1
|
Yang J, Shi C, Cheng Y, Zhu Y, Yang X, Liang Y, Liang H, Lin Q, Li M, Xun J, Liu J, Yin C, Qi J, Zhu H. Effective in vivo reactivation of HIV-1 latency reservoir via oral administration of EK-16A-SNEDDS. Eur J Pharm Biopharm 2024; 201:114353. [PMID: 38885911 DOI: 10.1016/j.ejpb.2024.114353] [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: 03/22/2024] [Revised: 05/29/2024] [Accepted: 06/07/2024] [Indexed: 06/20/2024]
Abstract
The latent reservoir of human immunodeficiency virus (HIV) is a major obstacle in the treatment of acquired immune deficiency syndrome (AIDS). The "shock and kill" strategy has emerged as a promising approach for clearing HIV latent reservoirs. However, current latency-reversing agents (LRAs) have limitations in effectively and safely activating the latent virus and reducing the HIV latent reservoirs in clinical practice. Previously, EK-16A was extracted from Euphorbia kansui, which had the effect of interfering with the HIV-1 latent reservoir and inhibiting HIV-1 entry. Nevertheless, there is no suitable and efficient EK-16A oral formulation for in vivo delivery and clinical use. In this study, an oral EK-16A self-nanoemulsifying drug delivery system (EK-16A-SNEDDS) was proposed to "shock" the HIV-1 latent reservoir. This system aims to enhance the bioavailability and delivery of EK-16A to various organs. The composition of EK-16A-SNEDDS was optimized through self-emulsifying grading and ternary phase diagram tests. Cell models, pharmacokinetic experiments, and pharmacodynamics in HIV-1 latent cell transplant animal models suggested that EK-16A-SNEDDS could be absorbed by the gastrointestinal tract and enter the blood circulation after oral administration, thereby reaching various organs to activate latent HIV-1. The prepared EK-16A-SNEDDS demonstrated safety and efficacy, exhibited high clinical experimental potential, and may be a promising oral preparation for eliminating HIV-1 latent reservoirs.
Collapse
Affiliation(s)
- Jinlong Yang
- State Key Laboratory of Genetic Engineering and Key Laboratory of Medical Molecular Virology of Ministry of Education/Health, Institute of Genetics, School of Life Sciences, Fudan University, Shanghai 200438, China; Key Laboratory of Smart Drug Delivery of MOE, School of Pharmacy, Fudan University, Shanghai 201203, China; Shanghai Skin Disease Hospital, School of Medicine, Tongji University, Shanghai 200443, China
| | - Chenyi Shi
- State Key Laboratory of Genetic Engineering and Key Laboratory of Medical Molecular Virology of Ministry of Education/Health, Institute of Genetics, School of Life Sciences, Fudan University, Shanghai 200438, China
| | - Yipeng Cheng
- State Key Laboratory of Genetic Engineering and Key Laboratory of Medical Molecular Virology of Ministry of Education/Health, Institute of Genetics, School of Life Sciences, Fudan University, Shanghai 200438, China
| | - Yuqi Zhu
- State Key Laboratory of Genetic Engineering and Key Laboratory of Medical Molecular Virology of Ministry of Education/Health, Institute of Genetics, School of Life Sciences, Fudan University, Shanghai 200438, China
| | - Xinyi Yang
- State Key Laboratory of Genetic Engineering and Key Laboratory of Medical Molecular Virology of Ministry of Education/Health, Institute of Genetics, School of Life Sciences, Fudan University, Shanghai 200438, China; Yiwu Research Institute of Fudan University, Yiwu 322000, China
| | - Yue Liang
- State Key Laboratory of Genetic Engineering and Key Laboratory of Medical Molecular Virology of Ministry of Education/Health, Institute of Genetics, School of Life Sciences, Fudan University, Shanghai 200438, China
| | - Huitong Liang
- State Key Laboratory of Genetic Engineering and Key Laboratory of Medical Molecular Virology of Ministry of Education/Health, Institute of Genetics, School of Life Sciences, Fudan University, Shanghai 200438, China
| | - Qinru Lin
- State Key Laboratory of Genetic Engineering and Key Laboratory of Medical Molecular Virology of Ministry of Education/Health, Institute of Genetics, School of Life Sciences, Fudan University, Shanghai 200438, China
| | - Min Li
- State Key Laboratory of Genetic Engineering and Key Laboratory of Medical Molecular Virology of Ministry of Education/Health, Institute of Genetics, School of Life Sciences, Fudan University, Shanghai 200438, China
| | - Jingna Xun
- State Key Laboratory of Genetic Engineering and Key Laboratory of Medical Molecular Virology of Ministry of Education/Health, Institute of Genetics, School of Life Sciences, Fudan University, Shanghai 200438, China
| | - Jianping Liu
- State Key Laboratory of Genetic Engineering and Key Laboratory of Medical Molecular Virology of Ministry of Education/Health, Institute of Genetics, School of Life Sciences, Fudan University, Shanghai 200438, China
| | - Chunhua Yin
- State Key Laboratory of Genetic Engineering and Key Laboratory of Medical Molecular Virology of Ministry of Education/Health, Institute of Genetics, School of Life Sciences, Fudan University, Shanghai 200438, China.
| | - Jianping Qi
- Key Laboratory of Smart Drug Delivery of MOE, School of Pharmacy, Fudan University, Shanghai 201203, China.
| | - Huanzhang Zhu
- State Key Laboratory of Genetic Engineering and Key Laboratory of Medical Molecular Virology of Ministry of Education/Health, Institute of Genetics, School of Life Sciences, Fudan University, Shanghai 200438, China.
| |
Collapse
|
2
|
Teixeira AR, Bittar C, Silva Santos GS, Oliveira TY, Huang AS, Linden N, Ferreira IA, Murdza T, Muecksch F, Jones RB, Caskey M, Jankovic M, Nussenzweig MC. Transcription of HIV-1 at sites of intact latent provirus integration. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.04.26.591331. [PMID: 38746186 PMCID: PMC11092494 DOI: 10.1101/2024.04.26.591331] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/16/2024]
Abstract
HIV-1 anti-retroviral therapy is highly effective but fails to eliminate a reservoir of latent proviruses leading to a requirement for life-long treatment. How the site of integration of authentic intact latent proviruses might impact their own or neighboring gene expression or reservoir dynamics is poorly understood. Here we report on proviral and neighboring gene transcription at sites of intact latent HIV-1 integration in cultured T cells obtained directly from people living with HIV, as well as engineered primary T cells and cell lines. Proviral gene expression was correlated to the level of endogenous gene expression under resting but not activated conditions. Notably, latent proviral promoters were 10010,000X less active than in productively infected cells and had little or no measurable impact on neighboring gene expression under resting or activated conditions. Thus, the site of integration has a dominant effect on the transcriptional activity of intact HIV-1 proviruses in the latent reservoir thereby influencing cytopathic effects and proviral immune evasion.
Collapse
Affiliation(s)
- Ana Rafaela Teixeira
- Laboratory of Molecular Immunology, The Rockefeller University, New York, NY 10065, USA
| | - Cintia Bittar
- Laboratory of Molecular Immunology, The Rockefeller University, New York, NY 10065, USA
| | | | - Thiago Y. Oliveira
- Laboratory of Molecular Immunology, The Rockefeller University, New York, NY 10065, USA
| | | | - Noemi Linden
- Division of Infectious Diseases, Department of Medicine, Weill Cornell Medicine, New York, NY 10065, USA
| | - Isabella A.T.M. Ferreira
- Division of Infectious Diseases, Department of Medicine, Weill Cornell Medicine, New York, NY 10065, USA
| | - Tetyana Murdza
- Department of Infectious Diseases, Heidelberg University, Medical Faculty Heidelberg, Virology, Center for Integrative Infectious Disease Research (CIID), Heidelberg, Germany
| | - Frauke Muecksch
- Department of Infectious Diseases, Heidelberg University, Medical Faculty Heidelberg, Virology, Center for Integrative Infectious Disease Research (CIID), Heidelberg, Germany
- Chica and Heinz Schaller (CHS) Research Group, Department of Infectious Diseases, Virology, University Hospital Heidelberg, Heidelberg, Germany
| | - R. Brad Jones
- Division of Infectious Diseases, Department of Medicine, Weill Cornell Medicine, New York, NY 10065, USA
| | - Marina Caskey
- Laboratory of Molecular Immunology, The Rockefeller University, New York, NY 10065, USA
| | - Mila Jankovic
- Laboratory of Molecular Immunology, The Rockefeller University, New York, NY 10065, USA
| | - Michel C. Nussenzweig
- Laboratory of Molecular Immunology, The Rockefeller University, New York, NY 10065, USA
- Howard Hughes Medical Institute
| |
Collapse
|
3
|
Singh MV, Sharma S, Shrivastava A, Shukla SK, Siddiqui SA, Maurya M, Mishra N, Yadav RK. Effect of the timing of antiretroviral treatment initiation on CD4 count in children and youths living with HIV in North India. Int J STD AIDS 2024; 35:389-396. [PMID: 38214670 DOI: 10.1177/09564624241226489] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/13/2024]
Abstract
BACKGROUND Immediate start of antiretroviral treatment (ART) among non-hospitalized outpatient children living with HIV may improve or worsen clinical outcomes due to immune reconstitution. OBJECTIVE Role of immediate versus post-stabilization start of antiretroviral treatment in children and youths living with HIV on CD4 count and viral load suppression. METHODS This was a single blinded, randomized controlled trial conducted on outpatients attending a tertiary care hospital associated HIV clinic in North India. We enrolled ART-naive children and youths living with HIV aged 18 months to 21 years in a 1:1 ratio. Block randomization was done using computerized software. Children and youths living with HIV were either started with ART on diagnosis immediately within 24 h (Group A) or post stabilization at 2 weeks (Group B) as per National AIDS Control Organization (NACO) India guidelines. Both groups were comparable for baseline characteristics. RESULTS There was no significant difference seen in CD4 counts between two groups at 6 months follow up. CD4 count increased significantly in immediate group but not in post-stabilization group at 6 months. No significant changes/differences was seen in WHO clinical staging or anthropometry; one patient developed tuberculosis in both groups. Viral load at 6 months in both the groups did not differ significantly. CONCLUSION Immediate ART in children and youths living with HIV results in significant increase in CD4 count at 6 months follow up exemplifying immunological response to ART.
Collapse
Affiliation(s)
- Mukesh Vir Singh
- Department of Pediatrics, Sarojini Naidu Children Hospital, Moti Lal Nehru Medical College, Prayagraj, India
| | - Sukesh Sharma
- Department of Pediatrics, Sarojini Naidu Children Hospital, Moti Lal Nehru Medical College, Prayagraj, India
| | - Anubha Shrivastava
- Department of Pediatrics, Sarojini Naidu Children Hospital, Moti Lal Nehru Medical College, Prayagraj, India
| | - Santosh Kumar Shukla
- Department of Pediatrics, Sarojini Naidu Children Hospital, Moti Lal Nehru Medical College, Prayagraj, India
| | - Shahid Akhtar Siddiqui
- Department of Pediatrics, Sarojini Naidu Children Hospital, Moti Lal Nehru Medical College, Prayagraj, India
| | - Manisha Maurya
- Department of Pediatrics, Sarojini Naidu Children Hospital, Moti Lal Nehru Medical College, Prayagraj, India
| | - Nandita Mishra
- Department of Pediatrics, Sarojini Naidu Children Hospital, Moti Lal Nehru Medical College, Prayagraj, India
| | - Rajesh Kumar Yadav
- Department of Pediatrics, Sarojini Naidu Children Hospital, Moti Lal Nehru Medical College, Prayagraj, India
| |
Collapse
|
4
|
Durden H, Preece B, Gallegos R, Saha I, MacArthur B, Petersen A, Peppel W, Saffarian S. Competitive assembly resolves the stoichiometry of essential proteins in infectious HIV-1 virions. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.03.10.584319. [PMID: 38559103 PMCID: PMC10979864 DOI: 10.1101/2024.03.10.584319] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 04/04/2024]
Abstract
During assembly on the plasma membrane, HIV-1 virions incorporate Gag-Pol as well as gp120/gp41 trimers. The Pol region consists of protease, reverse transcriptase and integrase precursors which are essential enzymes required for maturation, reverse transcription, and integration of the viral genome in the next host. gp120/gp41 trimers catalyze the fusion of the virion with its next host. Only a fraction of released virions are infectious. The stoichiometry of gp120/gp41 and Gag-Pol proteins in HIV virions was previously measured using cryotomography and ratiometric protein analysis, but what is the stoichiometry of these proteins in infectious virions remained to be determined. Here we developed a method based on competition between infectious HIV backbones with noninfectious mutants and measured 100 ± 10 Gag-Pol and 15 ± 3 gp120/gp41 proteins incorporated in infectious virions assembled in HEK293 cells from NL4.3 HIV-1 backbone. Our measurements are in broad agreement with cryotomography and ratiometric protein analysis and therefore stoichiometry of gp120/gp41 and Gag-Pol in infectious virions is the same as all released virions. With the development of appropriate mutants and infectivity assays, our method is applicable to other infectious viruses. Statement of significance There are 30 million people who have succumbed to the AIDS pandemic with 600,000 additional deaths per year. HIV has an accelerated rate of mutational accumulation with the virus mutating out of neutralizing antibodies within the same patient making development of vaccines challenging. Like most enveloped viruses, only a fraction of released virions are infectious and the question of what selects these virions has remained a mystery. The method developed in this article will allow stoichiometric measurements on infectious virions and therefore allows further studies of causes of infectivity.
Collapse
|
5
|
Kufera JT, Armstrong C, Wu F, Singhal A, Zhang H, Lai J, Wilkins HN, Simonetti FR, Siliciano JD, Siliciano RF. CD4+ T cells with latent HIV-1 have reduced proliferative responses to T cell receptor stimulation. J Exp Med 2024; 221:e20231511. [PMID: 38270554 PMCID: PMC10818065 DOI: 10.1084/jem.20231511] [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: 08/24/2023] [Revised: 11/04/2023] [Accepted: 01/09/2024] [Indexed: 01/26/2024] Open
Abstract
The latent reservoir for HIV-1 in resting CD4+ T cells persists despite antiretroviral therapy as a barrier to cure. The antigen-driven proliferation of infected cells is a major mechanism of reservoir persistence. However, activation through the T cell antigen receptor (TCR) can induce latent proviruses, leading to viral cytopathic effects and immune clearance. In single-cell studies, we show that, relative to uninfected cells or cells with a defective provirus, CD4+ T cells with an intact provirus have a profound proliferative defect in response to TCR stimulation. Virion production was observed in only 16.5% of cultures with an intact provirus, but proliferation was reduced even when no virion production was detected. Proliferation was inversely correlated with in vivo clone size. These results may reflect the effects of previous in vivo proliferation and do not support attempts to reduce the reservoir with antiproliferative agents, which may have greater effects on normal T cell responses.
Collapse
Affiliation(s)
- Joshua T. Kufera
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Ciara Armstrong
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Fengting Wu
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Anushka Singhal
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Hao Zhang
- Department of Molecular Microbiology and Immunology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Jun Lai
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Hannah N. Wilkins
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | | | - Janet D. Siliciano
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Robert F. Siliciano
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Howard Hughes Medical Institute, Baltimore, MD, USA
| |
Collapse
|
6
|
Faua C, Ursenbach A, Fuchs A, Caspar S, Jegou F, Ruch Y, Hoellinger B, Laugel E, Velay A, Rey D, Fafi-Kremer S, Gantner P. HIV Productively Infects Highly Differentiated and Exhausted CD4+ T Cells During AIDS. Pathog Immun 2024; 8:92-114. [PMID: 38420260 PMCID: PMC10901154 DOI: 10.20411/pai.v8i2.638] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/20/2023] [Accepted: 01/24/2024] [Indexed: 03/02/2024] Open
Abstract
Background Throughout HIV infection, productively infected cells generate billions of viral particles and are thus responsible for body-wide HIV dissemination, but their phenotype during AIDS is unknown. As AIDS is associated with immunological changes, analyzing the phenotype of productively infected cells can help understand HIV production during this terminal stage. Methods Blood samples from 15 untreated viremic participants (recent infection, n=5; long-term infection, n=5; active opportunistic AIDS-defining disease, n=5) and 5 participants virologically controlled on antiretroviral therapy (ART) enrolled in the Analysis of the Persistence, Reservoir and HIV Latency (APRIL) study (NCT05752318) were analyzed. Cells expressing the capsid protein p24 (p24+ cells) after 18 hours of resting or 24 hours of stimulation (HIV-Flow) revealed productively infected cells from viremic participants or translation-competent reservoir cells from treated participants, respectively. Results The frequency of productively infected cells tended to be higher during AIDS in comparison with recent and long-term infections (median, 340, 72, and 32/million CD4+ T cells, respectively) and correlated with the plasma viral load at all stages of infection. Altogether, these cells were more frequently CD4low, HLA-ABClow, CD45RA-, Ki67+, PD-1+, with a non-negligible contribution from pTfh (CXCR5+PD-1+) cells, and were not significantly enriched in HIV coreceptors CCR5 nor CXCR4 expression. The comparison markers expression between stages showed that productively infected cells during AIDS were enriched in memory and exhausted cells. In contrast, the frequencies of infected pTfh were lower during AIDS compared to non-AIDS stages. A UMAP analysis revealed that total CD4+ T cells were grouped in 7 clusters and that productive p24+ cells were skewed to given clusters throughout the course of infection. Overall, the preferential targets of HIV during the latest stages seemed to be more frequently highly differentiated (memory, TTD-like) and exhausted cells and less frequently pTfh-like cells. In contrast, translation-competent reservoir cells were less frequent (5/million CD4+ T cells) and expressed more frequently HLA-ABC and less frequently PD-1. Conclusions In long-term infection and AIDS, productively infected cells were differentiated and exhausted. This could indicate that cells with these given features are responsible for HIV production and dissemination in an immune dysfunction environment occurring during the last stages of infection.
Collapse
Affiliation(s)
- Clayton Faua
- INSERM UMR_S1109, Strasbourg University, Strasbourg, France
| | - Axel Ursenbach
- Le Trait d'Union, HIV-Infection Care Center, Strasbourg University Hospital, Strasbourg, France
| | - Anne Fuchs
- Clinical Virology Laboratory, Strasbourg University Hospital, Strasbourg, France
| | - Stéphanie Caspar
- Clinical Virology Laboratory, Strasbourg University Hospital, Strasbourg, France
| | - Frédérick Jegou
- Clinical Virology Laboratory, Strasbourg University Hospital, Strasbourg, France
| | - Yvon Ruch
- Infectious Diseases Department, Strasbourg University Hospital, Strasbourg, France
| | - Baptiste Hoellinger
- Infectious Diseases Department, Strasbourg University Hospital, Strasbourg, France
| | - Elodie Laugel
- INSERM UMR_S1109, Strasbourg University, Strasbourg, France
- Clinical Virology Laboratory, Strasbourg University Hospital, Strasbourg, France
| | - Aurélie Velay
- INSERM UMR_S1109, Strasbourg University, Strasbourg, France
- Clinical Virology Laboratory, Strasbourg University Hospital, Strasbourg, France
| | - David Rey
- Le Trait d'Union, HIV-Infection Care Center, Strasbourg University Hospital, Strasbourg, France
| | - Samira Fafi-Kremer
- INSERM UMR_S1109, Strasbourg University, Strasbourg, France
- Clinical Virology Laboratory, Strasbourg University Hospital, Strasbourg, France
| | - Pierre Gantner
- INSERM UMR_S1109, Strasbourg University, Strasbourg, France
- Clinical Virology Laboratory, Strasbourg University Hospital, Strasbourg, France
| |
Collapse
|
7
|
Schriek AI, Aldon YLT, van Gils MJ, de Taeye SW. Next-generation bNAbs for HIV-1 cure strategies. Antiviral Res 2024; 222:105788. [PMID: 38158130 DOI: 10.1016/j.antiviral.2023.105788] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2023] [Revised: 12/19/2023] [Accepted: 12/20/2023] [Indexed: 01/03/2024]
Abstract
Despite the ability to suppress viral replication using anti-retroviral therapy (ART), HIV-1 remains a global public health problem. Curative strategies for HIV-1 have to target and eradicate latently infected cells across the body, i.e. the viral reservoir. Broadly neutralizing antibodies (bNAbs) targeting the HIV-1 envelope glycoprotein (Env) have the capacity to neutralize virions and bind to infected cells to initiate elimination of these cells. To improve the efficacy of bNAbs in terms of viral suppression and viral reservoir eradication, next generation antibodies (Abs) are being developed that address the current limitations of Ab treatment efficacy; (1) low antigen (Env) density on (reactivated) HIV-1 infected cells, (2) high viral genetic diversity, (3) exhaustion of immune cells and (4) short half-life of Abs. In this review we summarize and discuss preclinical and clinical studies in which anti-HIV-1 Abs demonstrated potent viral control, and describe the development of engineered Abs that could address the limitations described above. Next generation Abs with optimized effector function, avidity, effector cell recruitment and immune cell activation have the potential to contribute to an HIV-1 cure or durable control.
Collapse
Affiliation(s)
- A I Schriek
- Amsterdam UMC Location University of Amsterdam, Department of Medical Microbiology, Meibergdreef 9, Amsterdam, the Netherlands; Amsterdam Institute for Infection and Immunity, Infectious Diseases, Amsterdam, the Netherlands.
| | - Y L T Aldon
- Amsterdam UMC Location University of Amsterdam, Department of Medical Microbiology, Meibergdreef 9, Amsterdam, the Netherlands; Amsterdam Institute for Infection and Immunity, Infectious Diseases, Amsterdam, the Netherlands
| | - M J van Gils
- Amsterdam UMC Location University of Amsterdam, Department of Medical Microbiology, Meibergdreef 9, Amsterdam, the Netherlands; Amsterdam Institute for Infection and Immunity, Infectious Diseases, Amsterdam, the Netherlands
| | - S W de Taeye
- Amsterdam UMC Location University of Amsterdam, Department of Medical Microbiology, Meibergdreef 9, Amsterdam, the Netherlands; Amsterdam Institute for Infection and Immunity, Infectious Diseases, Amsterdam, the Netherlands.
| |
Collapse
|
8
|
Chung WJ, Connick E, Wodarz D. Human immunodeficiency virus dynamics in secondary lymphoid tissues and the evolution of cytotoxic T lymphocyte escape mutants. Virus Evol 2024; 10:vead084. [PMID: 38516655 PMCID: PMC10956502 DOI: 10.1093/ve/vead084] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/10/2023] [Revised: 12/05/2023] [Accepted: 01/08/2024] [Indexed: 03/23/2024] Open
Abstract
In secondary lymphoid tissues, human immunodeficiency virus (HIV) can replicate in both the follicular and extrafollicular compartments. Yet, virus is concentrated in the follicular compartment in the absence of antiretroviral therapy, in part due to the lack of cytotoxic T lymphocyte (CTL)-mediated activity there. CTLs home to the extrafollicular compartment, where they can suppress virus load to relatively low levels. We use mathematical models to show that this compartmentalization can explain seemingly counter-intuitive observations. First, it can explain the observed constancy of the viral decline slope during antiviral therapy in the peripheral blood, irrespective of the presence of CTL in Simian Immunodeficiency Virus (SIV)-infected macaques, under the assumption that CTL-mediated lysis significantly contributes to virus suppression. Second, it can account for the relatively long times it takes for CTL escape mutants to emerge during chronic infection even if CTL-mediated lysis is responsible for virus suppression. The reason is the heterogeneity in CTL activity and the consequent heterogeneity in selection pressure between the follicular and extrafollicular compartments. Hence, to understand HIV dynamics more thoroughly, this analysis highlights the importance of measuring virus populations separately in the extrafollicular and follicular compartments rather than using virus load in peripheral blood as an observable; this hides the heterogeneity between compartments that might be responsible for the particular patterns seen in the dynamics and evolution of the HIV in vivo.
Collapse
Affiliation(s)
- Wen-Jian Chung
- Department of Population Health and Disease Prevention, University of California, 856 Health Sciences Quad, Irvine, CA 92697, USA
| | - Elizabeth Connick
- Division of Infectious Diseases, Department of Medicine, University of Arizona, 1501 N. Campbell Ave, P.O. Box 245039, Tucson, AZ 85724, USA
| | - Dominik Wodarz
- Department of Ecology, Behavior, and Evolution, University of California San Diego, 9500 Gilman Drive, La Jolla, CA 92093, USA
| |
Collapse
|
9
|
Rausch JW, Parvez S, Pathak S, Capoferri AA, Kearney MF. HIV Expression in Infected T Cell Clones. Viruses 2024; 16:108. [PMID: 38257808 PMCID: PMC10820123 DOI: 10.3390/v16010108] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/13/2023] [Revised: 01/04/2024] [Accepted: 01/06/2024] [Indexed: 01/24/2024] Open
Abstract
The principal barrier to an HIV-1 cure is the persistence of infected cells harboring replication-competent proviruses despite antiretroviral therapy (ART). HIV-1 transcriptional suppression, referred to as viral latency, is foremost among persistence determinants, as it allows infected cells to evade the cytopathic effects of virion production and killing by cytotoxic T lymphocytes (CTL) and other immune factors. HIV-1 persistence is also governed by cellular proliferation, an innate and essential capacity of CD4+ T cells that both sustains cell populations over time and enables a robust directed response to immunological threats. However, when HIV-1 infects CD4+ T cells, this capacity for proliferation can enable surreptitious HIV-1 propagation without the deleterious effects of viral gene expression in latently infected cells. Over time on ART, the HIV-1 reservoir is shaped by both persistence determinants, with selective forces most often favoring clonally expanded infected cell populations harboring transcriptionally quiescent proviruses. Moreover, if HIV latency is incomplete or sporadically reversed in clonal infected cell populations that are replenished faster than they are depleted, such populations could both persist indefinitely and contribute to low-level persistent viremia during ART and viremic rebound if treatment is withdrawn. In this review, select genetic, epigenetic, cellular, and immunological determinants of viral transcriptional suppression and clonal expansion of HIV-1 reservoir T cells, interdependencies among these determinants, and implications for HIV-1 persistence will be presented and discussed.
Collapse
Affiliation(s)
- Jason W. Rausch
- HIV Dynamics and Replication Program, Center for Cancer Research, National Cancer Institute, Frederick, MD 21702, USA; (S.P.); (S.P.); (A.A.C.); (M.F.K.)
| | | | | | | | | |
Collapse
|
10
|
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.
Collapse
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.
| |
Collapse
|
11
|
Wu F, Simonetti FR. Learning from Persistent Viremia: Mechanisms and Implications for Clinical Care and HIV-1 Cure. Curr HIV/AIDS Rep 2023; 20:428-439. [PMID: 37955826 PMCID: PMC10719122 DOI: 10.1007/s11904-023-00674-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] [Accepted: 10/11/2023] [Indexed: 11/14/2023]
Abstract
PURPOSE OF REVIEW In this review, we discuss what persistent viremia has taught us about the biology of the HIV-1 reservoir during antiretroviral therapy (ART). We will also discuss the implications of this phenomenon for HIV-1 cure research and its clinical management. RECENT FINDINGS While residual viremia (RV, 1-3 HIV-1 RNA copies/ml) can be detected in most of people on ART, some individuals experience non-suppressible viremia (NSV, > 20-50 copies/mL) despite optimal adherence. When issues of drug resistance and pharmacokinetics are ruled out, this persistent virus in plasma is the reflection of virus production from clonally expanded CD4+ T cells carrying proviruses. Recent work has shown that a fraction of the proviruses source of NSV are not infectious, due to defects in the 5'-Leader sequence. However, additional viruses and host determinants of NSV are not fully understood. The study of NSV is of prime importance because it represents a challenge for the clinical care of people on ART, and it sheds light on virus-host interactions that could advance HIV-1 remission research.
Collapse
Affiliation(s)
- Fengting Wu
- Division of Infectious Diseases, Department of Medicine, Johns Hopkins University School of Medicine, 733 N Broadway, Baltimore, MD, 21205, USA
| | - Francesco R Simonetti
- Division of Infectious Diseases, Department of Medicine, Johns Hopkins University School of Medicine, 733 N Broadway, Baltimore, MD, 21205, USA.
| |
Collapse
|
12
|
Kumar MR, Fray EJ, Bender AM, Zitzmann C, Ribeiro RM, Perelson AS, Barouch DH, Siliciano JD, Siliciano RF. Biphasic decay of intact SHIV genomes following initiation of antiretroviral therapy complicates analysis of interventions targeting the reservoir. Proc Natl Acad Sci U S A 2023; 120:e2313209120. [PMID: 37844236 PMCID: PMC10614214 DOI: 10.1073/pnas.2313209120] [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: 08/01/2023] [Accepted: 09/05/2023] [Indexed: 10/18/2023] Open
Abstract
The latent reservoir for HIV-1 in resting CD4+ T cells persists despite antiretroviral therapy (ART) and precludes cure. Reservoir-targeting interventions are evaluated in ART-treated macaques infected with simian immunodeficiency virus (SIV) or simian-human immunodeficiency virus (SHIV). Efficacy is determined by reservoir measurements before and after the intervention. However, most proviruses persisting in the setting of ART are defective. In addition, intact HIV-1 and SIV genomes undergo complex, multiphasic decay observable when new infection events are blocked by ART. Intervention-induced elimination of latently infected cells must be distinguished from natural decay. Here, we address these issues for SHIV. We describe an intact proviral DNA assay that allows digital counting of SHIV genomes lacking common fatal defects. We show that intact SHIV genomes in circulating CD4+ T cells undergo biphasic decay during the first year of ART, with a rapid first phase (t1/2 = 30.1 d) and a slower second phase (t1/2 = 8.1 mo) that is still more rapid that the slow decay observed in people with HIV-1 on long-term ART (t1/2 = 3.7 y). In SHIV models, most interventions are tested during 2nd phase decay. Natural 2nd phase decay must be considered in evaluating interventions as most infected cells present at this time do not become part of the stable reservoir. In addition, for interventions tested during 2nd phase decay, a caveat is that the intervention may not be equally effective in people with HIV on long-term ART whose reservoirs are dominated by latently infected cells with a slower decay rate.
Collapse
Affiliation(s)
- Mithra R. Kumar
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD21205
| | - Emily J. Fray
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD21205
| | - Alexandra M. Bender
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD21205
| | | | | | | | - Dan H. Barouch
- Center for Virology and Vaccine Research, Beth Israel Deaconess Medical Center, Boston, MA02215
| | - Janet D. Siliciano
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD21205
| | - Robert F. Siliciano
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD21205
- HHMI, Baltimore, MD21205
| |
Collapse
|
13
|
D’Orso I, Forst CV. Mathematical Models of HIV-1 Dynamics, Transcription, and Latency. Viruses 2023; 15:2119. [PMID: 37896896 PMCID: PMC10612035 DOI: 10.3390/v15102119] [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: 08/31/2023] [Revised: 10/10/2023] [Accepted: 10/18/2023] [Indexed: 10/29/2023] Open
Abstract
HIV-1 latency is a major barrier to curing infections with antiretroviral therapy and, consequently, to eliminating the disease globally. The establishment, maintenance, and potential clearance of latent infection are complex dynamic processes and can be best described with the help of mathematical models followed by experimental validation. Here, we review the use of viral dynamics models for HIV-1, with a focus on applications to the latent reservoir. Such models have been used to explain the multi-phasic decay of viral load during antiretroviral therapy, the early seeding of the latent reservoir during acute infection and the limited inflow during treatment, the dynamics of viral blips, and the phenomenon of post-treatment control. Finally, we discuss that mathematical models have been used to predict the efficacy of potential HIV-1 cure strategies, such as latency-reversing agents, early treatment initiation, or gene therapies, and to provide guidance for designing trials of these novel interventions.
Collapse
Affiliation(s)
- Iván D’Orso
- Department of Microbiology, University of Texas Southwestern Medical Center, Dallas, TX 75390, USA;
| | - Christian V. Forst
- Department of Genetics and Genomic Sciences, Department of Microbiology, Icahn School of Medicine at Mount Sinai, New York, NY 10029, USA
| |
Collapse
|
14
|
Ndung'u T. The KT Jeang retrovirology prize 2023: Thumbi Ndung'u. Retrovirology 2023; 20:17. [PMID: 37848918 PMCID: PMC10583396 DOI: 10.1186/s12977-023-00632-9] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/19/2023] Open
Affiliation(s)
- Thumbi Ndung'u
- Africa Health Research Institute, Durban, South Africa.
- HIV Pathogenesis Programme, The Doris Duke Medical Research Institute, University of KwaZulu-Natal, Durban, South Africa.
- Ragon Institute of MGH, MIT and Harvard University, Cambridge, MA, USA.
- Division of Infection and Immunity, University College London, London, UK.
| |
Collapse
|
15
|
Deshetty UM, Ray S, Singh S, Buch S, Periyasamy P. Opioid abuse and SIV infection in non-human primates. J Neurovirol 2023; 29:377-388. [PMID: 37418108 PMCID: PMC10729652 DOI: 10.1007/s13365-023-01153-z] [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: 03/08/2023] [Revised: 06/06/2023] [Accepted: 06/14/2023] [Indexed: 07/08/2023]
Abstract
Human immunodeficiency virus (HIV) and drug abuse are intertwined epidemics, leading to compromised adherence to combined antiretroviral therapy (cART) and exacerbation of NeuroHIV. As opioid abuse causes increased viral replication and load, leading to a further compromised immune system in people living with HIV (PLWH), it is paramount to address this comorbidity to reduce the NeuroHIV pathogenesis. Non-human primates are well-suited models to study mechanisms involved in HIV neuropathogenesis and provide a better understanding of the underlying mechanisms involved in the comorbidity of HIV and drug abuse, leading to the development of more effective treatments for PLWH. Additionally, using broader behavioral tests in these models can mimic mild NeuroHIV and aid in studying other neurocognitive diseases without encephalitis. The simian immunodeficiency virus (SIV)-infected rhesus macaque model is instrumental in studying the effects of opioid abuse on PLWH due to its similarity to HIV infection. The review highlights the importance of using non-human primate models to study the comorbidity of opioid abuse and HIV infection. It also emphasizes the need to consider modifiable risk factors such as gut homeostasis and pulmonary pathogenesis associated with SIV infection and opioid abuse in this model. Moreover, the review suggests that these non-human primate models can also be used in developing effective treatment strategies for NeuroHIV and opioid addiction. Therefore, non-human primate models can significantly contribute to understanding the complex interplay between HIV infection, opioid abuse, and associated comorbidities.
Collapse
Affiliation(s)
- Uma Maheswari Deshetty
- Department of Pharmacology and Experimental Neuroscience, University of Nebraska Medical Center, Omaha, NE, 68198-5880, USA
| | - Sudipta Ray
- Department of Pharmacology and Experimental Neuroscience, University of Nebraska Medical Center, Omaha, NE, 68198-5880, USA
| | - Seema Singh
- Department of Pharmacology and Experimental Neuroscience, University of Nebraska Medical Center, Omaha, NE, 68198-5880, USA
| | - Shilpa Buch
- Department of Pharmacology and Experimental Neuroscience, University of Nebraska Medical Center, Omaha, NE, 68198-5880, USA.
| | - Palsamy Periyasamy
- Department of Pharmacology and Experimental Neuroscience, University of Nebraska Medical Center, Omaha, NE, 68198-5880, USA.
| |
Collapse
|
16
|
Faua C, Fafi-Kremer S, Gantner P. Antigen specificities of HIV-infected cells: A role in infection and persistence? J Virus Erad 2023; 9:100329. [PMID: 37440870 PMCID: PMC10334354 DOI: 10.1016/j.jve.2023.100329] [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: 12/16/2022] [Revised: 05/12/2023] [Accepted: 05/31/2023] [Indexed: 07/15/2023] Open
Abstract
Antigen-experienced memory CD4+ T cells are the major target of HIV infection and support both productive and latent infections, thus playing a key role in HIV dissemination and persistence, respectively. Here, we reviewed studies that have shown direct association between HIV infection and antigen specificity. During untreated infection, some HIV-specific cells host productive infection, while other pathogen-specific cells such as cytomegalovirus (CMV) and Mycobacterium tuberculosis also contribute to viral persistence on antiretroviral therapy (ART). These patterns could be explained by phenotypic features differing between these pathogen-specific cells. Mechanisms involved in these preferential infection and selection processes include HIV entry and restriction, cell exhaustion, survival, self-renewal and immune escape. For instance, MIP-1β expressing cells such as CMV-specific memory cells were shown to resist infection by HIV CCR5 coreceptor downregulation/inhibition. Conversely, HIV-infected CMV-specific cells undergo clonal expansion during ART. We have identified several research areas that need further focus such as the role of other pathogens, viral genome intactness, inducibility and phenotypic features. However, given the sheer diversity of both the CD4+ T cell repertoire and antigenic history of each individual, studying HIV-infected, antigen-experienced cells still imposes numerous challenges.
Collapse
Affiliation(s)
- Clayton Faua
- INSERM UMR_S1109, University of Strasbourg, Strasbourg, France
| | - Samira Fafi-Kremer
- INSERM UMR_S1109, University of Strasbourg, Strasbourg, France
- Medical Virology Laboratory, University Hospital of Strasbourg, Strasbourg, France
| | - Pierre Gantner
- INSERM UMR_S1109, University of Strasbourg, Strasbourg, France
- Medical Virology Laboratory, University Hospital of Strasbourg, Strasbourg, France
| |
Collapse
|
17
|
Eddy J, Pham F, Chee R, Park E, Dapprich N, DeRuiter SL, Shen A. Intestinal endothelial cells increase HIV infection and latency in resting and activated CD4 + T cells, particularly affecting CCR6 + CD4 + T cells. Retrovirology 2023; 20:7. [PMID: 37202790 PMCID: PMC10197447 DOI: 10.1186/s12977-023-00621-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2022] [Accepted: 04/29/2023] [Indexed: 05/20/2023] Open
Abstract
BACKGROUND With suppressive antiretroviral therapy, HIV infection is well-managed in most patients. However, eradication and cure are still beyond reach due to latent viral reservoirs in CD4 + T cells, particularly in lymphoid tissue environments including the gut associated lymphatic tissues. In HIV patients, there is extensive depletion of T helper cells, particularly T helper 17 cells from the intestinal mucosal area, and the gut is one of the largest viral reservoir sites. Endothelial cells line lymphatic and blood vessels and were found to promote HIV infection and latency in previous studies. In this study, we examined endothelial cells specific to the gut mucosal area-intestinal endothelial cells-for their impact on HIV infection and latency in T helper cells. RESULTS We found that intestinal endothelial cells dramatically increased productive and latent HIV infection in resting CD4 + T helper cells. In activated CD4 + T cells, endothelial cells enabled the formation of latent infection in addition to the increase of productive infection. Endothelial-cell-mediated HIV infection was more prominent in memory T cells than naïve T cells, and it involved the cytokine IL-6 but did not involve the co-stimulatory molecule CD2. The CCR6 + T helper 17 subpopulation was particularly susceptible to such endothelial-cell-promoted infection. CONCLUSION Endothelial cells, which are widely present in lymphoid tissues including the intestinal mucosal area and interact regularly with T cells physiologically, significantly increase HIV infection and latent reservoir formation in CD4 + T cells, particularly in CCR6 + T helper 17 cells. Our study highlighted the importance of endothelial cells and the lymphoid tissue environment in HIV pathology and persistence.
Collapse
Affiliation(s)
- Jessica Eddy
- Department of Biology, Calvin University, 3201 Burton St. SE, Grand Rapids, MI 49546 USA
| | - Fisher Pham
- Department of Biology, Calvin University, 3201 Burton St. SE, Grand Rapids, MI 49546 USA
| | - Rachel Chee
- Department of Biology, Calvin University, 3201 Burton St. SE, Grand Rapids, MI 49546 USA
| | - Esther Park
- Department of Biology, Calvin University, 3201 Burton St. SE, Grand Rapids, MI 49546 USA
| | - Nathan Dapprich
- Department of Biology, Calvin University, 3201 Burton St. SE, Grand Rapids, MI 49546 USA
| | - Stacy L. DeRuiter
- Department of Mathematics & Statistics, Calvin University, 3201 Burton St. SE, Grand Rapids, MI 49546 USA
| | - Anding Shen
- Department of Biology, Calvin University, 3201 Burton St. SE, Grand Rapids, MI 49546 USA
| |
Collapse
|
18
|
Yan J, Zhang W, Luo H, Wang X, Ruan L. Development and validation of a scoring system for the prediction of HIV drug resistance in Hubei province, China. Front Cell Infect Microbiol 2023; 13:1147477. [PMID: 37234779 PMCID: PMC10208424 DOI: 10.3389/fcimb.2023.1147477] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2023] [Accepted: 04/28/2023] [Indexed: 05/28/2023] Open
Abstract
Objective The present study aimed to build and validate a new nomogram-based scoring system for the prediction of HIV drug resistance (HIVDR). Design and methods Totally 618 patients with HIV/AIDS were included. The predictive model was created using a retrospective set (N = 427) and internally validated with the remaining cases (N = 191). Multivariable logistic regression analysis was carried out to fit a model using candidate variables selected by Least absolute shrinkage and selection operator (LASSO) regression. The predictive model was first presented as a nomogram, then transformed into a simple and convenient scoring system and tested in the internal validation set. Results The developed scoring system consisted of age (2 points), duration of ART (5 points), treatment adherence (4 points), CD4 T cells (1 point) and HIV viral load (1 point). With a cutoff value of 7.5 points, the AUC, sensitivity, specificity, PLR and NLR values were 0.812, 82.13%, 64.55%, 2.32 and 0.28, respectively, in the training set. The novel scoring system exhibited a favorable diagnostic performance in both the training and validation sets. Conclusion The novel scoring system can be used for individualized prediction of HIVDR patients. It has satisfactory accuracy and good calibration, which is beneficial for clinical practice.
Collapse
Affiliation(s)
- Jisong Yan
- Department of Respiratory and Critical Care Medicine, Wuhan Jinyintan Hospital, Tongji Medical College of Huazhong University of Science and Technology, Hubei Clinical Research Center for Infectious Diseases, Wuhan Research Center for Communicable Disease Diagnosis and Treatment, Chinese Academy of Medical Sciences, Joint Laboratory of Infectious Diseases and Health, Wuhan Institute of Virology and Wuhan Jinyintan Hospital, Chinese Academy of Sciences, Wuhan, Hubei, China
| | - Wenyuan Zhang
- Department of Infectious Diseases, Wuhan Jinyintan Hospital, Tongji Medical College of Huazhong University of Science and Technology, Hubei Clinical Research Center for Infectious Diseases, Wuhan Research Center for Communicable Disease Diagnosis and Treatment, Chinese Academy of Medical Sciences, Joint Laboratory of Infectious Diseases and Health, Wuhan Institute of Virology and Wuhan Jinyintan Hospital, Chinese Academy of Sciences, Wuhan, Hubei, China
| | - Hong Luo
- Department of Respiratory and Critical Care Medicine, Wuhan Jinyintan Hospital, Tongji Medical College of Huazhong University of Science and Technology, Hubei Clinical Research Center for Infectious Diseases, Wuhan Research Center for Communicable Disease Diagnosis and Treatment, Chinese Academy of Medical Sciences, Joint Laboratory of Infectious Diseases and Health, Wuhan Institute of Virology and Wuhan Jinyintan Hospital, Chinese Academy of Sciences, Wuhan, Hubei, China
| | - Xianguang Wang
- Department of Respiratory and Critical Care Medicine, Wuhan Jinyintan Hospital, Tongji Medical College of Huazhong University of Science and Technology, Hubei Clinical Research Center for Infectious Diseases, Wuhan Research Center for Communicable Disease Diagnosis and Treatment, Chinese Academy of Medical Sciences, Joint Laboratory of Infectious Diseases and Health, Wuhan Institute of Virology and Wuhan Jinyintan Hospital, Chinese Academy of Sciences, Wuhan, Hubei, China
| | - Lianguo Ruan
- Department of Infectious Diseases, Wuhan Jinyintan Hospital, Tongji Medical College of Huazhong University of Science and Technology, Hubei Clinical Research Center for Infectious Diseases, Wuhan Research Center for Communicable Disease Diagnosis and Treatment, Chinese Academy of Medical Sciences, Joint Laboratory of Infectious Diseases and Health, Wuhan Institute of Virology and Wuhan Jinyintan Hospital, Chinese Academy of Sciences, Wuhan, Hubei, China
| |
Collapse
|
19
|
Schröter J, de Boer RJ. What explains the poor contraction of the viral load during paediatric HIV infection? J Theor Biol 2023; 570:111521. [PMID: 37164225 DOI: 10.1016/j.jtbi.2023.111521] [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: 07/26/2022] [Revised: 02/03/2023] [Accepted: 04/30/2023] [Indexed: 05/12/2023]
Abstract
An acute HIV infection in young children differs markedly from that in adults: Children have higher viral loads (VL), and a poor contraction to a setpoint VL that is not much lower than the peak VL. As a result, children progress faster towards AIDS in the absence of treatment. We used a classical ordinary differential equation model for viral infection dynamics to study why children have a lower viral contraction ratio than adults. We performed parameter sweeps to identify factors explaining the observed difference between children and adults. We grouped parameters associated with the host, the infection, or the immune response. Based on paediatric data available from datasets within the EPIICAL project (https://www.epiical.org/), we refuted that viral replication rates differ between young children and adults, and therefore these cannot be responsible for the low VL contraction ratios seen in children. The major differences in lowering VL contraction ratio resulted from sweeping the parameters linked to the immune response. Thus, we postulate that an "ineffective" (late and/or weak) immune response is the most parsimonious explanation for the higher setpoint VL in young children, and hence the reason for their fast disease progression.
Collapse
Affiliation(s)
- Juliane Schröter
- Theoretical Biology & Bioinformatics, Utrecht University, Utrecht, The Netherlands.
| | - Rob J de Boer
- Theoretical Biology & Bioinformatics, Utrecht University, Utrecht, The Netherlands
| |
Collapse
|
20
|
Gantner P, Buranapraditkun S, Pagliuzza A, Dufour C, Pardons M, Mitchell JL, Kroon E, Sacdalan C, Tulmethakaan N, Pinyakorn S, Robb ML, Phanuphak N, Ananworanich J, Hsu D, Vasan S, Trautmann L, Fromentin R, Chomont N. HIV rapidly targets a diverse pool of CD4 + T cells to establish productive and latent infections. Immunity 2023; 56:653-668.e5. [PMID: 36804957 PMCID: PMC10023508 DOI: 10.1016/j.immuni.2023.01.030] [Citation(s) in RCA: 32] [Impact Index Per Article: 32.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/23/2022] [Revised: 10/15/2022] [Accepted: 01/25/2023] [Indexed: 02/19/2023]
Abstract
Upon infection, HIV disseminates throughout the human body within 1-2 weeks. However, its early cellular targets remain poorly characterized. We used a single-cell approach to retrieve the phenotype and TCR sequence of infected cells in blood and lymphoid tissue from individuals at the earliest stages of HIV infection. HIV initially targeted a few proliferating memory CD4+ T cells displaying high surface expression of CCR5. The phenotype of productively infected cells differed by Fiebig stage and between blood and lymph nodes. The TCR repertoire of productively infected cells was heavily biased, with preferential infection of previously expanded and disseminated clones, but composed almost exclusively of unique clonotypes, indicating that they were the product of independent infection events. Latent genetically intact proviruses were already archived early in infection. Hence, productive infection is initially established in a pool of phenotypically and clonotypically distinct T cells, and latently infected cells are generated simultaneously.
Collapse
Affiliation(s)
- Pierre Gantner
- Department of Microbiology, Infectiology and Immunology, Université de Montréal, Montreal, QC, Canada
| | - Supranee Buranapraditkun
- Department of Medicine, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand; Center of Excellence in Vaccine Research and Development, Faculty of Medicine, Chulalongkorn University, Bangkok, Thailand
| | - Amélie Pagliuzza
- Centre de Recherche du Centre Hospitalier de l'Université de Montréal, Montreal, QC, Canada
| | - Caroline Dufour
- Department of Microbiology, Infectiology and Immunology, Université de Montréal, Montreal, QC, Canada
| | - Marion Pardons
- Department of Microbiology, Infectiology and Immunology, Université de Montréal, Montreal, QC, Canada
| | - Julie L Mitchell
- Vaccine and Gene Therapy Institute, Oregon Health & Science University, Beaverton, OR, USA
| | - Eugène Kroon
- SEARCH, Institute of HIV Research and Innovation, Bangkok, Thailand
| | - Carlo Sacdalan
- SEARCH, Institute of HIV Research and Innovation, Bangkok, Thailand
| | | | - Suteeraporn Pinyakorn
- Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, MD, USA; Henry M. Jackson Foundation for the Advancement of Military Medicine Inc., Bethesda, MD, USA
| | - Merlin L Robb
- Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, MD, USA; Henry M. Jackson Foundation for the Advancement of Military Medicine Inc., Bethesda, MD, USA
| | | | - Jintanat Ananworanich
- Department of Global Health, Amsterdam Medical Center, University of Amsterdam, Amsterdam, the Netherlands
| | - Denise Hsu
- Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, MD, USA; Henry M. Jackson Foundation for the Advancement of Military Medicine Inc., Bethesda, MD, USA
| | - Sandhya Vasan
- Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, MD, USA; Henry M. Jackson Foundation for the Advancement of Military Medicine Inc., Bethesda, MD, USA
| | - Lydie Trautmann
- Vaccine and Gene Therapy Institute, Oregon Health & Science University, Beaverton, OR, USA
| | - Rémi Fromentin
- Centre de Recherche du Centre Hospitalier de l'Université de Montréal, Montreal, QC, Canada
| | - Nicolas Chomont
- Department of Microbiology, Infectiology and Immunology, Université de Montréal, Montreal, QC, Canada; Centre de Recherche du Centre Hospitalier de l'Université de Montréal, Montreal, QC, Canada.
| |
Collapse
|
21
|
Fray EJ, Wu F, Simonetti FR, Zitzmann C, Sambaturu N, Molina-Paris C, Bender AM, Liu PT, Ventura JD, Wiseman RW, O'Connor DH, Geleziunas R, Leitner T, Ribeiro RM, Perelson AS, Barouch DH, Siliciano JD, Siliciano RF. Antiretroviral therapy reveals triphasic decay of intact SIV genomes and persistence of ancestral variants. Cell Host Microbe 2023; 31:356-372.e5. [PMID: 36809762 PMCID: PMC10583177 DOI: 10.1016/j.chom.2023.01.016] [Citation(s) in RCA: 11] [Impact Index Per Article: 11.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2022] [Revised: 12/02/2022] [Accepted: 01/24/2023] [Indexed: 02/22/2023]
Abstract
The decay kinetics of HIV-1-infected cells are critical to understand virus persistence. We evaluated the frequency of simian immunodeficiency virus (SIV)-infected cells for 4 years of antiretroviral therapy (ART). The intact proviral DNA assay (IPDA) and an assay for hypermutated proviruses revealed short- and long-term infected cell dynamics in macaques starting ART ∼1 year after infection. Intact SIV genomes in circulating CD4+T cells showed triphasic decay with an initial phase slower than the decay of the plasma virus, a second phase faster than the second phase decay of intact HIV-1, and a stable third phase reached after 1.6-2.9 years. Hypermutated proviruses showed bi- or mono-phasic decay, reflecting different selective pressures. Viruses replicating at ART initiation had mutations conferring antibody escape. With time on ART, viruses with fewer mutations became more prominent, reflecting decay of variants replicating at ART initiation. Collectively, these findings confirm ART efficacy and indicate that cells enter the reservoir throughout untreated infection.
Collapse
Affiliation(s)
- Emily J Fray
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA.
| | - Fengting Wu
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Francesco R Simonetti
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | | | | | | | - Alexandra M Bender
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Po-Ting Liu
- Center for Virology and Vaccine Research, Beth Israel Deaconess Medical Center, Boston, MA 02215, USA
| | - John D Ventura
- Center for Virology and Vaccine Research, Beth Israel Deaconess Medical Center, Boston, MA 02215, USA
| | - Roger W Wiseman
- Wisconsin National Primate Research Center, Madison, WI 53715, USA
| | - David H O'Connor
- Wisconsin National Primate Research Center, Madison, WI 53715, USA
| | | | - Thomas Leitner
- Los Alamos National Laboratory, Los Alamos, NM 87545, USA
| | - Ruy M Ribeiro
- Los Alamos National Laboratory, Los Alamos, NM 87545, USA
| | | | - Dan H Barouch
- Center for Virology and Vaccine Research, Beth Israel Deaconess Medical Center, Boston, MA 02215, USA
| | - Janet D Siliciano
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA
| | - Robert F Siliciano
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205, USA; Howard Hughes Medical Institute, Baltimore, MD 21205, USA.
| |
Collapse
|
22
|
Liu MT, Shen JX, Li XW, Yang L, Li Y, Sang P, Yang LQ. Study on molecular mechanisms of CD4 dependency and independency of HIV-1 gp120. RSC Adv 2023; 13:6274-6286. [PMID: 36825290 PMCID: PMC9942563 DOI: 10.1039/d3ra00433c] [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: 01/20/2023] [Accepted: 02/16/2023] [Indexed: 02/25/2023] Open
Abstract
Different HIV-1 strains have different antibody neutralization phenotypes (or CD4-dependencies). However, the molecular mechanisms underlying these differences remain to be elucidated. In this study, we constructed gp120 structural models from the CD4-dependent, neutralization-resistant JR-FL strain and the CD4-independent, neutralization-sensitive R2 strain and carried out several conventional molecular dynamics (MD) simulations and free energy landscape (FEL) constructions. Comparative analyses of the MD simulations and FELs indicated that R2 gp120 had higher global structural flexibility and greater conformational diversity than JR-FL gp120. This provides the preconditions for R2 gp120 to adopt a more open conformation than JR-FL gp120. Essential dynamics (ED) analysis showed that the collective motions of R2 gp120 tend towards an open state while those of JR-FL gp120 tend to retain a closed state. Based on conformational selection theory, R2 gp120's more readily sampled open state makes it more sensitive to neutralizing antibodies (or more CD4-independent) than JR-FL gp120, which may explain why the HIV-1 R2 and JR-FL strains show CD4-independent and -dependent phenotypes, respectively. Our study provides thermodynamic and kinetic insights into the CD4-dependent and -independent molecular mechanisms of HIV-1 gp120 and helps shed light on HIV-1 immune evasion.
Collapse
Affiliation(s)
- Meng-Ting Liu
- College of Agriculture and Biological Science, Dali University Dali 671000 China .,Key Laboratory of Bioinformatics and Computational Biology of the Department of Education of Yunnan Province, Dali University Dali 671000 China
| | - Jian-Xin Shen
- State Key Laboratory for Conservation and Utilization of Bio-Resources in Yunnan, School of Life Sciences, Yunnan UniversityKunmingChina
| | - Xin-Wei Li
- College of Agriculture and Biological Science, Dali University Dali 671000 China .,Key Laboratory of Bioinformatics and Computational Biology of the Department of Education of Yunnan Province, Dali University Dali 671000 China
| | - Li Yang
- College of Mathematics and Computer Science, Dali UniversityDali 671000China
| | - Yi Li
- College of Mathematics and Computer Science, Dali UniversityDali 671000China
| | - Peng Sang
- College of Agriculture and Biological Science, Dali University Dali 671000 China .,Key Laboratory of Bioinformatics and Computational Biology of the Department of Education of Yunnan Province, Dali University Dali 671000 China.,Yunnan Key Laboratory of Screening and Research on Anti-pathogenic Plant Resources from West Yunnan, Dali University Dali 671000 China
| | - Li-Quan Yang
- College of Agriculture and Biological Science, Dali University Dali 671000 China .,Key Laboratory of Bioinformatics and Computational Biology of the Department of Education of Yunnan Province, Dali University Dali 671000 China.,Yunnan Key Laboratory of Screening and Research on Anti-pathogenic Plant Resources from West Yunnan, Dali University Dali 671000 China
| |
Collapse
|
23
|
HIV/AIDS Global Epidemic. Infect Dis (Lond) 2023. [DOI: 10.1007/978-1-0716-2463-0_522] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 02/10/2023] Open
|
24
|
Tettamanti Boshier FA, Reeves DB, Duke ER, Swan DA, Prlic M, Cardozo-Ojeda EF, Schiffer JT. Substantial uneven proliferation of CD4 + T cells during recovery from acute HIV infection is sufficient to explain the observed expanded clones in the HIV reservoir. J Virus Erad 2022; 8:100091. [PMID: 36582473 PMCID: PMC9792356 DOI: 10.1016/j.jve.2022.100091] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2021] [Revised: 09/08/2022] [Accepted: 10/10/2022] [Indexed: 12/03/2022] Open
Abstract
The HIV reservoir is a population of 1-10 million anatomically dispersed, latently infected memory CD4+ T cells in which HIV DNA is quiescently integrated into human chromosomal DNA. When antiretroviral therapy (ART) is stopped and HIV replication initiates in one of these cells, systemic viral spread resumes, rekindling progression to AIDS. Therefore, HIV latency prevents cure. The detection of many populations of identical HIV sequences at unique integration sites implicates CD4+ T cell proliferation as the critical driver of reservoir sustainment after a prolonged period of effective ART. Initial reservoir formation occurs during the first week of primary infection usually before ART is started. While empirical data indicates that both de novo infection and cellular proliferation generate latently infected cells during early untreated infection, it is not known which of these mechanisms is predominant. We developed a mathematical model that recapitulates the profound depletion and brisk recovery of CD4+ T cells, reservoir creation, and viral load trajectory during primary HIV infection. We extended the model to stochastically simulate individual HIV reservoir clones. This model predicts the first detection of HIV infected clones approximately 5 weeks after infection as has recently been shown in vivo and suggests that substantial, uneven proliferation among clones during the recovery from CD4+ lymphopenia is the most plausible explanation for the observed clonal reservoir distribution during the first year of infection.
Collapse
Affiliation(s)
- Florencia A. Tettamanti Boshier
- Vaccine and Infectious Diseases Division, Fred Hutchinson Cancer Research Center, 1100 Fairview Ave., Seattle, WA, 98122, USA
| | - Daniel B. Reeves
- Vaccine and Infectious Diseases Division, Fred Hutchinson Cancer Research Center, 1100 Fairview Ave., Seattle, WA, 98122, USA
| | - Elizabeth R. Duke
- Vaccine and Infectious Diseases Division, Fred Hutchinson Cancer Research Center, 1100 Fairview Ave., Seattle, WA, 98122, USA
- Department of Medicine, University of Washington, 1959 NE Pacific St., Seattle, WA, 98195, USA
| | - David A. Swan
- Vaccine and Infectious Diseases Division, Fred Hutchinson Cancer Research Center, 1100 Fairview Ave., Seattle, WA, 98122, USA
| | - Martin Prlic
- Vaccine and Infectious Diseases Division, Fred Hutchinson Cancer Research Center, 1100 Fairview Ave., Seattle, WA, 98122, USA
- Department of Global Health, University of Washington, 1959 NE Pacific St., Seattle, WA, 98195, USA
| | - E. Fabian Cardozo-Ojeda
- Vaccine and Infectious Diseases Division, Fred Hutchinson Cancer Research Center, 1100 Fairview Ave., Seattle, WA, 98122, USA
| | - Joshua T. Schiffer
- Vaccine and Infectious Diseases Division, Fred Hutchinson Cancer Research Center, 1100 Fairview Ave., Seattle, WA, 98122, USA
- Department of Medicine, University of Washington, 1959 NE Pacific St., Seattle, WA, 98195, USA
- Clinical Research Division, University of Washington, 1959 NE Pacific St., Seattle, WA, USA
| |
Collapse
|
25
|
van Schooten J, Schorcht A, Farokhi E, Umotoy JC, Gao H, van den Kerkhof TLGM, Dorning J, Rijkhold Meesters TG, van der Woude P, Burger JA, Bijl T, Ghalaiyini R, Torrents de la Peña A, Turner HL, Labranche CC, Stanfield RL, Sok D, Schuitemaker H, Montefiori DC, Burton DR, Ozorowski G, Seaman MS, Wilson IA, Sanders RW, Ward AB, van Gils MJ. Complementary antibody lineages achieve neutralization breadth in an HIV-1 infected elite neutralizer. PLoS Pathog 2022; 18:e1010945. [PMID: 36395347 PMCID: PMC9714913 DOI: 10.1371/journal.ppat.1010945] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2022] [Revised: 12/01/2022] [Accepted: 10/21/2022] [Indexed: 11/18/2022] Open
Abstract
Broadly neutralizing antibodies (bNAbs) have remarkable breadth and potency against most HIV-1 subtypes and are able to prevent HIV-1 infection in animal models. However, bNAbs are extremely difficult to induce by vaccination. Defining the developmental pathways towards neutralization breadth can assist in the design of strategies to elicit protective bNAb responses by vaccination. Here, HIV-1 envelope glycoproteins (Env)-specific IgG+ B cells were isolated at various time points post infection from an HIV-1 infected elite neutralizer to obtain monoclonal antibodies (mAbs). Multiple antibody lineages were isolated targeting distinct epitopes on Env, including the gp120-gp41 interface, CD4-binding site, silent face and V3 region. The mAbs each neutralized a diverse set of HIV-1 strains from different clades indicating that the patient's remarkable serum breadth and potency might have been the result of a polyclonal mixture rather than a single bNAb lineage. High-resolution cryo-electron microscopy structures of the neutralizing mAbs (NAbs) in complex with an Env trimer generated from the same individual revealed that the NAbs used multiple strategies to neutralize the virus; blocking the receptor binding site, binding to HIV-1 Env N-linked glycans, and disassembly of the trimer. These results show that diverse NAbs can complement each other to achieve a broad and potent neutralizing serum response in HIV-1 infected individuals. Hence, the induction of combinations of moderately broad NAbs might be a viable vaccine strategy to protect against a wide range of circulating HIV-1 viruses.
Collapse
Affiliation(s)
- Jelle van Schooten
- Department of Medical Microbiology, Amsterdam Infection & Immunity Institute, Amsterdam UMC, Location AMC, University of Amsterdam, Amsterdam, The Netherlands
| | - Anna Schorcht
- Department of Medical Microbiology, Amsterdam Infection & Immunity Institute, Amsterdam UMC, Location AMC, University of Amsterdam, Amsterdam, The Netherlands
| | - Elinaz Farokhi
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, California, United States of America
| | - Jeffrey C. Umotoy
- Department of Medical Microbiology, Amsterdam Infection & Immunity Institute, Amsterdam UMC, Location AMC, University of Amsterdam, Amsterdam, The Netherlands
| | - Hongmei Gao
- Department of Surgery, Duke University Medical Center, Durham, North Carolina, United States of America
| | - Tom L. G. M. van den Kerkhof
- Department of Medical Microbiology, Amsterdam Infection & Immunity Institute, Amsterdam UMC, Location AMC, University of Amsterdam, Amsterdam, The Netherlands
- Department of Experimental Immunology, Amsterdam Infection & Immunity Institute, Amsterdam UMC, Location AMC, University of Amsterdam, Amsterdam, The Netherlands
| | - Jessica Dorning
- Center for Virology and Vaccine Research, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts, United States of America
| | - Tim G. Rijkhold Meesters
- Department of Medical Microbiology, Amsterdam Infection & Immunity Institute, Amsterdam UMC, Location AMC, University of Amsterdam, Amsterdam, The Netherlands
| | - Patricia van der Woude
- Department of Medical Microbiology, Amsterdam Infection & Immunity Institute, Amsterdam UMC, Location AMC, University of Amsterdam, Amsterdam, The Netherlands
| | - Judith A. Burger
- Department of Medical Microbiology, Amsterdam Infection & Immunity Institute, Amsterdam UMC, Location AMC, University of Amsterdam, Amsterdam, The Netherlands
| | - Tom Bijl
- Department of Medical Microbiology, Amsterdam Infection & Immunity Institute, Amsterdam UMC, Location AMC, University of Amsterdam, Amsterdam, The Netherlands
| | - Riham Ghalaiyini
- Department of Medical Microbiology, Amsterdam Infection & Immunity Institute, Amsterdam UMC, Location AMC, University of Amsterdam, Amsterdam, The Netherlands
| | - Alba Torrents de la Peña
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, California, United States of America
| | - Hannah L. Turner
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, California, United States of America
| | - Celia C. Labranche
- Department of Surgery, Duke University Medical Center, Durham, North Carolina, United States of America
| | - Robyn L. Stanfield
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, California, United States of America
| | - Devin Sok
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, California, United States of America
- International AIDS Vaccine Initiative Neutralizing Antibody Center, The Scripps Research Institute, La Jolla, California, United States of America
- Consortium for HIV/AIDS Vaccine Development, The Scripps Research Institute, La Jolla, California, United States of America
- International AIDS Vaccine Initiative, New York, New York, United States of America
| | - Hanneke Schuitemaker
- Department of Experimental Immunology, Amsterdam Infection & Immunity Institute, Amsterdam UMC, Location AMC, University of Amsterdam, Amsterdam, The Netherlands
| | - David C. Montefiori
- Department of Surgery, Duke University Medical Center, Durham, North Carolina, United States of America
| | - Dennis R. Burton
- Department of Immunology and Microbiology, The Scripps Research Institute, La Jolla, California, United States of America
- International AIDS Vaccine Initiative Neutralizing Antibody Center, The Scripps Research Institute, La Jolla, California, United States of America
- Consortium for HIV/AIDS Vaccine Development, The Scripps Research Institute, La Jolla, California, United States of America
- Ragon Institute of MGH, MIT and Harvard, Cambridge, Massachusetts, United States of America
| | - Gabriel Ozorowski
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, California, United States of America
- International AIDS Vaccine Initiative Neutralizing Antibody Center, The Scripps Research Institute, La Jolla, California, United States of America
- Consortium for HIV/AIDS Vaccine Development, The Scripps Research Institute, La Jolla, California, United States of America
| | - Michael S. Seaman
- Center for Virology and Vaccine Research, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, Massachusetts, United States of America
| | - Ian A. Wilson
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, California, United States of America
- International AIDS Vaccine Initiative Neutralizing Antibody Center, The Scripps Research Institute, La Jolla, California, United States of America
- Consortium for HIV/AIDS Vaccine Development, The Scripps Research Institute, La Jolla, California, United States of America
- The Skaggs Institute for Chemical Biology, The Scripps Research Institute, La Jolla, California, United States of America
| | - Rogier W. Sanders
- Department of Medical Microbiology, Amsterdam Infection & Immunity Institute, Amsterdam UMC, Location AMC, University of Amsterdam, Amsterdam, The Netherlands
- Department of Microbiology and Immunology, Weill Medical College of Cornell University, New York, New York, United States of America
| | - Andrew B. Ward
- Department of Integrative Structural and Computational Biology, The Scripps Research Institute, La Jolla, California, United States of America
- International AIDS Vaccine Initiative Neutralizing Antibody Center, The Scripps Research Institute, La Jolla, California, United States of America
- Consortium for HIV/AIDS Vaccine Development, The Scripps Research Institute, La Jolla, California, United States of America
| | - Marit J. van Gils
- Department of Medical Microbiology, Amsterdam Infection & Immunity Institute, Amsterdam UMC, Location AMC, University of Amsterdam, Amsterdam, The Netherlands
| |
Collapse
|
26
|
Warren CJ, Yu S, Peters DK, Barbachano-Guerrero A, Yang Q, Burris BL, Worwa G, Huang IC, Wilkerson GK, Goldberg TL, Kuhn JH, Sawyer SL. Primate hemorrhagic fever-causing arteriviruses are poised for spillover to humans. Cell 2022; 185:3980-3991.e18. [PMID: 36182704 PMCID: PMC9588614 DOI: 10.1016/j.cell.2022.09.022] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/21/2022] [Revised: 06/22/2022] [Accepted: 09/12/2022] [Indexed: 01/26/2023]
Abstract
Simian arteriviruses are endemic in some African primates and can cause fatal hemorrhagic fevers when they cross into primate hosts of new species. We find that CD163 acts as an intracellular receptor for simian hemorrhagic fever virus (SHFV; a simian arterivirus), a rare mode of virus entry that is shared with other hemorrhagic fever-causing viruses (e.g., Ebola and Lassa viruses). Further, SHFV enters and replicates in human monocytes, indicating full functionality of all of the human cellular proteins required for viral replication. Thus, simian arteriviruses in nature may not require major adaptations to the human host. Given that at least three distinct simian arteriviruses have caused fatal infections in captive macaques after host-switching, and that humans are immunologically naive to this family of viruses, development of serology tests for human surveillance should be a priority.
Collapse
Affiliation(s)
- Cody J Warren
- BioFrontiers Institute, Department of Molecular, Cellular, and Developmental Biology, University of Colorado, Boulder, CO 80303, USA
| | - Shuiqing Yu
- Integrated Research Facility at Fort Detrick, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Fort Detrick, Frederick, MD 21702, USA
| | - Douglas K Peters
- BioFrontiers Institute, Department of Molecular, Cellular, and Developmental Biology, University of Colorado, Boulder, CO 80303, USA
| | - Arturo Barbachano-Guerrero
- BioFrontiers Institute, Department of Molecular, Cellular, and Developmental Biology, University of Colorado, Boulder, CO 80303, USA
| | - Qing Yang
- BioFrontiers Institute, Department of Molecular, Cellular, and Developmental Biology, University of Colorado, Boulder, CO 80303, USA
| | - Bridget L Burris
- Department of Comparative Medicine, Michale E. Keeling Center for Comparative Medicine and Research, The University of Texas MD Anderson Cancer Center, Bastrop, TX 78602, USA
| | - Gabriella Worwa
- Integrated Research Facility at Fort Detrick, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Fort Detrick, Frederick, MD 21702, USA
| | - I-Chueh Huang
- Integrated Research Facility at Fort Detrick, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Fort Detrick, Frederick, MD 21702, USA
| | - Gregory K Wilkerson
- Department of Comparative Medicine, Michale E. Keeling Center for Comparative Medicine and Research, The University of Texas MD Anderson Cancer Center, Bastrop, TX 78602, USA
| | - Tony L Goldberg
- Department of Pathobiological Sciences, University of Wisconsin-Madison, Madison, WI 53706, USA
| | - Jens H Kuhn
- Integrated Research Facility at Fort Detrick, National Institute of Allergy and Infectious Diseases, National Institutes of Health, Fort Detrick, Frederick, MD 21702, USA.
| | - Sara L Sawyer
- BioFrontiers Institute, Department of Molecular, Cellular, and Developmental Biology, University of Colorado, Boulder, CO 80303, USA.
| |
Collapse
|
27
|
Early SARS-CoV-2 dynamics and immune responses in unvaccinated participants of an intensely sampled longitudinal surveillance study. COMMUNICATIONS MEDICINE 2022; 2:129. [PMID: 36238348 PMCID: PMC9553075 DOI: 10.1038/s43856-022-00195-4] [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: 03/10/2022] [Accepted: 09/29/2022] [Indexed: 11/08/2022] Open
Abstract
Background A comprehensive understanding of the SARS-CoV-2 infection dynamics and the ensuing host immune responses is needed to explain the pathogenesis as it relates to viral transmission. Knowledge gaps exist surrounding SARS-CoV-2 in vivo kinetics, particularly in the earliest stages after exposure. Methods An ongoing, workplace clinical surveillance study was used to intensely sample a small cohort longitudinally. Nine study participants who developed COVID-19 between November, 2020 and March, 2021 were monitored at high temporal resolution for three months in terms of viral loads as well as associated inflammatory biomarker and antibody responses. CD8 + T cells targeting SARS-CoV-2 in blood samples from study participants were evaluated. Results Here we show that the resulting datasets, supported by Bayesian modeling, allowed the underlying kinetic processes to be described, yielding a number of unexpected findings. Early viral replication is rapid (median doubling time, 3.1 h), providing a narrow window between exposure and viral shedding, while the clearance phase is slow and heterogeneous. Host immune responses different widely across participants. Conclusions Results from our small study give a rare insight into the life-cycle of COVID-19 infection and hold a number of important biological, clinical, and public health implications.
Collapse
|
28
|
Apetrei C, Marx PA, Mellors JW, Pandrea I. The COVID misinfodemic: not new, never more lethal. Trends Microbiol 2022; 30:948-958. [PMID: 35945120 PMCID: PMC9356696 DOI: 10.1016/j.tim.2022.07.004] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/06/2022] [Revised: 07/10/2022] [Accepted: 07/13/2022] [Indexed: 12/26/2022]
Abstract
'Infodemia' is a portmanteau between 'information' and 'epidemics', referring to wide and rapid accumulation and dissemination of information, misinformation, and disinformation about a given subject, such as a disease. As facts, rumors and fears mix and disperse, the misinfodemic creates loud background noise, preventing the general public from discerning between accurate and false information. We compared and contrasted key elements of the AIDS and COVID-19 misinfodemics, to identify common features, and, based on experience with the AIDS pandemic, recommend actions to control and reverse the SARS-CoV-2 misinfodemic that contributed to erode the trust between the public and scientists and governments and has created barriers to control of COVID-19. As pandemics emerge and evolve, providing robust responses to future misinfodemics must be a priority for society and public health.
Collapse
Affiliation(s)
- Cristian Apetrei
- Division of Infectious Diseases, Department of Medicine, School of Medicine, University of Pittsburgh, Pittsburgh, PA, USA; Department of Infectious Diseases and Immunology, School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA.
| | - Preston A Marx
- Department of Tropical Medicine, School of Public Health and Tropical Medicine, Tulane University, New Orleans, LA, USA; Division of Microbiology, Tulane National Primate Research Center, Covington, LA, USA
| | - John W Mellors
- Division of Infectious Diseases, Department of Medicine, School of Medicine, University of Pittsburgh, Pittsburgh, PA, USA; Department of Infectious Diseases and Immunology, School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA
| | - Ivona Pandrea
- Department of Infectious Diseases and Immunology, School of Public Health, University of Pittsburgh, Pittsburgh, PA, USA; Department of Pathology, School of Medicine, University of Pittsburgh, Pittsburgh, PA, USA
| |
Collapse
|
29
|
Soto PC, Terry VH, Lewinski MK, Deshmukh S, Beliakova-Bethell N, Spina CA. HIV-1 latency is established preferentially in minimally activated and non-dividing cells during productive infection of primary CD4 T cells. PLoS One 2022; 17:e0271674. [PMID: 35895672 PMCID: PMC9328514 DOI: 10.1371/journal.pone.0271674] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/11/2021] [Accepted: 07/05/2022] [Indexed: 11/19/2022] Open
Abstract
Latently infected CD4 T cells form a stable reservoir of HIV that leads to life-long viral persistence; the mechanisms involved in establishment of this latency are not well understood. Three scenarios have been proposed: 1) an activated, proliferating cell becomes infected and reverts back to a resting state; 2) an activated cell becomes infected during its return to resting; or 3) infection is established directly in a resting cell. The aim of this study was, therefore, to investigate the relationship between T cell activation and proliferation and the establishment of HIV latency. Isolated primary CD4 cells were infected at different time points before or after TCR-induced stimulation. Cell proliferation within acutely infected cultures was tracked using CFSE viable dye over 14 days; and cell subsets that underwent varying degrees of proliferation were isolated at end of culture by flow cytometric sorting. Recovered cell subpopulations were analyzed for the amount of integrated HIV DNA, and the ability to produce virus, upon a second round of cell stimulation. We show that cell cultures exposed to virus, prior to stimulus addition, contained the highest levels of integrated and replication-competent provirus after returning to quiescence; whereas, cells infected during the height of cell proliferation retained the least. Cells that did not divide or exhibited limited division, following virus exposure and stimulation contained greater amounts of integrated and inducible HIV than did cells that had divided many times. Based on these results, co-culture experiments were conducted to demonstrate that latent infection could be established directly in non-dividing cells via cell-to-cell transmission from autologous productively infected cells. Together, the findings from our studies implicate the likely importance of direct infection of sub-optimally activated T cells in establishment of latently infected reservoirs in vivo, especially in CD4 lymphocytes that surround productive viral foci within immune tissue microenvironments.
Collapse
Affiliation(s)
- Paula C. Soto
- Veterans Affairs San Diego Healthcare System, San Diego, California, United States of America
- Department of Pathology, University of California San Diego, La Jolla, California, United States of America
| | - Valeri H. Terry
- Veterans Affairs San Diego Healthcare System, San Diego, California, United States of America
| | - Mary K. Lewinski
- Department of Medicine, University of California San Diego, La Jolla, California, United States of America
| | - Savitha Deshmukh
- Veterans Medical Research Foundation, San Diego, California, United States of America
| | - Nadejda Beliakova-Bethell
- Veterans Affairs San Diego Healthcare System, San Diego, California, United States of America
- Department of Medicine, University of California San Diego, La Jolla, California, United States of America
| | - Celsa A. Spina
- Veterans Affairs San Diego Healthcare System, San Diego, California, United States of America
- Department of Pathology, University of California San Diego, La Jolla, California, United States of America
| |
Collapse
|
30
|
Ning S, Wang H, Zeng C, Zhao Y. Prediction of allosteric druggable pockets of cyclin-dependent kinases. Brief Bioinform 2022; 23:6643454. [PMID: 35830869 DOI: 10.1093/bib/bbac290] [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: 05/04/2022] [Revised: 06/07/2022] [Accepted: 06/24/2022] [Indexed: 11/13/2022] Open
Abstract
Cyclin-dependent kinase (Cdk) proteins play crucial roles in the cell cycle progression and are thus attractive drug targets for therapy against such aberrant cell cycle processes as cancer. Since most of the available Cdk inhibitors target the highly conserved catalytic ATP pocket and their lack of specificity often lead to side effects, it is imperative to identify and characterize less conserved non-catalytic pockets capable of interfering with the kinase activity allosterically. However, a systematic analysis of these allosteric druggable pockets is still in its infancy. Here, we summarize the existing Cdk pockets and their selectivity. Then, we outline a network-based pocket prediction approach (NetPocket) and illustrate its utility for systematically identifying the allosteric druggable pockets with case studies. Finally, we discuss potential future directions and their challenges.
Collapse
Affiliation(s)
- Shangbo Ning
- Institute of Biophysics and Department of Physics, Central China Normal University, Wuhan, 430079, China
| | - Huiwen Wang
- School of Physics and Engineering, Henan University of Science and Technology, Luoyang 471023, China
| | - Chen Zeng
- Department of Physics, The George Washington University, Washington, DC 20052, USA
| | - Yunjie Zhao
- Institute of Biophysics and Department of Physics, Central China Normal University, Wuhan, 430079, China
| |
Collapse
|
31
|
Saag M. Wonder of wonders, miracle of miracles: the unprecedented speed of COVID-19 science. Physiol Rev 2022; 102:1569-1577. [PMID: 35446679 PMCID: PMC9169823 DOI: 10.1152/physrev.00010.2022] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/29/2022] [Revised: 04/18/2022] [Accepted: 04/19/2022] [Indexed: 12/15/2022] Open
Affiliation(s)
- Michael Saag
- University of Alabama at Birmingham, Birmingham, Alabama
| |
Collapse
|
32
|
Insights into the HIV-1 Latent Reservoir and Strategies to Cure HIV-1 Infection. DISEASE MARKERS 2022; 2022:6952286. [PMID: 35664434 PMCID: PMC9157282 DOI: 10.1155/2022/6952286] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 11/07/2021] [Revised: 02/07/2022] [Accepted: 05/09/2022] [Indexed: 11/23/2022]
Abstract
Since the first discovery of human immunodeficiency virus 1 (HIV-1) in 1983, the targeted treatment, antiretroviral therapy (ART), has effectively limited the detected plasma viremia below a very low level and the technique has been improved rapidly. However, due to the persistence of the latent reservoir of replication-competent HIV-1 in patients treated with ART, a sudden withdrawal of the drug inevitably results in HIV viral rebound and HIV progression. Therefore, more understanding of the HIV-1 latent reservoir (LR) is the priority before developing a cure that thoroughly eliminates the reservoir. HIV-1 spreads through both the release of cell-free particles and by cell-to-cell transmission. Mounting evidence indicates that cell-to-cell transmission is more efficient than cell-free transmission of particles and likely influences the pathogenesis of HIV-1 infection. This mode of viral transmission also influences the generation and maintenance of the latent reservoir, which represents the main obstacle for curing the infection. In this review, the definition, establishment, and maintenance of the HIV-1 LR, along with the state-of-the-art quantitative approaches that directly quantify HIV-1 intact proviruses, are elucidated. Strategies to cure HIV infection are highlighted. This review will renew hope for a better and more thorough cure of HIV infection for mankind and encourage more clinical trials to achieve ART-free HIV remission.
Collapse
|
33
|
Prybutok AN, Cain JY, Leonard JN, Bagheri N. Fighting fire with fire: deploying complexity in computational modeling to effectively characterize complex biological systems. Curr Opin Biotechnol 2022; 75:102704. [DOI: 10.1016/j.copbio.2022.102704] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/17/2021] [Revised: 01/27/2022] [Accepted: 02/06/2022] [Indexed: 11/03/2022]
|
34
|
Abstract
Genetically-characterizing full-length HIV-1 RNA is critical for identifying genetically-intact genomes and for comparing these RNA genomes to proviral DNA. We have developed a method for sequencing plasma-derived RNA using long-range sequencing (PRLS assay; ∼8.3 kb from gag to the 3′ end or ∼5 kb from integrase to the 3′ end). We employed the gag-3′ PRLS assay to sequence HIV-1 RNA genomes from ART-naive participants during acute/early infection (n = 6) or chronic infection (n = 2). On average, only 65% of plasma-derived genomes were genetically-intact. Defects were found in all genomic regions but were concentrated in env and pol. We compared these genomes to near-full-length proviral sequences from paired peripheral blood mononuclear cell (PBMC) samples for the acute/early group and found that near-identical (>99.98% identical) sequences were identified only during acute infection. For three participants who initiated therapy during acute infection, we used the int-3′ PRLS assay to sequence plasma-derived genomes from an analytical treatment interruption and identified 100% identical genomes between pretherapy and rebound time points. The PRLS assay provides a new level of sensitivity for understanding the genetic composition of plasma-derived HIV-1 RNA from viremic individuals either pretherapy or after treatment interruption, which will be invaluable in assessing possible HIV-1 curative strategies. IMPORTANCE We developed novel plasma-derived RNA using long-range sequencing assays (PRLS assay; 8.3 kb, gag-3′, and 5.0 kb, int-3′). Employing the gag-3′ PRLS assay, we found that 26% to 51% of plasma-derived genomes are genetically-defective, largely as a result of frameshift mutations and deletions. These genetic defects were concentrated in the env region compared to gag and pol, likely a reflection of viral immune escape in env during untreated HIV-1 infection. Employing the int-3′ PRLS assay, we found that analytical treatment interruption (ATI) plasma-derived sequences were identical and genetically-intact. Several sequences from the ATI plasma samples were identical to viral sequences from pretherapy plasma and PBMC samples, indicating that HIV-1 reservoirs established prior to therapy contribute to viral rebound during an ATI. Therefore, near-full-length sequencing of HIV-1 particles is required to gain an accurate picture of the genetic landscape of plasma HIV-1 virions in studies of HIV-1 replication and persistence.
Collapse
|
35
|
White JA, Simonetti FR, Beg S, McMyn NF, Dai W, Bachmann N, Lai J, Ford WC, Bunch C, Jones JL, Ribeiro RM, Perelson AS, Siliciano JD, Siliciano RF. Complex decay dynamics of HIV virions, intact and defective proviruses, and 2LTR circles following initiation of antiretroviral therapy. Proc Natl Acad Sci U S A 2022; 119:e2120326119. [PMID: 35110411 PMCID: PMC8833145 DOI: 10.1073/pnas.2120326119] [Citation(s) in RCA: 47] [Impact Index Per Article: 23.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/07/2021] [Accepted: 12/21/2021] [Indexed: 02/07/2023] Open
Abstract
In persons living with HIV-1 (PLWH) who start antiretroviral therapy (ART), plasma virus decays in a biphasic fashion to below the detection limit. The first phase reflects the short half-life (<1 d) of cells that produce most of the plasma virus. The second phase represents the slower turnover (t1/2 = 14 d) of another infected cell population, whose identity is unclear. Using the intact proviral DNA assay (IPDA) to distinguish intact and defective proviruses, we analyzed viral decay in 17 PLWH initiating ART. Circulating CD4+ T cells with intact proviruses include few of the rapidly decaying first-phase cells. Instead, this population initially decays more slowly (t1/2 = 12.9 d) in a process that largely represents death or exit from the circulation rather than transition to latency. This more protracted decay potentially allows for immune selection. After ∼3 mo, the decay slope changes, and CD4+ T cells with intact proviruses decay with a half-life of 19 mo, which is still shorter than that of the latently infected cells that persist on long-term ART. Two-long-terminal repeat (2LTR) circles decay with fast and slow phases paralleling intact proviruses, a finding that precludes their use as a simple marker of ongoing viral replication. Proviruses with defects at the 5' or 3' end of the genome show equivalent monophasic decay at rates that vary among individuals. Understanding these complex early decay processes is important for correct use of reservoir assays and may provide insights into properties of surviving cells that can constitute the stable latent reservoir.
Collapse
Affiliation(s)
- Jennifer A White
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205
| | - Francesco R Simonetti
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205
| | - Subul Beg
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205
| | - Natalie F McMyn
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205
| | - Weiwei Dai
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205
| | - Niklas Bachmann
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205
| | - Jun Lai
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205
| | - William C Ford
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205
| | - Christina Bunch
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205
| | - Joyce L Jones
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205
| | - Ruy M Ribeiro
- Department of Theoretical Biology and Biophysics, Los Alamos National Laboratory, Los Alamos, NM 87545
| | - Alan S Perelson
- Department of Theoretical Biology and Biophysics, Los Alamos National Laboratory, Los Alamos, NM 87545
| | - Janet D Siliciano
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205
| | - Robert F Siliciano
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD 21205;
- HHMI, Baltimore, MD 21205
| |
Collapse
|
36
|
Churkin A, Kriss S, Uziel A, Goyal A, Zakh R, Cotler SJ, Etzion O, Shlomai A, Rotstein HG, Dahari H, Barash D. Machine learning for mathematical models of HCV kinetics during antiviral therapy. Math Biosci 2022; 343:108756. [PMID: 34883104 PMCID: PMC8792269 DOI: 10.1016/j.mbs.2021.108756] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/26/2021] [Revised: 11/04/2021] [Accepted: 11/04/2021] [Indexed: 01/03/2023]
Abstract
Mathematical models for hepatitis C virus (HCV) dynamics have provided a means for evaluating the antiviral effectiveness of therapy and estimating treatment outcomes such as the time to cure. Recently, a mathematical modeling approach was used in the first proof-of-concept clinical trial assessing in real-time the utility of response-guided therapy with direct-acting antivirals (DAAs) in chronic HCV-infected patients. Several retrospective studies have shown that mathematical modeling of viral kinetics predicts time to cure of less than 12 weeks in the majority of individuals treated with sofosbuvir-based as well as other DAA regimens. A database of these studies was built, and machine learning methods were evaluated for their ability to estimate the time to cure for each patient to facilitate real-time modeling studies. Data from these studies exploring mathematical modeling of HCV kinetics under DAAs in 266 chronic HCV-infected patients were gathered. Different learning methods were applied and trained on part of the dataset ('train' set), to predict time to cure on the untrained part ('test' set). Our results show that this machine learning approach provides a means for establishing an accurate time to cure prediction that will support the implementation of individualized treatment.
Collapse
Affiliation(s)
- Alexander Churkin
- Department of Software Engineering, Sami Shamoon College of Engineering, Beer-Sheba, Israel
| | - Stephanie Kriss
- Program for Experimental and Theoretical Modeling, Division of Hepatology, Department of Medicine, Stritch School of Medicine, Loyola University Chicago, Maywood, IL, USA
| | - Asher Uziel
- Program for Experimental and Theoretical Modeling, Division of Hepatology, Department of Medicine, Stritch School of Medicine, Loyola University Chicago, Maywood, IL, USA
| | - Ashish Goyal
- Program for Experimental and Theoretical Modeling, Division of Hepatology, Department of Medicine, Stritch School of Medicine, Loyola University Chicago, Maywood, IL, USA
| | - Rami Zakh
- Department of Computer Science, Ben-Gurion University, Israel
| | - Scott J Cotler
- Program for Experimental and Theoretical Modeling, Division of Hepatology, Department of Medicine, Stritch School of Medicine, Loyola University Chicago, Maywood, IL, USA
| | - Ohad Etzion
- Soroka University Medical Center, Beer-Sheba, Israel
| | - Amir Shlomai
- Department of Medicine D and The Liver Institute, Rabin Medical Center, Beilinson Hospital, Petah-Tikva and the Sackler Faculty of Medicine, Tel Aviv University, Tel Aviv, Israel
| | - Horacio G Rotstein
- Federated Department of Biological Sciences, New Jersey Institute of Technology and Rutgers University, Newark, NJ, USA; Institute for Future Technologies, New Jersey Institute of Technology, Newark, NJ, USA
| | - Harel Dahari
- Program for Experimental and Theoretical Modeling, Division of Hepatology, Department of Medicine, Stritch School of Medicine, Loyola University Chicago, Maywood, IL, USA.
| | - Danny Barash
- Department of Computer Science, Ben-Gurion University, Israel.
| |
Collapse
|
37
|
Zhang L, Wang J, von Kleist M. Numerical approaches for the rapid analysis of prophylactic efficacy against HIV with arbitrary drug-dosing schemes. PLoS Comput Biol 2021; 17:e1009295. [PMID: 34941864 PMCID: PMC8741042 DOI: 10.1371/journal.pcbi.1009295] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2021] [Revised: 01/07/2022] [Accepted: 12/03/2021] [Indexed: 11/18/2022] Open
Abstract
Pre-exposure prophylaxis (PrEP) is an important pillar to prevent HIV transmission. Because of experimental and clinical shortcomings, mathematical models that integrate pharmacological, viral- and host factors are frequently used to quantify clinical efficacy of PrEP. Stochastic simulations of these models provides sample statistics from which the clinical efficacy is approximated. However, many stochastic simulations are needed to reduce the associated sampling error. To remedy the shortcomings of stochastic simulation, we developed a numerical method that allows predicting the efficacy of arbitrary prophylactic regimen directly from a viral dynamics model, without sampling. We apply the method to various hypothetical dolutegravir (DTG) prophylaxis scenarios. The approach is verified against state-of-the-art stochastic simulation. While the method is more accurate than stochastic simulation, it is superior in terms of computational performance. For example, a continuous 6-month prophylactic profile is computed within a few seconds on a laptop computer. The method’s computational performance, therefore, substantially expands the horizon of feasible analysis in the context of PrEP, and possibly other applications. Pre-exposure prophylaxis (PrEP) is an important tool to prevent HIV transmission. However, experimental identification of parameters that determine prophylactic efficacy is extremely difficult. Clues about these parameters could prove essential for the design of next-generation PrEP compounds. Integrative mathematical models can fill this void: Based on stochastic simulation, a sample statistic can be generated, from which the prophylactic efficacy is estimated. However, for this sample statistic to be accurate, many simulations need to be performed. Here, we introduce a numerical method to directly compute the prophylactic efficacy from a viral dynamics model, without the need for sampling. Based on several examples with dolutegravir (DTG) -based short- and long-term PrEP, as well as post-exposure prophylaxis we demonstrate the correctness of the new method and its outstanding computational performance. Due to the method’s computational performance, a number of analyses, including formal sensitivity analysis, are becoming feasible with the proposed method.
Collapse
Affiliation(s)
- Lanxin Zhang
- Project group 5 “Systems Medicine of Infectious Disease”, Robert Koch Institute, Berlin, Germany
| | - Junyu Wang
- Project group 5 “Systems Medicine of Infectious Disease”, Robert Koch Institute, Berlin, Germany
| | - Max von Kleist
- Project group 5 “Systems Medicine of Infectious Disease”, Robert Koch Institute, Berlin, Germany
- * E-mail:
| |
Collapse
|
38
|
Bernhauerová V, Lisowski B, Rezelj VV, Vignuzzi M. Mathematical modelling of SARS-CoV-2 infection of human and animal host cells reveals differences in the infection rates and delays in viral particle production by infected cells. J Theor Biol 2021; 531:110895. [PMID: 34499915 PMCID: PMC8418984 DOI: 10.1016/j.jtbi.2021.110895] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/20/2021] [Revised: 07/28/2021] [Accepted: 09/01/2021] [Indexed: 01/04/2023]
Abstract
Severe acute respiratory syndrome coronavirus 2 (SARS-CoV -2), a causative agent of COVID-19 disease, poses a significant threat to public health. Since its outbreak in December 2019, Wuhan, China, extensive collection of diverse data from cell culture and animal infections as well as population level data from an ongoing pandemic, has been vital in assessing strategies to battle its spread. Mathematical modelling plays a key role in quantifying determinants that drive virus infection dynamics, especially those relevant for epidemiological investigations and predictions as well as for proposing efficient mitigation strategies. We utilized a simple mathematical model to describe and explain experimental results on viral replication cycle kinetics during SARS-CoV-2 infection of animal and human derived cell lines, green monkey kidney cells, Vero-E6, and human lung epithelium cells, A549-ACE2, respectively. We conducted cell infections using two distinct initial viral concentrations and quantified viral loads over time. We then fitted the model to our experimental data and quantified the viral parameters. We showed that such cellular tropism generates significant differences in the infection rates and incubation times of SARS-CoV-2, that is, the times to the first release of newly synthesised viral progeny by SARS-CoV-2-infected cells. Specifically, the rate at which A549-ACE2 cells were infected by SARS-CoV-2 was 15 times lower than that in the case of Vero-E6 cell infection and the duration of latent phase of A549-ACE2 cells was 1.6 times longer than that of Vero-E6 cells. On the other hand, we found no statistically significant differences in other viral parameters, such as viral production rate or infected cell death rate. Since in vitro infection assays represent the first stage in the development of antiviral treatments against SARS-CoV-2, discrepancies in the viral parameter values across different cell hosts have to be identified and quantified to better target vaccine and antiviral research.
Collapse
Affiliation(s)
- Veronika Bernhauerová
- Department of Biophysics and Physical Chemistry, Faculty of Pharmacy, Charles University, Heyrovského 1203, Hradec Králové 500 05, Czech Republic.
| | - Bartek Lisowski
- Department of Biophysics, Chair of Physiology, Jagiellonian University Medical College, św. Łazarza 16, Kraków 31-530, Poland
| | - Veronica V Rezelj
- Institut Pasteur, Viral Populations and Pathogenesis Unit, Department of Virology, CNRS UMR 3569, Paris F-75015, France
| | - Marco Vignuzzi
- Institut Pasteur, Viral Populations and Pathogenesis Unit, Department of Virology, CNRS UMR 3569, Paris F-75015, France.
| |
Collapse
|
39
|
Arya RK, Verros GD, Thapliyal D. Towards a Mathematical Model for the Viral Progression in the Pharynx. Healthcare (Basel) 2021; 9:healthcare9121766. [PMID: 34946492 PMCID: PMC8701019 DOI: 10.3390/healthcare9121766] [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: 11/23/2021] [Revised: 12/16/2021] [Accepted: 12/16/2021] [Indexed: 12/03/2022] Open
Abstract
In this work, a comprehensive model for the viral progression in the pharynx has been developed. This one-dimension model considers both Fickian diffusion and convective flow coupled with chemical reactions, such as virus population growth, infected and uninfected cell accumulation as well as virus clearance. The effect of a sterilizing agent such as an alcoholic solution on the viral progression in the pharynx was taken into account and a parametric analysis for the effect of kinetic rate parameters on virus propagation was made. Moreover, different conditions caused by further medical treatment, such as a decrease in virus yield per infected cell, were examined. It is shown that the infection fails to establish by decreasing the virus yield per infected cell. It is believed that this work could be used to further investigate the medical treatment of viral progression in the pharynx.
Collapse
Affiliation(s)
- Raj Kumar Arya
- Department of Chemical Engineering, Dr. B. R. Ambedkar National Institute of Technology, Jalandhar 144011, India;
- Correspondence: or
| | - George D. Verros
- Laboratory of Polymer and Colour Chemistry and Technology, Department of Chemistry, Aristotle University of Thessaloniki (AUTH), P.O. Box 454, Plagiari, Epanomi, 57500 Thessaloniki, Greece;
| | - Devyani Thapliyal
- Department of Chemical Engineering, Dr. B. R. Ambedkar National Institute of Technology, Jalandhar 144011, India;
| |
Collapse
|
40
|
Getz M, Wang Y, An G, Asthana M, Becker A, Cockrell C, Collier N, Craig M, Davis CL, Faeder JR, Ford Versypt AN, Mapder T, Gianlupi JF, Glazier JA, Hamis S, Heiland R, Hillen T, Hou D, Islam MA, Jenner AL, Kurtoglu F, Larkin CI, Liu B, Macfarlane F, Maygrundter P, Morel PA, Narayanan A, Ozik J, Pienaar E, Rangamani P, Saglam AS, Shoemaker JE, Smith AM, Weaver JJA, Macklin P. Iterative community-driven development of a SARS-CoV-2 tissue simulator. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2021:2020.04.02.019075. [PMID: 32511322 PMCID: PMC7239052 DOI: 10.1101/2020.04.02.019075] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/08/2023]
Abstract
The 2019 novel coronavirus, SARS-CoV-2, is a pathogen of critical significance to international public health. Knowledge of the interplay between molecular-scale virus-receptor interactions, single-cell viral replication, intracellular-scale viral transport, and emergent tissue-scale viral propagation is limited. Moreover, little is known about immune system-virus-tissue interactions and how these can result in low-level (asymptomatic) infections in some cases and acute respiratory distress syndrome (ARDS) in others, particularly with respect to presentation in different age groups or pre-existing inflammatory risk factors. Given the nonlinear interactions within and among each of these processes, multiscale simulation models can shed light on the emergent dynamics that lead to divergent outcomes, identify actionable "choke points" for pharmacologic interventions, screen potential therapies, and identify potential biomarkers that differentiate patient outcomes. Given the complexity of the problem and the acute need for an actionable model to guide therapy discovery and optimization, we introduce and iteratively refine a prototype of a multiscale model of SARS-CoV-2 dynamics in lung tissue. The first prototype model was built and shared internationally as open source code and an online interactive model in under 12 hours, and community domain expertise is driving regular refinements. In a sustained community effort, this consortium is integrating data and expertise across virology, immunology, mathematical biology, quantitative systems physiology, cloud and high performance computing, and other domains to accelerate our response to this critical threat to international health. More broadly, this effort is creating a reusable, modular framework for studying viral replication and immune response in tissues, which can also potentially be adapted to related problems in immunology and immunotherapy.
Collapse
|
41
|
Siliciano JD, Siliciano RF. In Vivo Dynamics of the Latent Reservoir for HIV-1: New Insights and Implications for Cure. ANNUAL REVIEW OF PATHOLOGY-MECHANISMS OF DISEASE 2021; 17:271-294. [PMID: 34736342 DOI: 10.1146/annurev-pathol-050520-112001] [Citation(s) in RCA: 23] [Impact Index Per Article: 7.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
Although antiretroviral therapy (ART) can reduce viremia to below the limit of detection and allow persons living with HIV-1 (PLWH) to lead relatively normal lives, viremia rebounds when treatment is interrupted. Rebound reflects viral persistence in a stable latent reservoir in resting CD4+ T cells. This reservoir is now recognized as the major barrier to cure and is the focus of intense international research efforts. Strategies to cure HIV-1 infection include interventions to eliminate this reservoir, to prevent viral rebound from the reservoir, or to enhance immune responses such that viral replication is effectively controlled. Here we consider recent developments in understanding the composition of the reservoir and how it can be measured in clinical studies. We also discuss exciting new insights into the in vivo dynamics of the reservoir and the reasons for its remarkable stability. Finally we discuss recent discoveries on the complex processes that govern viral rebound. Expected final online publication date for the Annual Review of Pathology: Mechanisms of Disease, Volume 17 is January 2022. Please see http://www.annualreviews.org/page/journal/pubdates for revised estimates.
Collapse
Affiliation(s)
- Janet D Siliciano
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland 21205, USA;
| | - Robert F Siliciano
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland 21205, USA; .,Howard Hughes Medical Institute, Baltimore, Maryland 21205, USA
| |
Collapse
|
42
|
Coffin JM, Hughes SH. Clonal Expansion of Infected CD4+ T Cells in People Living with HIV. Viruses 2021; 13:v13102078. [PMID: 34696507 PMCID: PMC8537114 DOI: 10.3390/v13102078] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/02/2021] [Revised: 09/28/2021] [Accepted: 10/05/2021] [Indexed: 01/16/2023] Open
Abstract
HIV infection is not curable with current antiretroviral therapy (ART) because a small fraction of CD4+ T cells infected prior to ART initiation persists. Understanding the nature of this latent reservoir and how it is created is essential to development of potentially curative strategies. The discovery that a large fraction of the persistently infected cells in individuals on suppressive ART are members of large clones greatly changed our view of the reservoir and how it arises. Rather than being the products of infection of resting cells, as was once thought, HIV persistence is largely or entirely a consequence of infection of cells that are either expanding or are destined to expand, primarily due to antigen-driven activation. Although most of the clones carry defective proviruses, some carry intact infectious proviruses; these clones comprise the majority of the reservoir. A large majority of both the defective and the intact infectious proviruses in clones of infected cells are transcriptionally silent; however, a small fraction expresses a few copies of unspliced HIV RNA. A much smaller fraction is responsible for production of low levels of infectious virus, which can rekindle infection when ART is stopped. Further understanding of the reservoir will be needed to clarify the mechanism(s) by which provirus expression is controlled in the clones of cells that constitute the reservoir.
Collapse
Affiliation(s)
- John M. Coffin
- Department of Molecular Biology and Microbiology, Tufts University, Boston, MA 02111, USA;
| | - Stephen H. Hughes
- HIV Dynamics and Replication Program, National Cancer Institute in Frederick, Frederick, MD 21702, USA
- Correspondence:
| |
Collapse
|
43
|
Lee SS, Park JH, Bae YK. Comparison of two digital PCR methods for EGFR DNA and SARS-CoV-2 RNA quantification. Clin Chim Acta 2021; 521:9-18. [PMID: 34144041 PMCID: PMC8206622 DOI: 10.1016/j.cca.2021.06.016] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/12/2021] [Accepted: 06/09/2021] [Indexed: 12/16/2022]
Abstract
BACKGROUND The COVID-19 pandemic caused by the severe acute SARS-CoV-2 virus has undeniably highlighted the importance of reliable nucleic acid quantification. Digital PCR (dPCR) is capable of the absolute quantification of nucleic acids. METHOD By using the droplet dPCR (QX200) and the digital real-time PCR (LOAA), the copy numbers were compared via multiple assays for three distinct targerts; EGFR DNA, SARS-CoV-2 and HIV-1 RNA. RESULTS The droplet dPCR and digital real-time PCR showed similar copy numbers for both DNA and RNA quantification. When the limit of detection (LOD) and limit of quantitation (LOQ) of each method were estimated for DNA and RNA targets, the digital real-time PCR showed a higher sensitivity and precision especially with low copy number targets. CONCLUSION The breath of nucleic acid testing in diagnostic applications continues to expand. In this study we applied common diagnostic targets to a novel digital real-time PCR methodology. It performed comparably to the established dPCR method with distinctive advantages and disadvantages for implementing in laboratories. These rapidly developing dPCR systems can be applied to benefit the accurate and sensitive nucleic acid testing for various clinical areas.
Collapse
Affiliation(s)
- Sang-Soo Lee
- Biomolecular Measurement Team, Korea Research Institute of Standards and Science, Daejeon, Republic of Korea
| | - Jae-Hyeong Park
- Biomolecular Measurement Team, Korea Research Institute of Standards and Science, Daejeon, Republic of Korea; Department of Bioscience and Biotechnology, Chungnam National University, Daejeon, Republic of Korea
| | - Young-Kyung Bae
- Biomolecular Measurement Team, Korea Research Institute of Standards and Science, Daejeon, Republic of Korea.
| |
Collapse
|
44
|
Siliciano JD, Siliciano RF. Low Inducibility of Latent Human Immunodeficiency Virus Type 1 Proviruses as a Major Barrier to Cure. J Infect Dis 2021; 223:13-21. [PMID: 33586775 DOI: 10.1093/infdis/jiaa649] [Citation(s) in RCA: 24] [Impact Index Per Article: 8.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/15/2022] Open
Abstract
The latent reservoir for human immunodeficiency virus type 1 (HIV-1) in resting CD4+ T cells is a major barrier to cure. The dimensions of the reservoir problem can be defined with 2 assays. A definitive minimal estimate of the frequency of latently infected cells is provided by the quantitative viral outgrowth assay (QVOA), which detects cells that can be induced by T-cell activation to release infectious virus. In contrast, the intact proviral DNA assay (IPDA) detects all genetically intact proviruses and provides a more accurate upper limit on reservoir size than standard single-amplicon polymerase chain reaction assays which mainly detect defective proviruses. The frequency of cells capable of initiating viral rebound on interruption of antiretroviral therapy lies between the values produced by the QVOA and the IPDA. We argue here that the 1-2-log difference between QVOA and IPDA values in part reflects that the fact that many replication-competent proviruses are not readily induced by T-cell activation. Findings of earlier studies suggest that latently infected cells can be activated to proliferate in vivo without expressing viral genes. The proliferating cells nevertheless retain the ability to produce virus on subsequent stimulation. The low inducibility of latent proviruses is a major problem for the shock-and-kill strategy for curing HIV-1 infection, which uses latency-reversing agents to induce viral gene expression and render infected cells susceptible to immune clearance. The latency-reversing agents developed to date are much less effective at reversing latency than T-cell activation. Taken together, these results indicate that HIV-1 eradication will require the discovery of much more effective ways to induce viral gene expression.
Collapse
Affiliation(s)
- Janet D Siliciano
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA
| | - Robert F Siliciano
- Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, Maryland, USA.,Howard Hughes Medical Institute, Baltimore, Maryland, USA
| |
Collapse
|
45
|
Ismail SD, Pankrac J, Ndashimye E, Prodger JL, Abrahams MR, Mann JFS, Redd AD, Arts EJ. Addressing an HIV cure in LMIC. Retrovirology 2021; 18:21. [PMID: 34344423 PMCID: PMC8330180 DOI: 10.1186/s12977-021-00565-1] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/07/2021] [Accepted: 07/19/2021] [Indexed: 12/15/2022] Open
Abstract
HIV-1 persists in infected individuals despite years of antiretroviral therapy (ART), due to the formation of a stable and long-lived latent viral reservoir. Early ART can reduce the latent reservoir and is associated with post-treatment control in people living with HIV (PLWH). However, even in post-treatment controllers, ART cessation after a period of time inevitably results in rebound of plasma viraemia, thus lifelong treatment for viral suppression is indicated. Due to the difficulties of sustained life-long treatment in the millions of PLWH worldwide, a cure is undeniably necessary. This requires an in-depth understanding of reservoir formation and dynamics. Differences exist in treatment guidelines and accessibility to treatment as well as social stigma between low- and-middle income countries (LMICs) and high-income countries. In addition, demographic differences exist in PLWH from different geographical regions such as infecting viral subtype and host genetics, which can contribute to differences in the viral reservoir between different populations. Here, we review topics relevant to HIV-1 cure research in LMICs, with a focus on sub-Saharan Africa, the region of the world bearing the greatest burden of HIV-1. We present a summary of ART in LMICs, highlighting challenges that may be experienced in implementing a HIV-1 cure therapeutic. Furthermore, we discuss current research on the HIV-1 latent reservoir in different populations, highlighting research in LMIC and gaps in the research that may facilitate a global cure. Finally, we discuss current experimental cure strategies in the context of their potential application in LMICs.
Collapse
Affiliation(s)
- Sherazaan D Ismail
- Division of Medical Virology, Department of Pathology, Institute of Infectious Disease and Molecular Medicine, University of Cape Town, Cape Town, 7925, South Africa
| | - Joshua Pankrac
- Department of Microbiology and Immunology, Schulich School of Medicine and Dentistry, University of Western Ontario, London, ON, N6A5C1, Canada
| | - Emmanuel Ndashimye
- Department of Microbiology and Immunology, Schulich School of Medicine and Dentistry, University of Western Ontario, London, ON, N6A5C1, Canada
- Center for AIDS Research Uganda Laboratories, Joint Clinical Research Centre, Kampala, Uganda
| | - Jessica L Prodger
- Department of Microbiology and Immunology, Schulich School of Medicine and Dentistry, University of Western Ontario, London, ON, N6A5C1, Canada
- Department of Epidemiology and Biostatistics, Schulich School of Medicine and Dentistry, University of Western Ontario, London, ON, N6A 5C1, Canada
- Division of Infectious Diseases, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Melissa-Rose Abrahams
- Division of Medical Virology, Department of Pathology, Institute of Infectious Disease and Molecular Medicine, University of Cape Town, Cape Town, 7925, South Africa
| | - Jamie F S Mann
- Department of Microbiology and Immunology, Schulich School of Medicine and Dentistry, University of Western Ontario, London, ON, N6A5C1, Canada
- Bristol Veterinary School, University of Bristol, Langford House, Langford, Bristol, BS40 5DU, UK
| | - Andrew D Redd
- Division of Medical Virology, Department of Pathology, Institute of Infectious Disease and Molecular Medicine, University of Cape Town, Cape Town, 7925, South Africa
- Division of Infectious Diseases, Department of Medicine, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Laboratory of Immunoregulation, Division of Intramural Research, National Institute of Allergy and Infectious Diseases, NIH, Bethesda, MD, USA
| | - Eric J Arts
- Department of Microbiology and Immunology, Schulich School of Medicine and Dentistry, University of Western Ontario, London, ON, N6A5C1, Canada.
- Division of Infectious Diseases, Department of Medicine, Case Western Reserve University, Cleveland, OH, 44106, USA.
| |
Collapse
|
46
|
Abstract
Broadly neutralizing antibodies (bnAbs) show promise for antibody-mediated prevention or treatment of HIV-1 infection. Recent clinical trials, however, indicate that the virus can evolve resistance mutations that escape neutralization by bnAbs. Here, we establish a fitness model for the escape dynamics of HIV in humans. We show that this model can be applied universally across different human hosts, providing a proof of principle that the in vivo response of HIV to bnAb therapies is predictable. Our analysis identifies a fitness trade-off in viral evolution that can inform antibody design and therapy protocols. Broadly neutralizing antibodies are promising candidates for treatment and prevention of HIV-1 infections. Such antibodies can temporarily suppress viral load in infected individuals; however, the virus often rebounds by escape mutants that have evolved resistance. In this paper, we map a fitness model of HIV-1 interacting with broadly neutralizing antibodies using in vivo data from a recent clinical trial. We identify two fitness factors, antibody dosage and viral load, that determine viral reproduction rates reproducibly across different hosts. The model successfully predicts the escape dynamics of HIV-1 in the course of an antibody treatment, including a characteristic frequency turnover between sensitive and resistant strains. This turnover is governed by a dosage-dependent fitness ranking, resulting from an evolutionary trade-off between antibody resistance and its collateral cost in drug-free growth. Our analysis suggests resistance–cost trade-off curves as a measure of antibody performance in the presence of resistance evolution.
Collapse
|
47
|
Rausch JW, Le Grice SFJ. Characterizing the Latent HIV-1 Reservoir in Patients with Viremia Suppressed on cART: Progress, Challenges, and Opportunities. Curr HIV Res 2021; 18:99-113. [PMID: 31889490 PMCID: PMC7475929 DOI: 10.2174/1570162x18666191231105438] [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: 10/02/2019] [Revised: 12/05/2019] [Accepted: 12/09/2019] [Indexed: 02/07/2023]
Abstract
Modern combination antiretroviral therapy (cART) can bring HIV-1 in blood plasma to level undetectable by standard tests, prevent the onset of acquired immune deficiency syndrome (AIDS), and allow a near-normal life expectancy for HIV-infected individuals. Unfortunately, cART is not curative, as within a few weeks of treatment cessation, HIV viremia in most patients rebounds to pre-cART levels. The primary source of this rebound, and the principal barrier to a cure, is the highly stable reservoir of latent yet replication-competent HIV-1 proviruses integrated into the genomic DNA of resting memory CD4+ T cells. In this review, prevailing models for how the latent reservoir is established and maintained, residual viremia and viremic rebound upon withdrawal of cART, and the types and characteristics of cells harboring latent HIV-1 will be discussed. Selected technologies currently being used to advance our understanding of HIV latency will also be presented, as will a perspective on which areas of advancement are most essential for producing the next generation of HIV-1 therapeutics.
Collapse
Affiliation(s)
- Jason W Rausch
- Basic Research Laboratory, Center for Cancer Research, National Cancer Institute, National Institute of Health, Frederick, MD 21702, United States
| | - Stuart F J Le Grice
- Basic Research Laboratory, Center for Cancer Research, National Cancer Institute, National Institute of Health, Frederick, MD 21702, United States
| |
Collapse
|
48
|
Leyre L, Kroon E, Vandergeeten C, Sacdalan C, Colby DJ, Buranapraditkun S, Schuetz A, Chomchey N, de Souza M, Bakeman W, Fromentin R, Pinyakorn S, Akapirat S, Trichavaroj R, Chottanapund S, Manasnayakorn S, Rerknimitr R, Wattanaboonyoungcharoen P, Kim JH, Tovanabutra S, Schacker TW, O'Connell R, Valcour VG, Phanuphak P, Robb ML, Michael N, Trautmann L, Phanuphak N, Ananworanich J, Chomont N. Abundant HIV-infected cells in blood and tissues are rapidly cleared upon ART initiation during acute HIV infection. Sci Transl Med 2021; 12:12/533/eaav3491. [PMID: 32132218 DOI: 10.1126/scitranslmed.aav3491] [Citation(s) in RCA: 66] [Impact Index Per Article: 22.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2018] [Revised: 09/19/2019] [Accepted: 01/21/2020] [Indexed: 12/15/2022]
Abstract
The timing and location of the establishment of the viral reservoir during acute HIV infection remain unclear. Using longitudinal blood and tissue samples obtained from HIV-infected individuals at the earliest stage of infection, we demonstrate that frequencies of infected cells reach maximal values in gut-associated lymphoid tissue and lymph nodes as early as Fiebig stage II, before seroconversion. Both tissues displayed higher frequencies of infected cells than blood until Fiebig stage III, after which infected cells were equally distributed in all compartments examined. Initiation of antiretroviral therapy (ART) at Fiebig stages I to III led to a profound decrease in the frequency of infected cells to nearly undetectable level in all compartments. The rare infected cells that persisted were preferentially found in the lymphoid tissues. Initiation of ART at later stages (Fiebig stages IV/V and chronic infection) induced only a modest reduction in the frequency of infected cells. Quantification of HIV DNA in memory CD4+ T cell subsets confirmed the unstable nature of most of the infected cells at Fiebig stages I to III and the emergence of persistently infected cells during the transition to Fiebig stage IV. Our results indicate that although a large pool of cells is infected during acute HIV infection, most of these early targets are rapidly cleared upon ART initiation. Therefore, infected cells present after peak viremia have a greater ability to persist.
Collapse
Affiliation(s)
- Louise Leyre
- Centre de Recherche du CHUM and Department of Microbiology, Infectiology and Immunology, Université de Montréal, Montréal, QC H2X 0A9, Canada
| | - Eugène Kroon
- SEARCH, Thai Red Cross AIDS Research Centre, Bangkok 10330, Thailand
| | | | - Carlo Sacdalan
- SEARCH, Thai Red Cross AIDS Research Centre, Bangkok 10330, Thailand
| | - Donn J Colby
- SEARCH, Thai Red Cross AIDS Research Centre, Bangkok 10330, Thailand
| | | | - Alexandra Schuetz
- Department of Retrovirology, Armed Forces Research Institute of Medical Sciences, Bangkok 10400, Thailand.,Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD 20817, USA.,U.S. Military HIV Research Program, Walter Reed Army Institute of Research Silver Spring, MD 20910, USA
| | - Nitiya Chomchey
- SEARCH, Thai Red Cross AIDS Research Centre, Bangkok 10330, Thailand
| | - Mark de Souza
- SEARCH, Thai Red Cross AIDS Research Centre, Bangkok 10330, Thailand
| | - Wendy Bakeman
- Vaccine and Gene Therapy Institute of Florida, FL 34987, USA
| | - Rémi Fromentin
- Centre de Recherche du CHUM and Department of Microbiology, Infectiology and Immunology, Université de Montréal, Montréal, QC H2X 0A9, Canada
| | - Suteeraporn Pinyakorn
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD 20817, USA.,U.S. Military HIV Research Program, Walter Reed Army Institute of Research Silver Spring, MD 20910, USA
| | - Siriwat Akapirat
- Department of Retrovirology, Armed Forces Research Institute of Medical Sciences, Bangkok 10400, Thailand
| | - Rapee Trichavaroj
- Department of Retrovirology, Armed Forces Research Institute of Medical Sciences, Bangkok 10400, Thailand
| | | | | | | | | | - Jerome H Kim
- International Vaccine Institute, Seoul 08826, Korea
| | - Sodsai Tovanabutra
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD 20817, USA.,U.S. Military HIV Research Program, Walter Reed Army Institute of Research Silver Spring, MD 20910, USA
| | - Timothy W Schacker
- Department of Medicine, Medical School, University of Minnesota, Minneapolis, MN 55455, USA
| | - Robert O'Connell
- Department of Retrovirology, Armed Forces Research Institute of Medical Sciences, Bangkok 10400, Thailand.,U.S. Military HIV Research Program, Walter Reed Army Institute of Research Silver Spring, MD 20910, USA
| | - Victor G Valcour
- University of California San Francisco, San Francisco, CA 94117, USA
| | - Praphan Phanuphak
- SEARCH, Thai Red Cross AIDS Research Centre, Bangkok 10330, Thailand.,Faculty of Medicine, Chulalongkorn University, Bangkok 10330, Thailand
| | - Merlin L Robb
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD 20817, USA.,U.S. Military HIV Research Program, Walter Reed Army Institute of Research Silver Spring, MD 20910, USA
| | - Nelson Michael
- U.S. Military HIV Research Program, Walter Reed Army Institute of Research Silver Spring, MD 20910, USA
| | - Lydie Trautmann
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD 20817, USA.,U.S. Military HIV Research Program, Walter Reed Army Institute of Research Silver Spring, MD 20910, USA
| | - Nittaya Phanuphak
- SEARCH, Thai Red Cross AIDS Research Centre, Bangkok 10330, Thailand
| | - Jintanat Ananworanich
- Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD 20817, USA.,U.S. Military HIV Research Program, Walter Reed Army Institute of Research Silver Spring, MD 20910, USA.,Department of Global Health, University of Amsterdam, Amsterdam, Netherlands
| | - Nicolas Chomont
- Centre de Recherche du CHUM and Department of Microbiology, Infectiology and Immunology, Université de Montréal, Montréal, QC H2X 0A9, Canada.
| | | |
Collapse
|
49
|
Integration in oncogenes plays only a minor role in determining the in vivo distribution of HIV integration sites before or during suppressive antiretroviral therapy. PLoS Pathog 2021; 17:e1009141. [PMID: 33826675 PMCID: PMC8055010 DOI: 10.1371/journal.ppat.1009141] [Citation(s) in RCA: 35] [Impact Index Per Article: 11.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2020] [Revised: 04/19/2021] [Accepted: 03/24/2021] [Indexed: 12/11/2022] Open
Abstract
HIV persists during antiretroviral therapy (ART) as integrated proviruses in cells descended from a small fraction of the CD4+ T cells infected prior to the initiation of ART. To better understand what controls HIV persistence and the distribution of integration sites (IS), we compared about 15,000 and 54,000 IS from individuals pre-ART and on ART, respectively, with approximately 395,000 IS from PBMC infected in vitro. The distribution of IS in vivo is quite similar to the distribution in PBMC, but modified by selection against proviruses in expressed genes, by selection for proviruses integrated into one of 7 specific genes, and by clonal expansion. Clones in which a provirus integrated in an oncogene contributed to cell survival comprised only a small fraction of the clones persisting in on ART. Mechanisms that do not involve the provirus, or its location in the host genome, are more important in determining which clones expand and persist. In HIV-infected individuals, a small fraction of the infected cells persist and divide. This reservoir persists during fully suppressive ART and can rekindle the infection if ART is discontinued. Because the number of possible sites of HIV DNA integration is very large, each infected cell, and all of its descendants, can be identified by the site where the provirus is integrated (IS). To understand the selective forces that determine the fates of infected cells in vivo, we compared the distribution of HIV IS in freshly-infected cells to cells from HIV-infected donors sampled both before and during ART. We found that, as previously reported, integration favors highly-expressed genes. However, over time, the fraction of cells with proviruses integrated in highly-expressed genes decreases, implying that they grow less well. There are exceptions to this broad negative selection. When a provirus is integrated in a specific region in one of seven genes, the proviruses affect the expression of the target gene, promoting growth and/or survival of the cell. Although this effect is striking, it is only a minor component of the forces that promote the growth and survival of the population of infected cells during ART.
Collapse
|
50
|
Kreger J, Garcia J, Zhang H, Komarova NL, Wodarz D, Levy DN. Quantifying the dynamics of viral recombination during free virus and cell-to-cell transmission in HIV-1 infection. Virus Evol 2021; 7:veab026. [PMID: 34012557 PMCID: PMC8117450 DOI: 10.1093/ve/veab026] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022] Open
Abstract
Recombination has been shown to contribute to human immunodeficiency virus-1 (HIV-1) evolution in vivo, but the underlying dynamics are extremely complex, depending on the nature of the fitness landscapes and of epistatic interactions. A less well-studied determinant of recombinant evolution is the mode of virus transmission in the cell population. HIV-1 can spread by free virus transmission, resulting largely in singly infected cells, and also by direct cell-to-cell transmission, resulting in the simultaneous infection of cells with multiple viruses. We investigate the contribution of these two transmission pathways to recombinant evolution, by applying mathematical models to in vitro experimental data on the growth of fluorescent reporter viruses under static conditions (where both transmission pathways operate), and under gentle shaking conditions, where cell-to-cell transmission is largely inhibited. The parameterized mathematical models are then used to extrapolate the viral evolutionary dynamics beyond the experimental settings. Assuming a fixed basic reproductive ratio of the virus (independent of transmission pathway), we find that recombinant evolution is fastest if virus spread is driven only by cell-to-cell transmission and slows down if both transmission pathways operate. Recombinant evolution is slowest if all virus spread occurs through free virus transmission. This is due to cell-to-cell transmission 1, increasing infection multiplicity; 2, promoting the co-transmission of different virus strains from cell to cell; and 3, increasing the rate at which point mutations are generated as a result of more reverse transcription events. This study further resulted in the estimation of various parameters that characterize these evolutionary processes. For example, we estimate that during cell-to-cell transmission, an average of three viruses successfully integrated into the target cell, which can significantly raise the infection multiplicity compared to free virus transmission. In general, our study points towards the importance of infection multiplicity and cell-to-cell transmission for HIV evolution.
Collapse
Affiliation(s)
- Jesse Kreger
- Department of Mathematics, Rowland Hall, University of California, Irvine, CA 92697, USA
| | - Josephine Garcia
- Department of Basic Science, New York University College of Dentistry, 921 Schwartz Building, 345 East 24th Street, New York, NY 10010-9403, USA
| | - Hongtao Zhang
- Department of Basic Science, New York University College of Dentistry, 921 Schwartz Building, 345 East 24th Street, New York, NY 10010-9403, USA
| | - Natalia L Komarova
- Department of Mathematics, Rowland Hall, University of California, Irvine, CA 92697, USA
| | - Dominik Wodarz
- Department of Mathematics, Rowland Hall, University of California, Irvine, CA 92697, USA.,Department of Population Health and Disease Prevention, Program in Public Health, Susan and Henry Samueli College of Health Sciences, University of California, Irvine, CA 92697, USA
| | - David N Levy
- Department of Basic Science, New York University College of Dentistry, 921 Schwartz Building, 345 East 24th Street, New York, NY 10010-9403, USA
| |
Collapse
|