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Schlachetzki JC, Gianella S, Ouyang Z, Lana AJ, Yang X, O'Brien S, Challacombe JF, Gaskill PJ, Jordan-Sciutto KL, Chaillon A, Moore D, Achim CL, Ellis RJ, Smith DM, Glass CK. Gene expression and chromatin conformation of microglia in virally suppressed people with HIV. Life Sci Alliance 2024; 7:e202402736. [PMID: 39060113 PMCID: PMC11282357 DOI: 10.26508/lsa.202402736] [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: 03/25/2024] [Revised: 07/14/2024] [Accepted: 07/15/2024] [Indexed: 07/28/2024] Open
Abstract
The presence of HIV in sequestered reservoirs is a central impediment to a functional cure, allowing HIV to persist despite life-long antiretroviral therapy (ART), and driving a variety of comorbid conditions. Our understanding of the latent HIV reservoir in the central nervous system is incomplete, because of difficulties in accessing human central nervous system tissues. Microglia contribute to HIV reservoirs, but the molecular phenotype of HIV-infected microglia is poorly understood. We leveraged the unique "Last Gift" rapid autopsy program, in which people with HIV are closely followed until days or even hours before death. Microglial populations were heterogeneous regarding their gene expression profiles but showed similar chromatin accessibility landscapes. Despite ART, we detected occasional microglia containing cell-associated HIV RNA and HIV DNA integrated into open regions of the host's genome (∼0.005%). Microglia with detectable HIV RNA showed an inflammatory phenotype. These results demonstrate a distinct myeloid cell reservoir in the brains of people with HIV despite suppressive ART. Strategies for curing HIV and neurocognitive impairment will need to consider the myeloid compartment to be successful.
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Affiliation(s)
- Johannes Cm Schlachetzki
- https://ror.org/01vf2g217 Department of Cellular and Molecular Medicine, University of California San Diego, San Diego, CA, USA
- https://ror.org/01vf2g217 Department of Neurosciences, University of California San Diego, San Diego, CA, USA
| | - Sara Gianella
- https://ror.org/01vf2g217 Department of Medicine, Division of Infectious Diseases and Global Public Health, University of California San Diego, San Diego, CA, USA
| | - Zhengyu Ouyang
- https://ror.org/01vf2g217 Department of Cellular and Molecular Medicine, University of California San Diego, San Diego, CA, USA
| | - Addison J Lana
- https://ror.org/01vf2g217 Department of Cellular and Molecular Medicine, University of California San Diego, San Diego, CA, USA
| | - Xiaoxu Yang
- Department of Human Genetics, University of Utah, Salt Lake City, UT, USA
| | - Sydney O'Brien
- https://ror.org/01vf2g217 Department of Cellular and Molecular Medicine, University of California San Diego, San Diego, CA, USA
| | - Jean F Challacombe
- https://ror.org/01vf2g217 Department of Cellular and Molecular Medicine, University of California San Diego, San Diego, CA, USA
| | - Peter J Gaskill
- Department of Pharmacology and Physiology, Drexel University College of Medicine, Philadelphia, PA, USA
| | - Kelly L Jordan-Sciutto
- Department of Oral Medicine, School of Dental Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Antoine Chaillon
- https://ror.org/01vf2g217 Department of Medicine, Division of Infectious Diseases and Global Public Health, University of California San Diego, San Diego, CA, USA
| | - David Moore
- https://ror.org/01vf2g217 Department of Psychiatry, University of California San Diego, San Diego, CA, USA
| | - Cristian L Achim
- https://ror.org/01vf2g217 Department of Pathology, University of California San Diego, San Diego, CA, USA
| | - Ronald J Ellis
- https://ror.org/01vf2g217 Department of Neurosciences, University of California San Diego, San Diego, CA, USA
| | - Davey M Smith
- https://ror.org/01vf2g217 Department of Medicine, Division of Infectious Diseases and Global Public Health, University of California San Diego, San Diego, CA, USA
| | - Christopher K Glass
- https://ror.org/01vf2g217 Department of Cellular and Molecular Medicine, University of California San Diego, San Diego, CA, USA
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2
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Yero A, Goulet JP, Shi T, Costiniuk CT, Routy JP, Tremblay C, Mboumba Bouassa RS, Alexandrova Y, Pagliuzza A, Chomont N, Ancuta P, Jenabian MA. Altered memory CCR6 + Th17-polarised T-cell function and biology in people with HIV under successful antiretroviral therapy and HIV elite controllers. EBioMedicine 2024; 107:105274. [PMID: 39178742 DOI: 10.1016/j.ebiom.2024.105274] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/30/2024] [Revised: 07/17/2024] [Accepted: 07/27/2024] [Indexed: 08/26/2024] Open
Abstract
BACKGROUND Despite successful antiretroviral therapy (ART), frequencies and immunological functions of memory CCR6+ Th17-polarised CD4+ T-cells are not fully restored in people with HIV (PWH). Moreover, long-lived Th17 cells contribute to HIV persistence under ART. However, the molecular mechanisms underlying these observations remain understudied. METHODS mRNA-sequencing was performed using Illumina technology on freshly FACS-sorted memory CCR6+CD4+ T-cells from successfully ART-treated (ST), elite controllers (EC), and uninfected donors (HD). Gene expression validation was performed by RT-PCR, flow cytometry, and in vitro functional assays. FINDINGS Decreased Th17 cell frequencies in STs and ECs versus HDs coincided with reduced Th17-lineage cytokine production in vitro. Accordingly, the RORγt/RORC2 repressor NR1D1 was upregulated, while the RORγt/RORC2 inducer Semaphorin 4D was decreased in memory CCR6+ T-cells of STs and ECs versus HDs. The presence of HIV-DNA in memory CCR6+ T-cells of ST and EC corresponded with the downregulation of HIV restriction factors (SERINC3, KLF3, and RNF125) and HIV inhibitors (tetraspanins), along with increased expression of the HIV-dependency factor MRE11, indicative of higher susceptibility/permissiveness to HIV-1 infection. Furthermore, markers of DNA damage/modification were elevated in memory CCR6+ T-cells of STs and ECs versus HDs, in line with their increased activation (CD38/HLA-DR), senescence/exhaustion phenotype (CTLA-4/PD-1/CD57) and their decreased expression of proliferation marker Ki-67. INTERPRETATION These results reveal new molecular mechanisms of Th17 cell deficit in ST and EC PWH despite a successful control of HIV-1 replication. This knowledge points to potential therapeutic interventions to limit HIV-1 infection and restore frequencies, effector functions, and senescence/exhaustion in Th17 cells. FUNDING This study was funded by the Canadian Institutes of Health Research (CIHR, operating grant MOP 142294, and the Canadian HIV Cure Enterprise [CanCURE 2.0] Team Grant HB2 164064), and in part, by the Réseau SIDA et maladies infectieuses du Fonds de recherche du Québec-Santé (FRQ-S).
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Affiliation(s)
- Alexis Yero
- Department of Biological Sciences and CERMO-FC Research Centre, Université du Québec à Montréal (UQAM), Montreal, QC, Canada
| | | | - Tao Shi
- Department of Biological Sciences and CERMO-FC Research Centre, Université du Québec à Montréal (UQAM), Montreal, QC, Canada
| | - Cecilia T Costiniuk
- Chronic Viral Illness Service and Research Institute of the McGill University Health Centre, Montreal, QC, Canada
| | - Jean-Pierre Routy
- Chronic Viral Illness Service and Research Institute of the McGill University Health Centre, Montreal, QC, Canada
| | - Cecile Tremblay
- Centre de Recherche du Centre Hospitalier de l'Université de Montréal (CR-CHUM), Montreal, QC, Canada; Département de Microbiologie, Infectiologie et Immunologie, Faculté de Médecine, Université de Montréal, Montreal, QC, Canada
| | - Ralph-Sydney Mboumba Bouassa
- Department of Biological Sciences and CERMO-FC Research Centre, Université du Québec à Montréal (UQAM), Montreal, QC, Canada
| | - Yulia Alexandrova
- Department of Biological Sciences and CERMO-FC Research Centre, Université du Québec à Montréal (UQAM), Montreal, QC, Canada
| | - Amélie Pagliuzza
- Centre de Recherche du Centre Hospitalier de l'Université de Montréal (CR-CHUM), Montreal, QC, Canada
| | - Nicolas Chomont
- Centre de Recherche du Centre Hospitalier de l'Université de Montréal (CR-CHUM), Montreal, QC, Canada; Département de Microbiologie, Infectiologie et Immunologie, Faculté de Médecine, Université de Montréal, Montreal, QC, Canada
| | - Petronela Ancuta
- Centre de Recherche du Centre Hospitalier de l'Université de Montréal (CR-CHUM), Montreal, QC, Canada; Département de Microbiologie, Infectiologie et Immunologie, Faculté de Médecine, Université de Montréal, Montreal, QC, Canada
| | - Mohammad-Ali Jenabian
- Department of Biological Sciences and CERMO-FC Research Centre, Université du Québec à Montréal (UQAM), Montreal, QC, Canada; Département de Microbiologie, Infectiologie et Immunologie, Faculté de Médecine, Université de Montréal, Montreal, QC, Canada.
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3
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D'Orso I. The HIV-1 Transcriptional Program: From Initiation to Elongation Control. J Mol Biol 2024:168690. [PMID: 38936695 DOI: 10.1016/j.jmb.2024.168690] [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: 04/01/2024] [Revised: 06/20/2024] [Accepted: 06/21/2024] [Indexed: 06/29/2024]
Abstract
A large body of work in the last four decades has revealed the key pillars of HIV-1 transcription control at the initiation and elongation steps. Here, I provide a recount of this collective knowledge starting with the genomic elements (DNA and nascent TAR RNA stem-loop) and transcription factors (cellular and the viral transactivator Tat), and later transitioning to the assembly and regulation of transcription initiation and elongation complexes, and the role of chromatin structure. Compelling evidence support a core HIV-1 transcriptional program regulated by the sequential and concerted action of cellular transcription factors and Tat to promote initiation and sustain elongation, highlighting the efficiency of a small virus to take over its host to produce the high levels of transcription required for viral replication. I summarize new advances including the use of CRISPR-Cas9, genetic tools for acute factor depletion, and imaging to study transcriptional dynamics, bursting and the progression through the multiple phases of the transcriptional cycle. Finally, I describe current challenges to future major advances and discuss areas that deserve more attention to both bolster our basic knowledge of the core HIV-1 transcriptional program and open up new therapeutic opportunities.
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Affiliation(s)
- Iván D'Orso
- Department of Microbiology, The University of Texas Southwestern Medical Center, Dallas, TX 75390, USA.
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Kilroy JM, Leal AA, Henderson AJ. Chronic HIV Transcription, Translation, and Persistent Inflammation. Viruses 2024; 16:751. [PMID: 38793632 PMCID: PMC11125830 DOI: 10.3390/v16050751] [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: 04/16/2024] [Revised: 05/02/2024] [Accepted: 05/07/2024] [Indexed: 05/26/2024] Open
Abstract
People with HIV exhibit persistent inflammation that correlates with HIV-associated comorbidities including accelerated aging, increased risk of cardiovascular disease, and neuroinflammation. Mechanisms that perpetuate chronic inflammation in people with HIV undergoing antiretroviral treatments are poorly understood. One hypothesis is that the persistent low-level expression of HIV proviruses, including RNAs generated from defective proviral genomes, drives the immune dysfunction that is responsible for chronic HIV pathogenesis. We explore factors during HIV infection that contribute to the generation of a pool of defective proviruses as well as how HIV-1 mRNA and proteins alter immune function in people living with HIV.
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Affiliation(s)
- Jonathan M. Kilroy
- Department of Virology, Immunology, Microbiology, Boston University Chobanian and Avedisian School of Medicine, Boston, MA 02118, USA; (J.M.K.); (A.A.L.)
| | - Andrew A. Leal
- Department of Virology, Immunology, Microbiology, Boston University Chobanian and Avedisian School of Medicine, Boston, MA 02118, USA; (J.M.K.); (A.A.L.)
| | - Andrew J. Henderson
- Department of Virology, Immunology, Microbiology, Boston University Chobanian and Avedisian School of Medicine, Boston, MA 02118, USA; (J.M.K.); (A.A.L.)
- Department of Medicine and Virology, Immunology, Microbiology, Boston University Chobanian and Avedisian School of Medicine, Boston, MA 02118, USA
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5
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Izquierdo-Pujol J, Puertas MC, Martinez-Picado J, Morón-López S. Targeting Viral Transcription for HIV Cure Strategies. Microorganisms 2024; 12:752. [PMID: 38674696 PMCID: PMC11052381 DOI: 10.3390/microorganisms12040752] [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: 03/21/2024] [Revised: 04/05/2024] [Accepted: 04/05/2024] [Indexed: 04/28/2024] Open
Abstract
Combination antiretroviral therapy (ART) suppresses viral replication to undetectable levels, reduces mortality and morbidity, and improves the quality of life of people living with HIV (PWH). However, ART cannot cure HIV infection because it is unable to eliminate latently infected cells. HIV latency may be regulated by different HIV transcription mechanisms, such as blocks to initiation, elongation, and post-transcriptional processes. Several latency-reversing (LRA) and -promoting agents (LPA) have been investigated in clinical trials aiming to eliminate or reduce the HIV reservoir. However, none of these trials has shown a conclusive impact on the HIV reservoir. Here, we review the cellular and viral factors that regulate HIV-1 transcription, the potential pharmacological targets and genetic and epigenetic editing techniques that have been or might be evaluated to disrupt HIV-1 latency, the role of miRNA in post-transcriptional regulation of HIV-1, and the differences between the mechanisms regulating HIV-1 and HIV-2 expression.
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Affiliation(s)
- Jon Izquierdo-Pujol
- IrsiCaixa, 08916 Badalona, Spain; (J.I.-P.); (M.C.P.); (J.M.-P.)
- Germans Trias i Pujol Research Institute (IGTP), 08916 Badalona, Spain
| | - Maria C. Puertas
- IrsiCaixa, 08916 Badalona, Spain; (J.I.-P.); (M.C.P.); (J.M.-P.)
- Germans Trias i Pujol Research Institute (IGTP), 08916 Badalona, Spain
- CIBERINFEC, 28029 Madrid, Spain
| | - Javier Martinez-Picado
- IrsiCaixa, 08916 Badalona, Spain; (J.I.-P.); (M.C.P.); (J.M.-P.)
- Germans Trias i Pujol Research Institute (IGTP), 08916 Badalona, Spain
- CIBERINFEC, 28029 Madrid, Spain
- Department of Infectious Diseases and Immunity, School of Medicine, University of Vic-Central University of Catalonia (UVic-UCC), 08500 Vic, Spain
- Catalan Institution for Research and Advanced Studies (ICREA), 08010 Barcelona, Spain
| | - Sara Morón-López
- IrsiCaixa, 08916 Badalona, Spain; (J.I.-P.); (M.C.P.); (J.M.-P.)
- Germans Trias i Pujol Research Institute (IGTP), 08916 Badalona, Spain
- CIBERINFEC, 28029 Madrid, Spain
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6
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Mbonye U, Karn J. The cell biology of HIV-1 latency and rebound. Retrovirology 2024; 21:6. [PMID: 38580979 PMCID: PMC10996279 DOI: 10.1186/s12977-024-00639-w] [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: 04/07/2024] Open
Abstract
Transcriptionally latent forms of replication-competent proviruses, present primarily in a small subset of memory CD4+ T cells, pose the primary barrier to a cure for HIV-1 infection because they are the source of the viral rebound that almost inevitably follows the interruption of antiretroviral therapy. Over the last 30 years, many of the factors essential for initiating HIV-1 transcription have been identified in studies performed using transformed cell lines, such as the Jurkat T-cell model. However, as highlighted in this review, several poorly understood mechanisms still need to be elucidated, including the molecular basis for promoter-proximal pausing of the transcribing complex and the detailed mechanism of the delivery of P-TEFb from 7SK snRNP. Furthermore, the central paradox of HIV-1 transcription remains unsolved: how are the initial rounds of transcription achieved in the absence of Tat? A critical limitation of the transformed cell models is that they do not recapitulate the transitions between active effector cells and quiescent memory T cells. Therefore, investigation of the molecular mechanisms of HIV-1 latency reversal and LRA efficacy in a proper physiological context requires the utilization of primary cell models. Recent mechanistic studies of HIV-1 transcription using latently infected cells recovered from donors and ex vivo cellular models of viral latency have demonstrated that the primary blocks to HIV-1 transcription in memory CD4+ T cells are restrictive epigenetic features at the proviral promoter, the cytoplasmic sequestration of key transcription initiation factors such as NFAT and NF-κB, and the vanishingly low expression of the cellular transcription elongation factor P-TEFb. One of the foremost schemes to eliminate the residual reservoir is to deliberately reactivate latent HIV-1 proviruses to enable clearance of persisting latently infected cells-the "Shock and Kill" strategy. For "Shock and Kill" to become efficient, effective, non-toxic latency-reversing agents (LRAs) must be discovered. Since multiple restrictions limit viral reactivation in primary cells, understanding the T-cell signaling mechanisms that are essential for stimulating P-TEFb biogenesis, initiation factor activation, and reversing the proviral epigenetic restrictions have become a prerequisite for the development of more effective LRAs.
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Affiliation(s)
- Uri Mbonye
- Department of Molecular Biology and Microbiology, Case Western Reserve University School of Medicine, Cleveland, OH, 44106, USA.
| | - Jonathan Karn
- Department of Molecular Biology and Microbiology, Case Western Reserve University School of Medicine, Cleveland, OH, 44106, USA.
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7
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Rezaei S, Timani KA, He JJ. Metformin Treatment Leads to Increased HIV Transcription and Gene Expression through Increased CREB Phosphorylation and Recruitment to the HIV LTR Promoter. Aging Dis 2024; 15:831-850. [PMID: 37450926 PMCID: PMC10917544 DOI: 10.14336/ad.2023.0705] [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: 05/19/2023] [Accepted: 07/05/2023] [Indexed: 07/18/2023] Open
Abstract
Antiretroviral therapy has effectively suppressed HIV infection and replication and prolonged the lifespan of HIV-infected individuals. In the meantime, various complications including type 2 diabetes associated with the long-term antiviral therapy have shown steady increases. Metformin has been the front-line anti-hyperglycemic drug of choice and the most widely prescribed medication for the treatment of type 2 diabetes. However, little is known about the effects of Metformin on HIV infection and replication. In this study, we showed that Metformin treatment enhanced HIV gene expression and transcription in HIV-transfected 293T and HIV-infected Jurkat and human PBMC. Moreover, we demonstrated that Metformin treatment resulted in increased CREB expression and phosphorylation, and TBP expression. Furthermore, we showed that Metformin treatment increased the recruitment of phosphorylated CREB and TBP to the HIV LTR promoter. Lastly, we showed that inhibition of CREB phosphorylation/activation significantly abrogated Metformin-enhanced HIV gene expression. Taken together, these results demonstrated that Metformin treatment increased HIV transcription, gene expression, and production through increased CREB phosphorylation and recruitment to the HIV LTR promoter. These findings may help design the clinical management plan and HIV cure strategy of using Metformin to treat type 2 diabetes, a comorbidity with an increasing prevalence, in people living with HIV.
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Affiliation(s)
- Sahar Rezaei
- Department of Microbiology and Immunology, Rosalind Franklin University, Chicago Medical School, North Chicago, IL 60064, USA.
- Center for Cancer Cell Biology, Immunology and Infection, Rosalind Franklin University, North Chicago, IL 60064, USA.
- School of Graduate and Postdoctoral Studies, Rosalind Franklin University, North Chicago, IL 60064, USA.
| | - Khalid A Timani
- Department of Microbiology and Immunology, Rosalind Franklin University, Chicago Medical School, North Chicago, IL 60064, USA.
- Center for Cancer Cell Biology, Immunology and Infection, Rosalind Franklin University, North Chicago, IL 60064, USA.
- School of Graduate and Postdoctoral Studies, Rosalind Franklin University, North Chicago, IL 60064, USA.
| | - Johnny J He
- Department of Microbiology and Immunology, Rosalind Franklin University, Chicago Medical School, North Chicago, IL 60064, USA.
- Center for Cancer Cell Biology, Immunology and Infection, Rosalind Franklin University, North Chicago, IL 60064, USA.
- School of Graduate and Postdoctoral Studies, Rosalind Franklin University, North Chicago, IL 60064, USA.
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8
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Bruggemans A, Vansant G, Van de Velde P, Debyser Z. The HIV-2 OGH double reporter virus shows that HIV-2 is less cytotoxic and less sensitive to reactivation from latency than HIV-1 in cell culture. J Virus Erad 2023; 9:100343. [PMID: 37701289 PMCID: PMC10493508 DOI: 10.1016/j.jve.2023.100343] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/29/2022] [Revised: 08/10/2023] [Accepted: 08/14/2023] [Indexed: 09/14/2023] Open
Abstract
A better understanding of HIV-1 latency is a research priority in HIV cure research. Conversely, little is known about the latency characteristics of HIV-2, the closely related human lentivirus. Though both viruses cause AIDS, HIV-2 infection progresses more slowly with significantly lower viral loads, even when corrected for CD4+ T cell counts. Hence a direct comparison of latency characteristics between HIV-1 and HIV-2 could provide important clues towards a functional cure. Transduction of SupT1 cells with single-round HIV-1 and HIV-2 viruses with an enhanced green fluorescent protein (eGFP) reporter showed higher levels of eGFP expression for HIV-2 than HIV-1, while HIV-1 expression appeared more cytotoxic. To compare HIV-1 and HIV-2 gene expression, latency and reactivation in more detail, we have generated HIV-2 OGH, a replication deficient, near full- length, double reporter virus that discriminates latently and productively infected cells in cell culture. This construct is based on HIV-1 OGH, and to our knowledge, first of its kind for HIV-2. Using this construct we have observed a higher eGFP expression for HIV-2, but higher losses of HIV-1 transduced cells in SupT1 and Jurkat cells and a reduced sensitivity of HIV-2 for reactivation with TNF-α. In addition, we have analysed HIV-2 integration sites and their epigenetic environment. HIV-1 and HIV-2 share a preference for actively transcribed genes in gene-dense regions and favor active chromatin marks while disfavoring methylation markers associated with heterochromatin. In conclusion the HIV-2 OGH construct provides an interesting tool for studying HIV-2 expression, latency and reactivation. As simian immunodeficiency virus (SIV) and HIV-2 have been proposed to model a functional HIV cure, a better understanding of the mechanisms governing HIV-2 and SIV latency will be important to move forward. Further research is needed to investigate if HIV-2 uses similar mechanisms as HIV-1 to achieve its integration site selectivity.
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Affiliation(s)
- Anne Bruggemans
- Molecular Virology and Gene Therapy, KU Leuven, Leuven, Flanders, Belgium
| | - Gerlinde Vansant
- Molecular Virology and Gene Therapy, KU Leuven, Leuven, Flanders, Belgium
| | | | - Zeger Debyser
- Molecular Virology and Gene Therapy, KU Leuven, Leuven, Flanders, Belgium
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9
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Collora JA, Ho YC. Integration site-dependent HIV-1 promoter activity shapes host chromatin conformation. Genome Res 2023; 33:891-906. [PMID: 37295842 PMCID: PMC10519397 DOI: 10.1101/gr.277698.123] [Citation(s) in RCA: 3] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/16/2023] [Accepted: 06/05/2023] [Indexed: 06/12/2023]
Abstract
HIV-1 integration introduces ectopic transcription factor binding sites into host chromatin. We postulate that the integrated provirus serves as an ectopic enhancer that recruits additional transcription factors to the integration locus, increases chromatin accessibility, changes 3D chromatin interactions, and enhances both retroviral and host gene expression. We used four well-characterized HIV-1-infected cell line clones having unique integration sites and low to high levels of HIV-1 expression. Using single-cell DOGMA-seq, which captured the heterogeneity of HIV-1 expression and host chromatin accessibility, we found that HIV-1 transcription correlated with HIV-1 accessibility and host chromatin accessibility. HIV-1 integration increased local host chromatin accessibility within an ∼5- to 30-kb distance. CRISPRa- and CRISPRi-mediated HIV-1 promoter activation and inhibition confirmed integration site-dependent HIV-1-driven changes of host chromatin accessibility. HIV-1 did not drive chromatin confirmation changes at the genomic level (by Hi-C) or the enhancer connectome (by H3K27ac HiChIP). Using 4C-seq to interrogate HIV-1-chromatin interactions, we found that HIV-1 interacted with host chromatin ∼100-300 kb from the integration site. By identifying chromatin regions having both increased transcription factor activity (by ATAC-seq) and HIV-1-chromatin interaction (by 4C-seq), we identified enrichment of ETS, RUNT, and ZNF-family transcription factor binding that may mediate HIV-1-host chromatin interactions. Our study has found that HIV-1 promoter activity increases host chromatin accessibility, and HIV-1 interacted with host chromatin within the existing chromatin boundaries in an integration site-dependent manner.
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Affiliation(s)
- Jack A Collora
- Department of Microbial Pathogenesis, Yale University School of Medicine, New Haven, Connecticut 06519, USA
| | - Ya-Chi Ho
- Department of Microbial Pathogenesis, Yale University School of Medicine, New Haven, Connecticut 06519, USA
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10
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Li M, Budai MM, Chen M, Wang J. Targeting HIV-1 reservoirs in T cell subsets. Front Immunol 2023; 14:1087923. [PMID: 36742330 PMCID: PMC9895780 DOI: 10.3389/fimmu.2023.1087923] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/02/2022] [Accepted: 01/09/2023] [Indexed: 01/22/2023] Open
Abstract
The HIV-1 reservoirs harbor the latent proviruses that are integrated into the host genome. It is a challenging task to eradicate the proviruses in order to achieve an HIV cure. We have described a strategy for the clearance of HIV-1 infection through selective elimination of host cells harboring replication-competent HIV (SECH), by inhibition of autophagy and promotion of apoptosis during viral re-activation. HIV-1 can infect various CD4+ T cell subsets, but it is not known whether the SECH approach is equally effective in targeting HIV-1 reservoirs in these different subsets in vivo. In a humanized mouse model, we found that treatments of HIV-1 infection by suppressive antiretroviral therapy (ART) led to the establishment of latent HIV reservoirs in naïve, central memory and effector memory T cells. Moreover, SECH treatments could clear latent HIV-1 reservoirs in these different T cell subsets of humanized mice. Co-culture studies showed that T cell subsets latently infected by HIV-1, but not uninfected bystander cells, were susceptible to cell death induced by SECH treatments. Our study suggests that the SECH strategy is effective for specific targeting of latent HIV-1 reservoirs in different T cell subsets.
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Affiliation(s)
- Min Li
- Immunobiology and Transplant Science Center, Houston Methodist Research Institute, Houston, TX, United States
| | - Marietta M. Budai
- Immunobiology and Transplant Science Center, Houston Methodist Research Institute, Houston, TX, United States
| | - Min Chen
- Department of Pathology and Immunology, Baylor College of Medicine, Houston, TX, United States
| | - Jin Wang
- Immunobiology and Transplant Science Center, Houston Methodist Research Institute, Houston, TX, United States
- Department of Surgery, Weill Cornell Medical College, Cornell University, New York, NY, United States
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11
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Li Y, Chen L, Li Y, Deng P, Yang C, Li Y, Liao L, Zhu Z, Wang Y, Huang R. miR-2188-5p promotes GCRV replication by the targeted degradation of klf2a in Ctenopharyngodon idellus. DEVELOPMENTAL AND COMPARATIVE IMMUNOLOGY 2023; 138:104516. [PMID: 36084755 DOI: 10.1016/j.dci.2022.104516] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/05/2022] [Revised: 08/12/2022] [Accepted: 08/12/2022] [Indexed: 06/15/2023]
Abstract
Studies on host immunity evasion by aquatic viruses have largely focused on coding genes. There is accumulating evidence for the important biological functions of non-coding miRNAs in virus-host interactions. The regulatory functions of non-coding miRNAs in fish reovirus-host interactions remain unknown. Here, miR-2188-5p in grass carp (Ctenopharyngodon idellus), a miRNA specific to teleosts, was predicted to target the 3' UTR of the transcription factor klf2a. A correlation analysis and dual-luciferase reporter assay revealed that miR-2188-5p could induce the degradation of klf2a. The expression of miR-2188-5p induced the degradation of klf2a in a dose-dependent manner, suppressing the type I interferon response and promoting grass carp reovirus (GCRV) replication. As determined by a co-expression analysis, klf2a inhibited viral infection when miR-2188-5p was overexpressed. The targeted degradation of klf2a by miR-2188-5p could inhibit the type I interferon response and promote the replication of GCRV; however, this targeted degradation ability was insufficient to fully inhibit GCRV infection. These results provide novel insights into the regulatory effects and biological functions of non-coding miRNAs in fish-virus interactions.
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Affiliation(s)
- Yangyu Li
- State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan, 430072, China; University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Liangming Chen
- State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan, 430072, China; University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Yangyang Li
- State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan, 430072, China; University of Chinese Academy of Sciences, Beijing, 100049, China
| | - Ping Deng
- Wuhan Academy of Agricultural Sciences, Wuhan, 430207, China
| | - Cheng Yang
- State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan, 430072, China
| | - Yongming Li
- State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan, 430072, China
| | - Lanjie Liao
- State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan, 430072, China
| | - Zuoyan Zhu
- State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan, 430072, China
| | - Yaping Wang
- State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan, 430072, China; Innovative Academy of Seed Design, Chinese Academy of Sciences, Beijing, 100101, China
| | - Rong Huang
- State Key Laboratory of Freshwater Ecology and Biotechnology, Institute of Hydrobiology, Chinese Academy of Sciences, Wuhan, 430072, China.
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12
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Xu S, Sun L, Zalloum WA, Zhang X, Huang T, Ding D, Tao Y, Zhao F, Gao S, Kang D, De Clercq E, Pannecouque C, Dick A, Cocklin S, Liu X, Zhan P. From design to biological mechanism evaluation of phenylalanine-bearing HIV-1 capsid inhibitors targeting a vital assembly interface. CHINESE CHEM LETT 2022. [DOI: 10.1016/j.cclet.2022.06.034] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/03/2022]
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13
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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: 4] [Impact Index Per Article: 2.0] [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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14
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Wu N, Chen S, Luo Q, Jiang Z, Wang X, Li Y, Qiu J, Yu K, Yang Y, Zhuang J. Kruppel-like factor 2 acts as a tumor suppressor in human retinoblastoma. Exp Eye Res 2022; 216:108955. [DOI: 10.1016/j.exer.2022.108955] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2021] [Revised: 01/10/2022] [Accepted: 01/18/2022] [Indexed: 12/26/2022]
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15
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Kuniholm J, Armstrong E, Bernabe B, Coote C, Berenson A, Patalano SD, Olson A, He X, Lin NH, Fuxman Bass JI, Henderson AJ. Intragenic proviral elements support transcription of defective HIV-1 proviruses. PLoS Pathog 2021; 17:e1009982. [PMID: 34962974 PMCID: PMC8746790 DOI: 10.1371/journal.ppat.1009982] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/25/2021] [Revised: 01/10/2022] [Accepted: 12/07/2021] [Indexed: 11/18/2022] Open
Abstract
HIV-1 establishes a persistent proviral reservoir by integrating into the genome of infected host cells. Current antiretroviral treatments do not target this persistent population of proviruses which include latently infected cells that upon treatment interruption can be reactivated to contribute to HIV-1 rebound. Deep sequencing of persistent HIV proviruses has revealed that greater than 90% of integrated HIV genomes are defective and unable to produce infectious virions. We hypothesized that intragenic elements in the HIV genome support transcription of aberrant HIV-1 RNAs from defective proviruses that lack long terminal repeats (LTRs). Using an intact provirus detection assay, we observed that resting CD4+ T cells and monocyte-derived macrophages (MDMs) are biased towards generating defective HIV-1 proviruses. Multiplex reverse transcription droplet digital PCR identified env and nef transcripts which lacked 5' untranslated regions (UTR) in acutely infected CD4+ T cells and MDMs indicating transcripts are generated that do not utilize the promoter within the LTR. 5'UTR-deficient env transcripts were also identified in a cohort of people living with HIV (PLWH) on ART, suggesting that these aberrant RNAs are produced in vivo. Using 5' rapid amplification of cDNA ends (RACE), we mapped the start site of these transcripts within the Env gene. This region bound several cellular transcription factors and functioned as a transcriptional regulatory element that could support transcription and translation of downstream HIV-1 RNAs. These studies provide mechanistic insights into how defective HIV-1 proviruses are persistently expressed to potentially drive inflammation in PLWH.
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Affiliation(s)
- Jeffrey Kuniholm
- Boston University School of Medicine, Department of Microbiology, Boston, Massachusetts, United States of America
| | - Elise Armstrong
- Boston University School of Medicine, Department of Medicine, Section of Infectious Diseases; Boston, Massachusetts, United States of America
| | - Brandy Bernabe
- Boston University School of Medicine Graduate Medical Sciences, Boston, Massachusetts, United States of America
| | - Carolyn Coote
- Boston University School of Medicine, Department of Medicine, Section of Infectious Diseases; Boston, Massachusetts, United States of America
| | - Anna Berenson
- Boston University, Department of Biology, Boston, Massachusetts, United States of America
| | - Samantha D. Patalano
- Boston University, Department of Biology, Boston, Massachusetts, United States of America
| | - Alex Olson
- Boston University School of Medicine, Department of Medicine, Section of Infectious Diseases; Boston, Massachusetts, United States of America
| | - Xianbao He
- Boston University School of Medicine, Department of Medicine, Section of Infectious Diseases; Boston, Massachusetts, United States of America
| | - Nina H. Lin
- Boston University School of Medicine, Department of Medicine, Section of Infectious Diseases; Boston, Massachusetts, United States of America
| | - Juan I. Fuxman Bass
- Boston University, Department of Biology, Boston, Massachusetts, United States of America
| | - Andrew J. Henderson
- Boston University School of Medicine, Department of Microbiology, Boston, Massachusetts, United States of America
- Boston University School of Medicine, Department of Medicine, Section of Infectious Diseases; Boston, Massachusetts, United States of America
- Boston University School of Medicine Graduate Medical Sciences, Boston, Massachusetts, United States of America
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16
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Acchioni C, Palermo E, Sandini S, Acchioni M, Hiscott J, Sgarbanti M. Fighting HIV-1 Persistence: At the Crossroads of "Shoc-K and B-Lock". Pathogens 2021; 10:pathogens10111517. [PMID: 34832672 PMCID: PMC8622007 DOI: 10.3390/pathogens10111517] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/06/2021] [Revised: 11/10/2021] [Accepted: 11/17/2021] [Indexed: 12/12/2022] Open
Abstract
Despite the success of highly active antiretroviral therapy (HAART), integrated HIV-1 proviral DNA cannot be eradicated from an infected individual. HAART is not able to eliminate latently infected cells that remain invisible to the immune system. Viral sanctuaries in specific tissues and immune-privileged sites may cause residual viral replication that contributes to HIV-1 persistence. The “Shock or Kick, and Kill” approach uses latency reversing agents (LRAs) in the presence of HAART, followed by cell-killing due to viral cytopathic effects and immune-mediated clearance. Different LRAs may be required for the in vivo reactivation of HIV-1 in different CD4+ T cell reservoirs, leading to the activation of cellular transcription factors acting on the integrated proviral HIV-1 LTR. An important requirement for LRA drugs is the reactivation of viral transcription and replication without causing a generalized immune activation. Toll-like receptors, RIG-I like receptors, and STING agonists have emerged recently as a new class of LRAs that augment selective apoptosis in reactivated T lymphocytes. The challenge is to extend in vitro observations to HIV-1 positive patients. Further studies are also needed to overcome the mechanisms that protect latently infected cells from reactivation and/or elimination by the immune system. The Block and Lock alternative strategy aims at using latency promoting/inducing agents (LPAs/LIAs) to block the ability of latent proviruses to reactivate transcription in order to achieve a long term lock down of potential residual virus replication. The Shock and Kill and the Block and Lock approaches may not be only alternative to each other, but, if combined together (one after the other), or given all at once [namely “Shoc-K(kill) and B(block)-Lock”], they may represent a better approach to a functional cure.
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Affiliation(s)
- Chiara Acchioni
- Department of Infectious Diseases, Istituto Superiore di Sanità, Viale Regina Elena 299, 00161 Rome, Italy; (C.A.); (S.S.); (M.A.)
| | - Enrico Palermo
- Istituto Pasteur Italia—Cenci Bolognetti Foundation, Viale Regina Elena 291, 00161 Rome, Italy; (E.P.); (J.H.)
| | - Silvia Sandini
- Department of Infectious Diseases, Istituto Superiore di Sanità, Viale Regina Elena 299, 00161 Rome, Italy; (C.A.); (S.S.); (M.A.)
| | - Marta Acchioni
- Department of Infectious Diseases, Istituto Superiore di Sanità, Viale Regina Elena 299, 00161 Rome, Italy; (C.A.); (S.S.); (M.A.)
| | - John Hiscott
- Istituto Pasteur Italia—Cenci Bolognetti Foundation, Viale Regina Elena 291, 00161 Rome, Italy; (E.P.); (J.H.)
| | - Marco Sgarbanti
- Department of Infectious Diseases, Istituto Superiore di Sanità, Viale Regina Elena 299, 00161 Rome, Italy; (C.A.); (S.S.); (M.A.)
- Correspondence: ; Tel.: +39-06-4990-3266
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17
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Zhang Q, Kang Y, Wang S, Gonzalez GM, Li W, Hui H, Wang Y, Rana TM. HIV reprograms host m 6Am RNA methylome by viral Vpr protein-mediated degradation of PCIF1. Nat Commun 2021; 12:5543. [PMID: 34545078 PMCID: PMC8452764 DOI: 10.1038/s41467-021-25683-4] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2020] [Accepted: 08/26/2021] [Indexed: 12/24/2022] Open
Abstract
N6,2′-O-dimethyladenosine (m6Am) is an abundant RNA modification located adjacent to the 5′-end of the mRNA 7-methylguanosine (m7G) cap structure. m6A methylation on 2′-O-methylated A at the 5′-ends of mRNAs is catalyzed by the methyltransferase Phosphorylated CTD Interacting Factor 1 (PCIF1). The role of m6Am and the function of PCIF1 in regulating host–pathogens interactions are unknown. Here, we investigate the dynamics and reprogramming of the host m6Am RNA methylome during HIV infection. We show that HIV infection induces a dramatic decrease in m6Am of cellular mRNAs. By using PCIF1 depleted T cells, we identify 2237 m6Am genes and 854 are affected by HIV infection. Strikingly, we find that PCIF1 methyltransferase function restricts HIV replication. Further mechanism studies show that HIV viral protein R (Vpr) interacts with PCIF1 and induces PCIF1 ubiquitination and degradation. Among the m6Am genes, we find that PCIF1 inhibits HIV infection by enhancing a transcription factor ETS1 (ETS Proto-Oncogene 1, transcription factor) stability that binds HIV promoter to regulate viral transcription. Altogether, our study discovers the role of PCIF1 in HIV–host interactions, identifies m6Am modified genes in T cells which are affected by viral infection, and reveals how HIV regulates host RNA epitranscriptomics through PCIF1 degradation. m6Am is a modification of the 5′ end of mRNAs catalyzed by PCIF1. Here, Zhang et al. show that HIV infection induces a decrease in m6Am of cellular mRNAs through Vpr-mediated PCIF1 ubiquitination and degradation, resulting in increased HIV replication through regulation of host transcription factors.
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Affiliation(s)
- Qiong Zhang
- Division of Genetics, Department of Pediatrics, Institute for Genomic Medicine, Program in Immunology, Center for AIDS Research, University of California San Diego School of Medicine, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Yuqi Kang
- Division of Genetics, Department of Pediatrics, Institute for Genomic Medicine, Program in Immunology, Center for AIDS Research, University of California San Diego School of Medicine, 9500 Gilman Drive, La Jolla, CA, 92093, USA.,Department of Biology, Bioinformatics Program, University of California San Diego School of Medicine, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Shaobo Wang
- Division of Genetics, Department of Pediatrics, Institute for Genomic Medicine, Program in Immunology, Center for AIDS Research, University of California San Diego School of Medicine, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Gwendolyn Michelle Gonzalez
- Environmental Toxicology Graduate Program and Department of Chemistry, University of California, Riverside, CA, 92521, USA
| | - Wanyu Li
- Division of Genetics, Department of Pediatrics, Institute for Genomic Medicine, Program in Immunology, Center for AIDS Research, University of California San Diego School of Medicine, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Hui Hui
- Division of Genetics, Department of Pediatrics, Institute for Genomic Medicine, Program in Immunology, Center for AIDS Research, University of California San Diego School of Medicine, 9500 Gilman Drive, La Jolla, CA, 92093, USA.,Department of Biology, Bioinformatics Program, University of California San Diego School of Medicine, 9500 Gilman Drive, La Jolla, CA, 92093, USA
| | - Yinsheng Wang
- Environmental Toxicology Graduate Program and Department of Chemistry, University of California, Riverside, CA, 92521, USA
| | - Tariq M Rana
- Division of Genetics, Department of Pediatrics, Institute for Genomic Medicine, Program in Immunology, Center for AIDS Research, University of California San Diego School of Medicine, 9500 Gilman Drive, La Jolla, CA, 92093, USA.
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