chongqing Public Health Medical Center, Chongqing, China
| | - Yaokai Chen
- Division of Infectious Diseases, Chongqing Public Health Medical Center, Chongqing, China
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27
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Barbian HJ, Seaton MS, Narasipura SD, Wallace J, Rajan R, Sha BE, Al-Harthi L. β-catenin regulates HIV latency and modulates HIV reactivation. PLoS Pathog 2022; 18:e1010354. [PMID: 35255110 PMCID: PMC8939789 DOI: 10.1371/journal.ppat.1010354] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/08/2021] [Revised: 03/22/2022] [Accepted: 02/09/2022] [Indexed: 11/18/2022] Open
Abstract
Latency is the main obstacle towards an HIV cure, with cure strategies aiming to either elicit or prevent viral reactivation. While these strategies have shown promise, they have only succeeded in modulating latency in a fraction of the latent HIV reservoir, suggesting that the mechanisms controlling HIV latency are not completely understood, and that comprehensive latency modulation will require targeting of multiple latency maintenance pathways. We show here that the transcriptional co-activator and the central mediator of canonical Wnt signaling, β-catenin, inhibits HIV transcription in CD4+ T cells via TCF-4 LTR binding sites. Further, we show that inhibiting the β-catenin pathway reactivates HIV in a primary TCM cell model of HIV latency, primary cells from cART-controlled HIV donors, and in CD4+ latent cell lines. β-catenin inhibition or activation also enhanced or inhibited the activity of several classes of HIV latency reversing agents, respectively, in these models, with significant synergy of β-catenin and each LRA class tested. In sum, we identify β-catenin as a novel regulator of HIV latency in vitro and ex vivo, adding new therapeutic targets that may be combined for comprehensive HIV latency modulation in HIV cure efforts.
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Affiliation(s)
- Hannah J. Barbian
- Department of Microbial Pathogens and Immunity, Rush University Medical Center, Chicago, Illinois, United States of America
| | - Melanie S. Seaton
- Department of Microbial Pathogens and Immunity, Rush University Medical Center, Chicago, Illinois, United States of America
| | - Srinivas D. Narasipura
- Department of Microbial Pathogens and Immunity, Rush University Medical Center, Chicago, Illinois, United States of America
| | - Jennillee Wallace
- Department of Microbial Pathogens and Immunity, Rush University Medical Center, Chicago, Illinois, United States of America
| | - Reshma Rajan
- Department of Microbial Pathogens and Immunity, Rush University Medical Center, Chicago, Illinois, United States of America
| | - Beverly E. Sha
- Department of Internal Medicine, Division of Infectious Diseases, Rush University Medical Center, Chicago, Illinios United States of America
| | - Lena Al-Harthi
- Department of Microbial Pathogens and Immunity, Rush University Medical Center, Chicago, Illinois, United States of America
- * E-mail:
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Abstract
Kaposi's sarcoma-associated herpesvirus (KSHV)-associated primary effusion lymphomas (PEL) are traditionally viewed as homogenous regarding viral transcription and lineage of origin, but so far this contention has not been explored at the single-cell level. Single-cell RNA sequencing of latently infected PEL supports the existence of multiple subpopulations even within a single cell line. At most 1% of the cells showed evidence of near-complete lytic transcription. The majority of cells only expressed the canonical viral latent transcripts: those originating from the latency locus, the viral interferon regulatory factor locus, and the viral lncRNA nut-1/Pan/T1.1; however, a significant fraction of cells showed various degrees of more permissive transcription, and some showed no evidence of KSHV transcripts whatsoever. Levels of viral interleukin-6 (IL-6)/K2 mRNA emerged as the most distinguishing feature to subset KSHV-infected PEL. One newly uncovered phenotype is the existence of BCBL-1 cells that readily adhered to fibronectin and that displayed mesenchymal lineage-like characteristics. IMPORTANCE Latency is the defining characteristic of the Herpesviridae and central to the tumorigenesis phenotype of Kaposi's sarcoma-associated herpesvirus (KSHV). KSHV-driven primary effusion lymphomas (PEL) rapidly develop resistance to therapy, suggesting tumor instability and plasticity. At any given time, a fraction of PEL cells spontaneously reactivate KSHV, suggesting transcriptional heterogeneity even within a clonal cell line under optimal growth conditions. This study employed single-cell mRNA sequencing to explore the within-population variability of KSHV transcription and how it relates to host cell transcription. Individual clonal PEL cells exhibited differing patterns of viral transcription. Most cells showed the canonical pattern of KSHV latency (LANA, vCyc, vFLIP, Kaposin, and vIRFs), but a significant fraction evidenced extended viral gene transcription, including of the viral IL-6 homolog, open reading frame K2. This study suggests new targets of intervention for PEL. It establishes a conceptual framework to design KSHV cure studies analogous to those for HIV.
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29
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Lim AL, Moos P, Pond CD, Larson EC, Martins LJ, Szaniawski MA, Planelles V, Barrows LR. HIV-1 provirus transcription and translation in macrophages differs from pre-integrated cDNA complexes and requires E2F transcriptional programs. Virulence 2022; 13:386-413. [PMID: 35166645 PMCID: PMC8855869 DOI: 10.1080/21505594.2022.2031583] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/02/2022] Open
Abstract
HIV-1 cDNA pre-integration complexes persist for weeks in macrophages and remain transcriptionally active. While previous work has focused on the transcription of HIV-1 genes; our understanding of the cellular milieu that accompanies viral production is incomplete. We have used an in vitro system to model HIV-1 infection of macrophages, and single-cell RNA sequencing (scRNA-seq) to compare the transcriptomes of uninfected cells, cells harboring pre-integration complexes (PIC), and those containing integrated provirus and making late HIV proteins. scRNA-seq can distinguish between provirus and PIC cells because their background transcriptomes vary dramatically. PIC cell transcriptomes are characterized by NFkB and AP-1 promoted transcription, while transcriptomes of cells transcribing from provirus are characterized by E2F family transcription products. We also find that the transcriptomes of PIC cells and Bystander cells (defined as cells not producing any HIV transcript and thus presumably not infected) are indistinguishable except for the presence of HIV-1 transcripts. Furthermore, the presence of pathogen alters the transcriptome of the uninfected Bystander cells, so that they are distinguishable from true control cells (cells not exposed to any pathogen). Therefore, a single cell comparison of transcriptomes from provirus and PIC cells provides a new understanding of the transcriptional changes that accompany HIV-1 integration.
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Affiliation(s)
- Albebson L Lim
- Department of Pharmacology and Toxicology, University of Utah, Salt Lake City, Utah, USA.,Marine Science Institute, University of the Philippines Diliman, Quezon City, Philippines
| | - Philip Moos
- Department of Pharmacology and Toxicology, University of Utah, Salt Lake City, Utah, USA
| | - Christopher D Pond
- Department of Pharmacology and Toxicology, University of Utah, Salt Lake City, Utah, USA
| | - Erica C Larson
- Department of Pharmacology and Toxicology, University of Utah, Salt Lake City, Utah, USA.,Department of Microbiology & Molecular Genetics, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA
| | - Laura J Martins
- Department of Pathology, University of Utah, Salt Lake City, Utah, USA
| | | | - Vicente Planelles
- Department of Pathology, University of Utah, Salt Lake City, Utah, USA
| | - Louis R Barrows
- Department of Pharmacology and Toxicology, University of Utah, Salt Lake City, Utah, USA
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30
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Li D, Dewey MG, Wang L, Falcinelli SD, Wong LM, Tang Y, Browne EP, Chen X, Archin NM, Margolis DM, Jiang G. Crotonylation sensitizes IAPi-induced disruption of latent HIV by enhancing p100 cleavage into p52. iScience 2022; 25:103649. [PMID: 35024584 PMCID: PMC8728431 DOI: 10.1016/j.isci.2021.103649] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/19/2021] [Revised: 11/08/2021] [Accepted: 12/15/2021] [Indexed: 01/08/2023] Open
Abstract
The eradication of HIV infection is difficult to achieve because of stable viral reservoirs. Here, we show that crotonylation enhances AZD5582-induced noncanonical NF-κB (ncNF-κB) signaling, further augmenting HIV latency reversal in Jurkat and U1 cell line models of latency, HIV latently infected primary CD4+ T cells and resting CD4+ T cells isolated from people living with HIV. Crotonylation upregulated the levels of the active p52 subunit of NF-κB following AZD5582. Biochemical analyses suggest that the ubiquitin E3 ligase TRIM27 is involved in enhanced p100 cleavage to p52. When TRIM27 was depleted, AZD5582-induced HIV latency reversal was reduced. TRIM27 small interfering RNA (siRNA) knockdown reduced both p100 and p52 levels without inhibiting p100 transcription, indicating that TRIM27 not only acts on p100 cleavage but also may impact p100/p52 stability. These observations reveal the complexity of HIV transcriptional machinery, particularly of NF-κB.
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Affiliation(s)
- Dajiang Li
- UNC HIV Cure Center, Institute of Global Health and Infectious Diseases, The University of North Carolina at Chapel Hill, 120 Mason Farm Rd, Genetic Medicine Building, Room 2111, Chapel Hill, NC 27599-7042, USA
| | - Morgan G. Dewey
- UNC HIV Cure Center, Institute of Global Health and Infectious Diseases, The University of North Carolina at Chapel Hill, 120 Mason Farm Rd, Genetic Medicine Building, Room 2111, Chapel Hill, NC 27599-7042, USA
| | - Li Wang
- Department of Biochemistry and Biophysics, The University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-7042, USA
| | - Shane D. Falcinelli
- UNC HIV Cure Center, Institute of Global Health and Infectious Diseases, The University of North Carolina at Chapel Hill, 120 Mason Farm Rd, Genetic Medicine Building, Room 2111, Chapel Hill, NC 27599-7042, USA
- Department of Microbiology and Immunology, The University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-7042, USA
| | - Lilly M. Wong
- UNC HIV Cure Center, Institute of Global Health and Infectious Diseases, The University of North Carolina at Chapel Hill, 120 Mason Farm Rd, Genetic Medicine Building, Room 2111, Chapel Hill, NC 27599-7042, USA
| | - Yuyang Tang
- UNC HIV Cure Center, Institute of Global Health and Infectious Diseases, The University of North Carolina at Chapel Hill, 120 Mason Farm Rd, Genetic Medicine Building, Room 2111, Chapel Hill, NC 27599-7042, USA
| | - Edward P. Browne
- UNC HIV Cure Center, Institute of Global Health and Infectious Diseases, The University of North Carolina at Chapel Hill, 120 Mason Farm Rd, Genetic Medicine Building, Room 2111, Chapel Hill, NC 27599-7042, USA
- Department of Microbiology and Immunology, The University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-7042, USA
- Department of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-7042, USA
| | - Xian Chen
- Department of Biochemistry and Biophysics, The University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-7042, USA
| | - Nancie M. Archin
- UNC HIV Cure Center, Institute of Global Health and Infectious Diseases, The University of North Carolina at Chapel Hill, 120 Mason Farm Rd, Genetic Medicine Building, Room 2111, Chapel Hill, NC 27599-7042, USA
- Department of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-7042, USA
| | - David M. Margolis
- UNC HIV Cure Center, Institute of Global Health and Infectious Diseases, The University of North Carolina at Chapel Hill, 120 Mason Farm Rd, Genetic Medicine Building, Room 2111, Chapel Hill, NC 27599-7042, USA
- Department of Microbiology and Immunology, The University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-7042, USA
- Department of Medicine, The University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-7042, USA
| | - Guochun Jiang
- UNC HIV Cure Center, Institute of Global Health and Infectious Diseases, The University of North Carolina at Chapel Hill, 120 Mason Farm Rd, Genetic Medicine Building, Room 2111, Chapel Hill, NC 27599-7042, USA
- Department of Biochemistry and Biophysics, The University of North Carolina at Chapel Hill, Chapel Hill, NC 27599-7042, USA
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31
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Margolis DM. Latency Reversal and Clearance of Persistent HIV Infection. Methods Mol Biol 2022; 2407:375-389. [PMID: 34985677 DOI: 10.1007/978-1-0716-1871-4_25] [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] [Indexed: 06/14/2023]
Abstract
Efforts to prevent and treat human immunodeficiency virus type 1 (HIV) infection have begun to blunt the spread of HIV infection. Potent, safe, and well-tolerated antiretroviral therapy (ART) allows those infected with HIV to attain a life expectancy similar to that of HIV-uninfected individuals. But the persistence of the quiescent retroviral genome, enforced by the natural proliferative responses of the immune system itself, and a delicate balance of regulators viral expression, mandates lifelong ART suppression to prevent rebound viremia and the return of disease.The approach to HIV eradication that has been studied the most extensively envisions adding therapies to induce the expression of quiescent HIV-1 genomes following the control of viremia by ART, paired with immunotherapies to clear persistent infection. Paired testing of latency reversal and clearance strategies has begun, but the field is still in its infancy and additional obstacles to HIV eradication may emerge. However, there is reason for optimism that together with advances in ART delivery and HIV prevention strategies, efforts in HIV cure research will markedly diminish the effect of the HIV pandemic on society.
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Affiliation(s)
- David M Margolis
- UNC HIV Cure Center, Department of Medicine, and Microbiology and Immunology, University of North Carolina at Chapel Hill School of Medicine, Chapel Hill, NC, USA.
- Department of Epidemiology, University of North Carolina at Chapel Hill School of Public Health, Chapel Hill, NC, USA.
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32
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Wong LM, Li D, Tang Y, Méndez-Lagares G, Thompson GR, Hartigan-O'Connor DJ, Dandekar S, Jiang G. Human Immunodeficiency Virus-1 Latency Reversal via the Induction of Early Growth Response Protein 1 to Bypass Protein Kinase C Agonist-Associated Immune Activation. Front Microbiol 2022; 13:836831. [PMID: 35359743 PMCID: PMC8960990 DOI: 10.3389/fmicb.2022.836831] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2021] [Accepted: 01/28/2022] [Indexed: 01/12/2023] Open
Abstract
Human Immunodeficiency Virus-1 (HIV) remains a global health challenge due to the latent HIV reservoirs in people living with HIV (PLWH). Dormant yet replication competent HIV harbored in the resting CD4+ T cells cannot be purged by antiretroviral therapy (ART) alone. One approach of HIV cure is the "Kick and Kill" strategy where latency reversal agents (LRAs) have been implemented to disrupt latent HIV, expecting to eradicate HIV reservoirs by viral cytopathic effect or immune-mediated clearance. Protein Kinase C agonists (PKCa), a family of LRAs, have demonstrated the ability to disrupt latent HIV to an extent. However, the toxicity of PKCa remains a concern in vivo. Early growth response protein 1 (EGR1) is a downstream target of PKCa during latency reversal. Here, we show that PKCa induces EGR1 which directly drives Tat-dependent HIV transcription. Resveratrol, a natural phytoalexin found in grapes and various plants, induces Egr1 expression and disrupts latent HIV in several HIV latency models in vitro and in CD4+ T cells isolated from ART-suppressed PLWH ex vivo. In the primary CD4+ T cells, resveratrol does not induce immune activation at the dosage that it reverses latency, indicating that targeting EGR1 may be able to reverse latency and bypass PKCa-induced immune activation.
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Affiliation(s)
- Lilly M Wong
- UNC HIV Cure Center, Institute of Global Health and Infectious Diseases, The University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - Dajiang Li
- UNC HIV Cure Center, Institute of Global Health and Infectious Diseases, The University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - Yuyang Tang
- UNC HIV Cure Center, Institute of Global Health and Infectious Diseases, The University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
| | - Gema Méndez-Lagares
- Department of Medical Microbiology and Immunology, University of California, Davis, Davis, CA, United States
| | - George R Thompson
- Department of Medical Microbiology and Immunology, University of California, Davis, Davis, CA, United States
| | - Dennis J Hartigan-O'Connor
- Department of Medical Microbiology and Immunology, University of California, Davis, Davis, CA, United States
| | - Satya Dandekar
- Department of Medical Microbiology and Immunology, University of California, Davis, Davis, CA, United States
| | - Guochun Jiang
- UNC HIV Cure Center, Institute of Global Health and Infectious Diseases, The University of North Carolina at Chapel Hill, Chapel Hill, NC, United States.,Department of Biochemistry and Biophysics, The University of North Carolina at Chapel Hill, Chapel Hill, NC, United States
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33
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Ranjan B, Sun W, Park J, Mishra K, Schmidt F, Xie R, Alipour F, Singhal V, Joanito I, Honardoost MA, Yong JMY, Koh ET, Leong KP, Rayan NA, Lim MGL, Prabhakar S. DUBStepR is a scalable correlation-based feature selection method for accurately clustering single-cell data. Nat Commun 2021; 12:5849. [PMID: 34615861 PMCID: PMC8494900 DOI: 10.1038/s41467-021-26085-2] [Citation(s) in RCA: 16] [Impact Index Per Article: 5.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/02/2020] [Accepted: 09/15/2021] [Indexed: 11/09/2022] Open
Abstract
Feature selection (marker gene selection) is widely believed to improve clustering accuracy, and is thus a key component of single cell clustering pipelines. Existing feature selection methods perform inconsistently across datasets, occasionally even resulting in poorer clustering accuracy than without feature selection. Moreover, existing methods ignore information contained in gene-gene correlations. Here, we introduce DUBStepR (Determining the Underlying Basis using Stepwise Regression), a feature selection algorithm that leverages gene-gene correlations with a novel measure of inhomogeneity in feature space, termed the Density Index (DI). Despite selecting a relatively small number of genes, DUBStepR substantially outperformed existing single-cell feature selection methods across diverse clustering benchmarks. Additionally, DUBStepR was the only method to robustly deconvolve T and NK heterogeneity by identifying disease-associated common and rare cell types and subtypes in PBMCs from rheumatoid arthritis patients. DUBStepR is scalable to over a million cells, and can be straightforwardly applied to other data types such as single-cell ATAC-seq. We propose DUBStepR as a general-purpose feature selection solution for accurately clustering single-cell data.
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Affiliation(s)
- Bobby Ranjan
- Laboratory of Systems Biology and Data Analytics, Genome Institute of Singapore, A*STAR, 60 Biopolis Street, Singapore, 138672, Singapore
| | - Wenjie Sun
- Laboratory of Systems Biology and Data Analytics, Genome Institute of Singapore, A*STAR, 60 Biopolis Street, Singapore, 138672, Singapore
| | - Jinyu Park
- Laboratory of Systems Biology and Data Analytics, Genome Institute of Singapore, A*STAR, 60 Biopolis Street, Singapore, 138672, Singapore
| | - Kunal Mishra
- Laboratory of Systems Biology and Data Analytics, Genome Institute of Singapore, A*STAR, 60 Biopolis Street, Singapore, 138672, Singapore
| | - Florian Schmidt
- Laboratory of Systems Biology and Data Analytics, Genome Institute of Singapore, A*STAR, 60 Biopolis Street, Singapore, 138672, Singapore
| | - Ronald Xie
- Laboratory of Systems Biology and Data Analytics, Genome Institute of Singapore, A*STAR, 60 Biopolis Street, Singapore, 138672, Singapore
| | - Fatemeh Alipour
- Laboratory of Systems Biology and Data Analytics, Genome Institute of Singapore, A*STAR, 60 Biopolis Street, Singapore, 138672, Singapore
| | - Vipul Singhal
- Laboratory of Systems Biology and Data Analytics, Genome Institute of Singapore, A*STAR, 60 Biopolis Street, Singapore, 138672, Singapore
| | - Ignasius Joanito
- Laboratory of Systems Biology and Data Analytics, Genome Institute of Singapore, A*STAR, 60 Biopolis Street, Singapore, 138672, Singapore
| | - Mohammad Amin Honardoost
- Laboratory of Systems Biology and Data Analytics, Genome Institute of Singapore, A*STAR, 60 Biopolis Street, Singapore, 138672, Singapore
- Department of Medicine, School of Medicine, National University of Singapore, 21 Lower Kent Ridge Road, Singapore, 119077, Singapore
| | - Jacy Mei Yun Yong
- Department of Rheumatology, Allergy and Immunology, Tan Tock Seng Hospital, Singapore, 308433, Singapore
| | - Ee Tzun Koh
- Department of Rheumatology, Allergy and Immunology, Tan Tock Seng Hospital, Singapore, 308433, Singapore
| | - Khai Pang Leong
- Department of Rheumatology, Allergy and Immunology, Tan Tock Seng Hospital, Singapore, 308433, Singapore
| | - Nirmala Arul Rayan
- Laboratory of Systems Biology and Data Analytics, Genome Institute of Singapore, A*STAR, 60 Biopolis Street, Singapore, 138672, Singapore
| | - Michelle Gek Liang Lim
- Laboratory of Systems Biology and Data Analytics, Genome Institute of Singapore, A*STAR, 60 Biopolis Street, Singapore, 138672, Singapore
| | - Shyam Prabhakar
- Laboratory of Systems Biology and Data Analytics, Genome Institute of Singapore, A*STAR, 60 Biopolis Street, Singapore, 138672, Singapore.
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34
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de Armas LR, Gavegnano C, Pallikkuth S, Rinaldi S, Pan L, Battivelli E, Verdin E, Younis RT, Pahwa R, Williams SL, Schinazi RF, Pahwa S. The Effect of JAK1/2 Inhibitors on HIV Reservoir Using Primary Lymphoid Cell Model of HIV Latency. Front Immunol 2021; 12:720697. [PMID: 34531866 PMCID: PMC8438319 DOI: 10.3389/fimmu.2021.720697] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2021] [Accepted: 08/13/2021] [Indexed: 01/10/2023] Open
Abstract
HIV eradication is hindered by the existence of latent HIV reservoirs in CD4+ T cells. Therapeutic strategies targeting latent cells are required to achieve a functional cure, however the study of latently infected cells from HIV infected persons is extremely challenging due to the lack of biomarkers that uniquely characterize them. In this study, the dual reporter virus HIVGKO was used to investigate latency establishment and maintenance in lymphoid-derived CD4+ T cells. Single cell technologies to evaluate protein expression, host gene expression, and HIV transcript expression were integrated to identify and analyze latently infected cells. FDA-approved, JAK1/2 inhibitors were tested in this system as a potential therapeutic strategy to target the latent reservoir. Latent and productively infected tonsillar CD4+ T cells displayed similar activation profiles as measured by expression of CD69, CD25, and HLADR, however latent cells showed higher CXCR5 expression 3 days post-infection. Single cell analysis revealed a small set of genes, including HIST1-related genes and the inflammatory cytokine, IL32, that were upregulated in latent compared to uninfected and productively infected cells suggesting a role for these molecular pathways in persistent HIV infection. In vitro treatment of HIV-infected CD4+ T cells with physiological concentrations of JAK1/2 inhibitors, ruxolitinib and baricitinib, used in clinical settings to target inflammation, reduced latent and productive infection events when added 24 hr after infection and blocked HIV reactivation from latent cells. Our methods using an established model of HIV latency and lymphoid-derived cells shed light on the biology of latency in a crucial anatomical site for HIV persistence and provides key insights about repurposing baricitinib or ruxolitinib to target the HIV reservoir.
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Affiliation(s)
- Lesley R de Armas
- Department of Microbiology and Immunology, University of Miami Miller School of Medicine, Miami, FL, United States
| | - Christina Gavegnano
- Department of Pathology and Experimental Medicine, Emory University and Children's Healthcare of Atlanta, Atlanta, GA, United States.,Department of Pharmacology and Chemical Biology, Emory University and Children's Healthcare of Atlanta, Atlanta, GA, United States.,Center for AIDS Research, Department of Pediatrics, Emory University and Children's Healthcare of Atlanta, Atlanta, GA, United States
| | - Suresh Pallikkuth
- Department of Microbiology and Immunology, University of Miami Miller School of Medicine, Miami, FL, United States
| | - Stefano Rinaldi
- Department of Microbiology and Immunology, University of Miami Miller School of Medicine, Miami, FL, United States
| | - Li Pan
- Department of Microbiology and Immunology, University of Miami Miller School of Medicine, Miami, FL, United States
| | - Emilie Battivelli
- Gladstone Institute of Virology and Immunology, Gladstone Institutes, San Francisco, CA, United States.,Department of Medicine, University of California San Francisco, San Francisco, CA, United States.,Buck Institute for Research on Aging, Novato, CA, United States
| | - Eric Verdin
- Gladstone Institute of Virology and Immunology, Gladstone Institutes, San Francisco, CA, United States.,Department of Medicine, University of California San Francisco, San Francisco, CA, United States.,Buck Institute for Research on Aging, Novato, CA, United States
| | - Ramzi T Younis
- Department of Otolaryngology, University of Miami Miller School of Medicine, Miami, FL, United States
| | - Rajendra Pahwa
- Department of Microbiology and Immunology, University of Miami Miller School of Medicine, Miami, FL, United States
| | - Siôn L Williams
- Department of Neurology, University of Miami Miller School of Medicine, Miami, FL, United States
| | - Raymond F Schinazi
- Center for AIDS Research, Department of Pediatrics, Emory University and Children's Healthcare of Atlanta, Atlanta, GA, United States
| | - Savita Pahwa
- Department of Microbiology and Immunology, University of Miami Miller School of Medicine, Miami, FL, United States
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35
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Huang W, Wang D, Yao YF. Understanding the pathogenesis of infectious diseases by single-cell RNA sequencing. MICROBIAL CELL 2021; 8:208-222. [PMID: 34527720 PMCID: PMC8404151 DOI: 10.15698/mic2021.09.759] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 02/19/2021] [Revised: 07/13/2021] [Accepted: 07/21/2021] [Indexed: 12/17/2022]
Abstract
Infections are highly orchestrated and dynamic processes, which involve both pathogen and host. Transcriptional profiling at the single-cell level enables the analysis of cell diversity, heterogeneity of the immune response, and detailed molecular mechanisms underlying infectious diseases caused by bacteria, viruses, fungi, and parasites. Herein, we highlight recent remarkable advances in single-cell RNA sequencing (scRNA-seq) technologies and their applications in the investigation of host-pathogen interactions, current challenges and potential prospects for disease treatment are discussed as well. We propose that with the aid of scRNA-seq, the mechanism of infectious diseases will be further revealed thus inspiring the development of novel interventions and therapies.
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Affiliation(s)
- Wanqiu Huang
- Laboratory of Bacterial Pathogenesis, Department of Microbiology and Immunology, Institutes of Medical Sciences, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China
| | - Danni Wang
- Laboratory of Bacterial Pathogenesis, Department of Microbiology and Immunology, Institutes of Medical Sciences, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China
| | - Yu-Feng Yao
- Laboratory of Bacterial Pathogenesis, Department of Microbiology and Immunology, Institutes of Medical Sciences, Shanghai Jiao Tong University School of Medicine, Shanghai 200025, China.,Department of Infectious Diseases, Shanghai Ruijin Hospital, Shanghai 200025, China
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36
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Brandt L, Cristinelli S, Ciuffi A. Single-Cell Analysis Reveals Heterogeneity of Virus Infection, Pathogenicity, and Host Responses: HIV as a Pioneering Example. Annu Rev Virol 2021; 7:333-350. [PMID: 32991268 DOI: 10.1146/annurev-virology-021820-102458] [Citation(s) in RCA: 11] [Impact Index Per Article: 3.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
While analyses of cell populations provide averaged information about viral infections, single-cell analyses offer individual consideration, thereby revealing a broad spectrum of diversity as well as identifying extreme phenotypes that can be exploited to further understand the complex virus-host interplay. Single-cell technologies applied in the context of human immunodeficiency virus (HIV) infection proved to be valuable tools to help uncover specific biomarkers as well as novel candidate players in virus-host interactions. This review aims at providing an updated overview of single-cell analyses in the field of HIV and acquired knowledge on HIV infection, latency, and host response. Although HIV is a pioneering example, similar single-cell approaches have proven to be valuable for elucidating the behavior and virus-host interplay in a range of other viruses.
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Affiliation(s)
- Ludivine Brandt
- Institute of Microbiology, Lausanne University Hospital, University of Lausanne, 1011 Lausanne, Switzerland;
| | - Sara Cristinelli
- Institute of Microbiology, Lausanne University Hospital, University of Lausanne, 1011 Lausanne, Switzerland;
| | - Angela Ciuffi
- Institute of Microbiology, Lausanne University Hospital, University of Lausanne, 1011 Lausanne, Switzerland;
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37
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Zhao S, Tsibris A. Leveraging Novel Integrated Single-Cell Analyses to Define HIV-1 Latency Reversal. Viruses 2021; 13:1197. [PMID: 34206546 PMCID: PMC8310207 DOI: 10.3390/v13071197] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2021] [Revised: 06/11/2021] [Accepted: 06/16/2021] [Indexed: 01/24/2023] Open
Abstract
While suppressive antiretroviral therapy can effectively limit HIV-1 replication and evolution, it leaves behind a residual pool of integrated viral genomes that persist in a state of reversible nonproductive infection, referred to as the HIV-1 reservoir. HIV-1 infection models were established to investigate HIV-1 latency and its reversal; recent work began to probe the dynamics of HIV-1 latency reversal at single-cell resolution. Signals that establish HIV-1 latency and govern its reactivation are complex and may not be completely resolved at the cellular and regulatory levels by the aggregated measurements of bulk cellular-sequencing methods. High-throughput single-cell technologies that characterize and quantify changes to the epigenome, transcriptome, and proteome continue to rapidly evolve. Combinations of single-cell techniques, in conjunction with novel computational approaches to analyze these data, were developed and provide an opportunity to improve the resolution of the heterogeneity that may exist in HIV-1 reactivation. In this review, we summarize the published single-cell HIV-1 transcriptomic work and explore how cutting-edge advances in single-cell techniques and integrative data-analysis tools may be leveraged to define the mechanisms that control the reversal of HIV-1 latency.
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Affiliation(s)
| | - Athe Tsibris
- Brigham and Women’s Hospital, Harvard Medical School, Boston, MA 02139, USA;
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Abstract
Quantification of cell associated HIV RNA (ca-RNA) is one of the most important and commonly used methods to evaluate the performance of latency-reversing agents (LRAs). Copies of HIV RNA measured by qPCR, are often normalized to the input RNA or cell number. However, these could be affected by biological variability and/or technical errors, which can be avoided by using an internal reference gene. To obtain reliable data, it is essential to select stable reference genes (RGs) of which the expression is not influenced by biological variability, the type of cells, or the LRAs used. However, to date, no study has carefully evaluated RG stability following LRA exposure. We analyzed the stability of six widely used RGs (GAPDH, TBP, YWHAZ, UBE2D2, HPRT1 and RPL27A) in human PBMC and CD4+ T cells. LRA exposure significantly influenced the stability of these RGs. Overall, TBP, UBE2D2, and RPL27A were the most stable RGs in all tested conditions. TBP was generally the most stable RG whereas GAPDH varied the most. Finally, we evaluated the impact of applying different RG normalizers to host genes and HIV ca-RNA data. Altered results were observed both in host and HIV gene expression when unstable RGs were used. Our data underline the importance of testing the stability of RGs utilized to evaluate LRA-induced HIV ca-RNA expression. To our knowledge, this is the first careful evaluation of the stability of RGs after LRA exposure and will significantly contribute to the quality of data analysis in regard to gene expression.IMPORTANCELatency-reversing agents (LRAs) are ubiquitously used in the "shock-and-kill" HIV cure strategy and their performance is often evaluated by ex-vivo quantification of cell associated HIV RNA. HIV RNA, measured by qPCR, is often normalized to internal reference genes, but the expression of these genes should not be influenced by the experimental settings. We found that treatment of human PBMC and CD4+ T cells with LRAs significantly altered the expression of several commonly used reference genes, such as GAPDH. Finally, we evaluate the impact of different reference genes on normalization of host genes and HIV cell associated RNA expression and demonstrated that using unstable reference genes dramatically altered experimental outcome. Our data highlight the importance of using reference genes that are unaffected by LRAs under study to correctly evaluate host gene and cell associated HIV RNA expression induced by latency-reversing agents.
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Aso H, Nagaoka S, Kawakami E, Ito J, Islam S, Tan BJY, Nakaoka S, Ashizaki K, Shiroguchi K, Suzuki Y, Satou Y, Koyanagi Y, Sato K. Multiomics Investigation Revealing the Characteristics of HIV-1-Infected Cells In Vivo. Cell Rep 2021; 32:107887. [PMID: 32668246 DOI: 10.1016/j.celrep.2020.107887] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2019] [Revised: 02/06/2020] [Accepted: 06/08/2020] [Indexed: 12/30/2022] Open
Abstract
For eradication of HIV-1 infection, it is important to elucidate the detailed features and heterogeneity of HIV-1-infected cells in vivo. To reveal multiple characteristics of HIV-1-producing cells in vivo, we use a hematopoietic-stem-cell-transplanted humanized mouse model infected with GFP-encoding replication-competent HIV-1. We perform multiomics experiments using recently developed technology to identify the features of HIV-1-infected cells. Genome-wide HIV-1 integration-site analysis reveals that productive HIV-1 infection tends to occur in cells with viral integration into transcriptionally active genomic regions. Bulk transcriptome analysis reveals that a high level of viral mRNA is transcribed in HIV-1-infected cells. Moreover, single-cell transcriptome analysis shows the heterogeneity of HIV-1-infected cells, including CXCL13high cells and a subpopulation with low expression of interferon-stimulated genes, which can contribute to efficient viral spread in vivo. Our findings describe multiple characteristics of HIV-1-producing cells in vivo, which could provide clues for the development of an HIV-1 cure.
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Affiliation(s)
- Hirofumi Aso
- Division of Systems Virology, Department of Infectious Disease Control, International Research Center for Infectious Diseases, Institute of Medical Science, The University of Tokyo, Minato-ku, Tokyo 1088639, Japan; Institute for Frontier Life and Medical Sciences, Kyoto University, Kyoto 6068507, Japan; Graduate School of Pharmaceutical Sciences, Kyoto University, Kyoto 6068501, Japan
| | - Shumpei Nagaoka
- Division of Systems Virology, Department of Infectious Disease Control, International Research Center for Infectious Diseases, Institute of Medical Science, The University of Tokyo, Minato-ku, Tokyo 1088639, Japan
| | - Eiryo Kawakami
- RIKEN Medical Sciences Innovation Hub Program, Yokohama, Kanagawa 2300045, Japan; Artificial Intelligence Medicine, Graduate School of Medicine, Chiba University, Chiba 2608670, Japan
| | - Jumpei Ito
- Division of Systems Virology, Department of Infectious Disease Control, International Research Center for Infectious Diseases, Institute of Medical Science, The University of Tokyo, Minato-ku, Tokyo 1088639, Japan
| | - Saiful Islam
- International Research Center for Medical Sciences, Kumamoto University, Kumamoto 8600811, Japan; Joint Research Center for Human Retrovirus Infection, Kumamoto University, Kumamoto 8600811, Japan
| | - Benjy Jek Yang Tan
- International Research Center for Medical Sciences, Kumamoto University, Kumamoto 8600811, Japan; Joint Research Center for Human Retrovirus Infection, Kumamoto University, Kumamoto 8600811, Japan
| | - Shinji Nakaoka
- Faculty of Advanced Life Science, Hokkaido University, Sapporo, Hokkaido 0600810, Japan; PRESTO, Japan Science and Technology Agency, Kawaguchi, Saitama 3320012, Japan
| | - Koichi Ashizaki
- RIKEN Medical Sciences Innovation Hub Program, Yokohama, Kanagawa 2300045, Japan
| | - Katsuyuki Shiroguchi
- RIKEN Center for Biosystems Dynamics Research, Suita, Osaka 5650874, Japan; RIKEN Center for Integrative Medical Sciences, Yokohama, Kanagawa 2300045, Japan
| | - Yutaka Suzuki
- Graduate School of Frontier Sciences, The University of Tokyo, Kashiwa, Chiba 2778561, Japan
| | - Yorifumi Satou
- International Research Center for Medical Sciences, Kumamoto University, Kumamoto 8600811, Japan; Joint Research Center for Human Retrovirus Infection, Kumamoto University, Kumamoto 8600811, Japan
| | - Yoshio Koyanagi
- Institute for Frontier Life and Medical Sciences, Kyoto University, Kyoto 6068507, Japan; Graduate School of Pharmaceutical Sciences, Kyoto University, Kyoto 6068501, Japan
| | - Kei Sato
- Division of Systems Virology, Department of Infectious Disease Control, International Research Center for Infectious Diseases, Institute of Medical Science, The University of Tokyo, Minato-ku, Tokyo 1088639, Japan; CREST, Japan Science and Technology Agency, Kawaguchi, Saitama 3320012, Japan.
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Conway JM, Meily P, Li JZ, Perelson AS. Unified model of short- and long-term HIV viral rebound for clinical trial planning. J R Soc Interface 2021; 18:20201015. [PMID: 33849338 PMCID: PMC8086917 DOI: 10.1098/rsif.2020.1015] [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: 12/14/2020] [Accepted: 03/23/2021] [Indexed: 11/12/2022] Open
Abstract
Antiretroviral therapy (ART) effectively controls HIV infection, suppressing HIV viral loads. Typically suspension of therapy is rapidly followed by rebound of viral loads to high, pre-therapy levels. Indeed, a recent study showed that approximately 90% of treatment interruption study participants show viral rebound within at most a few months of therapy suspension, but the remaining 10%, showed viral rebound some months, or years, after ART suspension. Some may even never rebound. We investigate and compare branching process models aimed at gaining insight into these viral dynamics. Specifically, we provide a theory that explains both short- and long-term viral rebounds, and post-treatment control, via a multitype branching process with time-inhomogeneous rates, validated with data from Li et al. (Li et al. 2016 AIDS30, 343-353. (doi:10.1097/QAD.0000000000000953)). We discuss the associated biological interpretation and implications of our best-fit model. To test the effectiveness of an experimental intervention in delaying or preventing rebound, the standard practice is to suspend therapy and monitor the study participants for rebound. We close with a discussion of an important application of our modelling in the design of such clinical trials.
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Affiliation(s)
- Jessica M. Conway
- Department of Mathematics and Center for Infectious Disease Dynamics, Pennsylvania State University, University Park, PA, USA
| | - Paige Meily
- University of Pennsylvania School of Arts and Sciences, Philadephia, PA, USA
| | - Jonathan Z. Li
- Brigham and Women’s Hospital, Harvard Medical School, Boston, MA, USA
| | - Alan S. Perelson
- Theoretical Biology and Biophysics, Los Alamos National Laboratory, Los Alamos, NM, USA
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CAGE-seq reveals that HIV-1 latent infection does not trigger unique cellular responses in a Jurkat T cell model. J Virol 2021; 95:JVI.02394-20. [PMID: 33504604 PMCID: PMC8103700 DOI: 10.1128/jvi.02394-20] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
The cure for HIV-1 is currently stalled by our inability to specifically identify and target latently infected cells. HIV-1 viral RNA/DNA or viral proteins are recognized by cellular mechanisms and induce interferon responses in virus producing cells, but changes in latently infected cells remain unknown. HIVGKO contains a GFP reporter under the HIV-1 promoter and an mKO2 reporter under the internal EF1α promoter. This viral construct enables direct identification of HIV-1 both productively and latently infected cells. In this study we aim to identify specific cellular transcriptional responses triggered by HIV-1 entry and integration using Cap Analysis of Gene Expression (CAGE).We deep sequenced CAGE tags in uninfected, latently and productively infected cells and compared their differentially expressed transcription start site (TSS) profiles. Virus producing cells had differentially expressed TSSs related to T-cell activation and apoptosis when compared to uninfected cells or latently infected cells. Surprisingly, latently infected cells had only 33 differentially expressed TSSs compared to uninfected cells. Among these, SPP1 and APOE were down-regulated in latently infected cells. SPP1 or APOE knockdown in Jurkat T cells increased susceptibility to HIVGKO infection, suggesting that they have anti-viral properties. Components of the PI3K/mTOR pathway, MLST8, 4EBP and RPS6, were significant TSSs in productively infected cells, and S6K phosphorylation was increased compared to latently infected cells, suggesting that mTOR pathway activity plays a role in establishing the latent reservoir. These findings indicate that HIV-1 entry and integration do not trigger unique transcriptional responses when infection becomes latent.Importance: Latent HIV-1 infection is established as early as the first viral exposure and remains the most important barrier in obtaining the cure for HIV-1 infection. Here, we used CAGE to compare the transcriptional landscape of latently infected cells with that of non-infected or productively infected cells. We found that latently infected cells and non-infected cells show quite similar transcriptional profiles. Our data suggest that T-cells cannot recognize incoming viral components nor the integrated HIV-1 genome when infection remains latent. These findings should guide future research into widening our approaches to identify and target latent HIV-1 infected cells.
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A functional screen identifies transcriptional networks that regulate HIV-1 and HIV-2. Proc Natl Acad Sci U S A 2021; 118:2012835118. [PMID: 33836568 DOI: 10.1073/pnas.2012835118] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022] Open
Abstract
The molecular networks involved in the regulation of HIV replication, transcription, and latency remain incompletely defined. To expand our understanding of these networks, we performed an unbiased high-throughput yeast one-hybrid screen, which identified 42 human transcription factors and 85 total protein-DNA interactions with HIV-1 and HIV-2 long terminal repeats. We investigated a subset of these transcription factors for transcriptional activity in cell-based models of infection. KLF2 and KLF3 repressed HIV-1 and HIV-2 transcription in CD4+ T cells, whereas PLAGL1 activated transcription of HIV-2 through direct protein-DNA interactions. Using computational modeling with interacting proteins, we leveraged the results from our screen to identify putative pathways that define intrinsic transcriptional networks. Overall, we used a high-throughput functional screen, computational modeling, and biochemical assays to identify and confirm several candidate transcription factors and biochemical processes that influence HIV-1 and HIV-2 transcription and latency.
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Jefferys SR, Burgos SD, Peterson JJ, Selitsky SR, Turner AMW, James LI, Tsai YH, Coffey AR, Margolis DM, Parker J, Browne EP. Epigenomic characterization of latent HIV infection identifies latency regulating transcription factors. PLoS Pathog 2021; 17:e1009346. [PMID: 33635929 PMCID: PMC7946360 DOI: 10.1371/journal.ppat.1009346] [Citation(s) in RCA: 22] [Impact Index Per Article: 7.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/07/2020] [Revised: 03/10/2021] [Accepted: 01/29/2021] [Indexed: 12/12/2022] Open
Abstract
Transcriptional silencing of HIV in CD4 T cells generates a reservoir of latently infected cells that can reseed infection after interruption of therapy. As such, these cells represent the principal barrier to curing HIV infection, but little is known about their characteristics. To further our understanding of the molecular mechanisms of latency, we characterized a primary cell model of HIV latency in which infected cells adopt heterogeneous transcriptional fates. In this model, we observed that latency is a stable, heritable state that is transmitted through cell division. Using Assay of Transposon-Accessible Chromatin sequencing (ATACseq) we found that latently infected cells exhibit greatly reduced proviral accessibility, indicating the presence of chromatin-based structural barriers to viral gene expression. By quantifying the activity of host cell transcription factors, we observe elevated activity of Forkhead and Kruppel-like factor transcription factors (TFs), and reduced activity of AP-1, RUNX and GATA TFs in latently infected cells. Interestingly, latency reversing agents with different mechanisms of action caused distinct patterns of chromatin reopening across the provirus. We observe that binding sites for the chromatin insulator CTCF are highly enriched in the differentially open chromatin of infected CD4 T cells. Furthermore, depletion of CTCF inhibited HIV latency, identifying this factor as playing a key role in the initiation or enforcement of latency. These data indicate that HIV latency develops preferentially in cells with a distinct pattern of TF activity that promotes a closed proviral structure and inhibits viral gene expression. Furthermore, these findings identify CTCF as a novel regulator of HIV latency. HIV is able to persist during antiviral therapy by entering a state of viral latency, in which viral gene expression is greatly reduced. These latently infected cells can re-seed infection if therapy is interrupted, and thus represent a major obstacle to an HIV cure. Identifying the mechanisms that lead to this state will help to identify strategies to block or eliminate HIV latency, leading to a cure for infection. By observing HIV gene expression in infected CD4 T cells, we isolated cells in which HIV has entered latency and identified characteristics that distinguish them from cells with active viral replication. We found that latently infected cells have elevated activity of specific transcription factors including Forkhead TFs and Kruppel-like factors. We also identify CTCF, a protein responsible for mediating insulation of genome domains from each other, as being required for the establishment of HIV latency. Developing agents to target these factors may lead to new strategies to eliminate the HIV reservoir.
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Affiliation(s)
- Stuart R. Jefferys
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Samuel D. Burgos
- Department of Microbiology and Immunology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Jackson J. Peterson
- Department of Microbiology and Immunology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Sara R. Selitsky
- Lineberger Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Anne-Marie W. Turner
- Department of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Lindsey I. James
- Division of Chemical Biology and Medicinal Chemistry, Eshelman School of Pharmacy, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Yi-Hsuan Tsai
- Lineberger Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Alisha R. Coffey
- Lineberger Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - David M. Margolis
- Department of Microbiology and Immunology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
- Department of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Joel Parker
- Department of Genetics, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
| | - Edward P. Browne
- Department of Microbiology and Immunology, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
- Department of Medicine, University of North Carolina at Chapel Hill, Chapel Hill, North Carolina, United States of America
- * E-mail:
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Strumillo ST, Kartavykh D, de Carvalho FF, Cruz NC, de Souza Teodoro AC, Sobhie Diaz R, Curcio MF. Host-virus interaction and viral evasion. Cell Biol Int 2021; 45:1124-1147. [PMID: 33533523 PMCID: PMC8014853 DOI: 10.1002/cbin.11565] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2020] [Accepted: 01/24/2021] [Indexed: 12/12/2022]
Abstract
With each infectious pandemic or outbreak, the medical community feels the need to revisit basic concepts of immunology to understand and overcome the difficult times brought about by these infections. Regarding viruses, they have historically been responsible for many deaths, and such a peculiarity occurs because they are known to be obligate intracellular parasites that depend upon the host's cell machinery for their replication. Successful infection with the production of essential viral components requires constant viral evolution as a strategy to manipulate the cellular environment, including host internal factors, the host's nonspecific and adaptive immune responses to viruses, the metabolic and energetic state of the infected cell, and changes in the intracellular redox environment during the viral infection cycle. Based on this knowledge, it is fundamental to develop new therapeutic strategies for controlling viral dissemination, by means of antiviral therapies, vaccines, or antioxidants, or by targeting the inhibition or activation of cell signaling pathways or metabolic pathways that are altered during infection. The rapid recovery of altered cellular homeostasis during viral infection is still a major challenge. Here, we review the strategies by which viruses evade the host's immune response and potential tools used to develop more specific antiviral therapies to cure, control, or prevent viral diseases.
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Affiliation(s)
- Scheilla T Strumillo
- Department of Biochemistry, Laboratory of Cell Signaling, Federal University of São Paulo, São Paulo, Brazil
| | - Denis Kartavykh
- Department of Medicine, Laboratory of Retrovirology, Federal University of São Paulo, São Paulo, Brazil
| | - Fábio F de Carvalho
- Departament of Educational Development, Getulio Vargas Foundation, São Paulo, Brazil
| | - Nicolly C Cruz
- Department of Medicine, Laboratory of Retrovirology, Federal University of São Paulo, São Paulo, Brazil
| | - Ana C de Souza Teodoro
- Department of Biochemistry, Laboratory of Cell Signaling, Federal University of São Paulo, São Paulo, Brazil
| | - Ricardo Sobhie Diaz
- Department of Medicine, Laboratory of Retrovirology, Federal University of São Paulo, São Paulo, Brazil
| | - Marli F Curcio
- Department of Medicine, Laboratory of Retrovirology, Federal University of São Paulo, São Paulo, Brazil
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Extensive proteomic and transcriptomic changes quench the TCR/CD3 activation signal of latently HIV-1 infected T cells. PLoS Pathog 2021; 17:e1008748. [PMID: 33465149 PMCID: PMC7846126 DOI: 10.1371/journal.ppat.1008748] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2020] [Revised: 01/29/2021] [Accepted: 12/01/2020] [Indexed: 12/24/2022] Open
Abstract
The biomolecular mechanisms controlling latent HIV-1 infection, despite their importance for the development of a cure for HIV-1 infection, are only partially understood. For example, ex vivo studies have recently shown that T cell activation only triggered HIV-1 reactivation in a fraction of the latently infected CD4+ T cell reservoir, but the molecular biology of this phenomenon is unclear. We demonstrate that HIV-1 infection of primary T cells and T cell lines indeed generates a substantial amount of T cell receptor (TCR)/CD3 activation-inert latently infected T cells. RNA-level analysis identified extensive transcriptomic differences between uninfected, TCR/CD3 activation-responsive and -inert T cells, but did not reveal a gene expression signature that could functionally explain TCR/CD3 signaling inertness. Network analysis suggested a largely stochastic nature of these gene expression changes (transcriptomic noise), raising the possibility that widespread gene dysregulation could provide a reactivation threshold by impairing overall signal transduction efficacy. Indeed, compounds that are known to induce genetic noise, such as HDAC inhibitors impeded the ability of TCR/CD3 activation to trigger HIV-1 reactivation. Unlike for transcriptomic data, pathway enrichment analysis based on phospho-proteomic data directly identified an altered TCR signaling motif. Network analysis of this data set identified drug targets that would promote TCR/CD3-mediated HIV-1 reactivation in the fraction of otherwise TCR/CD3-reactivation inert latently HIV-1 infected T cells, regardless of whether the latency models were based on T cell lines or primary T cells. The data emphasize that latent HIV-1 infection is largely the result of extensive, stable biomolecular changes to the signaling network of the host T cells harboring latent HIV-1 infection events. In extension, the data imply that therapeutic restoration of host cell responsiveness prior to the use of any activating stimulus will likely have to be an element of future HIV-1 cure therapies. A curative therapy for HIV-1 infection will at least require the eradication of a small pool of CD4+ helper T cells in which the virus can persist in an inactive, latent state, even after years of successful antiretroviral therapy. It has been assumed that activation of these viral reservoir T cells will also reactivate the latent virus, which is a prerequisite for the destruction of these cells. Remarkably, this is not always the case and following application of even the most potent stimuli that activate normal T cells through their T cell receptor, a large portion of the latent virus pool remains in a dormant state. Herein we demonstrate that a large part of latent HIV-1 infection events reside in T cells that have been rendered activation inert. We provide a systemwide, biomolecular description of the changes that render latently HIV-1 infected T cells activation inert and using this description, devise pharmacologic interference strategies that render initially activation inert T cells responsive to stimulation. This in turn allows for efficient triggering of HIV-1 reactivation in a large part of the otherwise unresponsive latently HIV-1 infected T cell reservoir.
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Karimi-Boroujeni M, Zahedi-Amiri A, Coombs KM. Embryonic Origins of Virus-Induced Hearing Loss: Overview of Molecular Etiology. Viruses 2021; 13:71. [PMID: 33419104 PMCID: PMC7825458 DOI: 10.3390/v13010071] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2020] [Revised: 12/30/2020] [Accepted: 12/31/2020] [Indexed: 12/19/2022] Open
Abstract
Hearing loss, one of the most prevalent chronic health conditions, affects around half a billion people worldwide, including 34 million children. The World Health Organization estimates that the prevalence of disabling hearing loss will increase to over 900 million people by 2050. Many cases of congenital hearing loss are triggered by viral infections during different stages of pregnancy. However, the molecular mechanisms by which viruses induce hearing loss are not sufficiently explored, especially cases that are of embryonic origins. The present review first describes the cellular and molecular characteristics of the auditory system development at early stages of embryogenesis. These developmental hallmarks, which initiate upon axial specification of the otic placode as the primary root of the inner ear morphogenesis, involve the stage-specific regulation of several molecules and pathways, such as retinoic acid signaling, Sonic hedgehog, and Wnt. Different RNA and DNA viruses contributing to congenital and acquired hearing loss are then discussed in terms of their potential effects on the expression of molecules that control the formation of the auditory and vestibular compartments following otic vesicle differentiation. Among these viruses, cytomegalovirus and herpes simplex virus appear to have the most effect upon initial molecular determinants of inner ear development. Moreover, of the molecules governing the inner ear development at initial stages, SOX2, FGFR3, and CDKN1B are more affected by viruses causing either congenital or acquired hearing loss. Abnormalities in the function or expression of these molecules influence processes like cochlear development and production of inner ear hair and supporting cells. Nevertheless, because most of such virus-host interactions were studied in unrelated tissues, further validations are needed to confirm whether these viruses can mediate the same effects in physiologically relevant models simulating otic vesicle specification and growth.
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Affiliation(s)
- Maryam Karimi-Boroujeni
- School of Rehabilitation Sciences, Faculty of Health Sciences, University of Ottawa, Ottawa, ON K1H 8M5, Canada;
| | - Ali Zahedi-Amiri
- Department of Medical Microbiology and Infectious Diseases, University of Manitoba, Winnipeg, MB R3E 0J9, Canada;
- Manitoba Centre for Proteomics and Systems Biology, Winnipeg, MB R3E 3P4, Canada
| | - Kevin M. Coombs
- Department of Medical Microbiology and Infectious Diseases, University of Manitoba, Winnipeg, MB R3E 0J9, Canada;
- Manitoba Centre for Proteomics and Systems Biology, Winnipeg, MB R3E 3P4, Canada
- Children’s Hospital Research Institute of Manitoba, University of Manitoba, Winnipeg, MB R3E 3P4, Canada
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Fromentin R, Chomont N. HIV persistence in subsets of CD4+ T cells: 50 shades of reservoirs. Semin Immunol 2021; 51:101438. [PMID: 33272901 PMCID: PMC8164644 DOI: 10.1016/j.smim.2020.101438] [Citation(s) in RCA: 29] [Impact Index Per Article: 9.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 07/18/2020] [Accepted: 11/19/2020] [Indexed: 12/16/2022]
Abstract
Antiretroviral therapy controls HIV replication but does not eliminate the virus from the infected host. The persistence of a small pool of cells harboring integrated and replication-competent HIV genomes impedes viral eradication efforts. The HIV reservoir was originally described as a relatively homogeneous pool of resting memory CD4+ T cells. Over the past 20 years, the identification of multiple cellular subsets of CD4+ T cells endowed with distinct biological properties shed new lights on the heterogeneity of HIV reservoirs. It is now clear that HIV persists in a large variety of CD4+ T cells, which contribute to HIV persistence through different mechanisms. In this review, we summarize recent findings indicating that specific biological features of well-characterized subsets of CD4+ T cells individually contribute to the persistence of HIV. These include an increased sensitivity to HIV infection, specific tissue locations, enhanced survival and heightened capacity to proliferate. We also discuss the relative abilities of these cellular reservoirs to contribute to viral rebound upon ART interruption. Together, these findings reveal that the HIV reservoir is not homogeneous and should be viewed as a mosaic of multiple cell types that all contribute to HIV persistence through different mechanisms.
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Affiliation(s)
- Rémi Fromentin
- Centre de Recherche du Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada
| | - Nicolas Chomont
- Centre de Recherche du Centre Hospitalier de l'Université de Montréal, Montreal, Quebec, Canada; Department of Microbiology, Infectiology and Immunology, Université de Montréal, Montreal, Quebec, Canada.
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Collora JA, Liu R, Albrecht K, Ho YC. The single-cell landscape of immunological responses of CD4+ T cells in HIV versus severe acute respiratory syndrome coronavirus 2. Curr Opin HIV AIDS 2021; 16:36-47. [PMID: 33165008 PMCID: PMC8162470 DOI: 10.1097/coh.0000000000000655] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/07/2023]
Abstract
PURPOSE OF REVIEW CD4 T cell loss is the hallmark of uncontrolled HIV-1 infection. Strikingly, CD4 T cell depletion is a strong indicator for disease severity in the recently emerged coronavirus disease 2019 (COVID-19), caused by severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) infection. We reviewed recent single-cell immune profiling studies in HIV-1 infection and COVID-19 to provide critical insight in virus-induced immunopathogenesis. RECENT FINDINGS Cytokine dysregulation in HIV-1 leads to chronic inflammation, while severe SARS-CoV-2 infection induces cytokine release syndrome and increased mortality. HIV-1-specific CD4 T cells are dysfunctional, while SARS-CoV-2-specific CD4 T cells exhibit robust Th1 function and correlate with protective antibody responses. In HIV-1 infection, follicular helper T cells (TFH) are susceptible to HIV-1 infection and persist in immune-sanctuary sites in lymphoid tissues as an HIV-1 reservoir. In severe SARS-CoV-2 infection, TFH are absent in lymphoid tissues and are associated with diminished protective immunity. Advancement in HIV-1 DNA, RNA, and protein-based single-cell capture methods can overcome the rarity and heterogeneity of HIV-1-infected cells and identify mechanisms of HIV-1 persistence and clonal expansion dynamics. SUMMARY Single-cell immune profiling identifies a high-resolution picture of immune dysregulation in HIV-1 and SARS-CoV-2 infection and informs outcome prediction and therapeutic interventions.
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Affiliation(s)
- Jack A Collora
- Department of Microbial Pathogenesis, Yale University School of Medicine, New Haven, Connecticut, USA
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Sperber HS, Togarrati PP, Raymond KA, Bouzidi MS, Gilfanova R, Gutierrez AG, Muench MO, Pillai SK. μ-Lat: A mouse model to evaluate human immunodeficiency virus eradication strategies. FASEB J 2020; 34:14615-14630. [PMID: 32901981 PMCID: PMC8787083 DOI: 10.1096/fj.202001612rr] [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: 06/30/2020] [Revised: 08/14/2020] [Accepted: 08/17/2020] [Indexed: 01/08/2023]
Abstract
A critical barrier to the development of a human immunodeficiency virus (HIV) cure is the lack of a scalable animal model that enables robust evaluation of eradication approaches prior to testing in humans. We established a humanized mouse model of latent HIV infection by transplanting "J-Lat" cells, Jurkat cells harboring a latent HIV provirus encoding an enhanced green fluorescent protein (GFP) reporter, into irradiated adult NOD.Cg-Prkdcscid Il2rgtm1Wjl /SzJ (NSG) mice. J-Lat cells exhibited successful engraftment in several tissues including spleen, bone barrow, peripheral blood, and lung, in line with the diverse natural tissue tropism of HIV. Administration of tumor necrosis factor (TNF)-α, an established HIV latency reversal agent, significantly induced GFP expression in engrafted cells across tissues, reflecting viral reactivation. These data suggest that our murine latency ("μ-Lat") model enables efficient determination of how effectively viral eradication agents, including latency reversal agents, penetrate, and function in diverse anatomical sites harboring HIV in vivo.
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Affiliation(s)
- Hannah S. Sperber
- Vitalant Research Institute, San Francisco, California, United States of America
- Free University of Berlin, Institute of Biochemistry, Berlin, Germany
- University of California, San Francisco, California, United States of America
| | | | - Kyle A. Raymond
- Vitalant Research Institute, San Francisco, California, United States of America
- University of California, San Francisco, California, United States of America
| | - Mohamed S. Bouzidi
- Vitalant Research Institute, San Francisco, California, United States of America
- University of California, San Francisco, California, United States of America
| | - Renata Gilfanova
- Vitalant Research Institute, San Francisco, California, United States of America
| | - Alan G. Gutierrez
- Vitalant Research Institute, San Francisco, California, United States of America
| | - Marcus O. Muench
- Vitalant Research Institute, San Francisco, California, United States of America
- University of California, San Francisco, California, United States of America
| | - Satish K. Pillai
- Vitalant Research Institute, San Francisco, California, United States of America
- University of California, San Francisco, California, United States of America
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Ravi N, Cortade DL, Ng E, Wang SX. Diagnostics for SARS-CoV-2 detection: A comprehensive review of the FDA-EUA COVID-19 testing landscape. Biosens Bioelectron 2020; 165:112454. [PMID: 32729549 PMCID: PMC7368663 DOI: 10.1016/j.bios.2020.112454] [Citation(s) in RCA: 266] [Impact Index Per Article: 66.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/23/2020] [Revised: 07/03/2020] [Accepted: 07/14/2020] [Indexed: 02/08/2023]
Abstract
The rapidly spreading outbreak of COVID-19 disease is caused by the SARS-CoV-2 virus, first reported in December 2019 in Wuhan, China. As of June 17, 2020, this virus has infected over 8.2 million people but ranges in symptom severity, making it difficult to assess its overall infection rate. There is a need for rapid and accurate diagnostics to better monitor and prevent the spread of COVID-19. In this review, we present and evaluate two main types of diagnostics with FDA-EUA status for COVID-19: nucleic acid testing for detection of SARS-CoV-2 RNA, and serological assays for detection of SARS-CoV-2 specific IgG and IgM patient antibodies, along with the necessary sample preparation for accurate diagnoses. In particular, we cover and compare tests such as the CDC 2019-nCoV RT-PCR Diagnostic Panel, Cellex's qSARS-CoV-2 IgG/IgM Rapid Test, and point-of-care tests such as Abbott's ID NOW COVID-19 Test. Antibody testing is especially important in understanding the prevalence of the virus in the community and to identify those who have gained immunity. We conclude by highlighting the future of COVID-19 diagnostics, which include the need for quantitative testing and the development of emerging biosensors as point-of-care tests.
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Affiliation(s)
- Neeraja Ravi
- Department of Bioengineering, Stanford University, Stanford, CA, 93405, USA.
| | - Dana L Cortade
- Department of Materials Science and Engineering, Stanford University, Stanford, CA, 93405, USA.
| | - Elaine Ng
- Department of Materials Science and Engineering, Stanford University, Stanford, CA, 93405, USA.
| | - Shan X Wang
- Department of Materials Science and Engineering, Stanford University, Stanford, CA, 93405, USA; Department of Electrical Engineering, Stanford University, Stanford, CA, 93405, USA.
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