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Chung WJ, Wodarz D. Compartmental structure in the secondary lymphoid tissue can slow down in vivo HIV-1 evolution in the presence of strong CTL responses. J R Soc Interface 2025; 22:20240468. [PMID: 39999881 PMCID: PMC11858754 DOI: 10.1098/rsif.2024.0468] [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: 07/10/2024] [Revised: 10/16/2024] [Accepted: 12/06/2024] [Indexed: 02/27/2025] Open
Abstract
Human immunodeficiency virus (HIV-1) replicates in the secondary lymphoid tissues, which are characterized by complex compartmental structures. While cytotoxic T lymphocytes (CTL) readily access infected cells in the extrafollicular compartments, they do not home to follicular compartments, which thus represent an immune-privileged site. Using mathematical models, previous work has shown that this compartmental tissue structure can delay the emergence of CTL escape mutants. Here, we show computationally that the compartmental structure can have an impact on the evolution of advantageous mutants that are not related to CTL recognition: (i) compartmental structure can influence the fixation probability of an advantageous mutant, with weakened selection occurring if CTL responses are of intermediate strength; (ii) compartmental structure is predicted to reduce the rate of mutant generation, which becomes more pronounced for stronger CTL responses; and (iii) compartmental structure is predicted to slow down the overall rate of mutant invasion, with the effect becoming more pronounced for stronger CTL responses. Altogether, this work shows that in vivo virus evolution proceeds slower in models with compartmental structure compared with models that assume equivalent virus load in the absence of compartmental structure, especially for strong CTL-mediated virus control. This has implications for understanding the rate of disease progression.
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Affiliation(s)
- Wen-Jian Chung
- Department of Population Health and Disease Prevention, University of California, Irvine, CA92697, USA
| | - Dominik Wodarz
- Department of Ecology, Behavior, and Evolution, University of California San Diego, 9500 Gilman Drive, La Jolla, CA92093, USA
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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.
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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
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Rahman SA, Yagnik B, Bally AP, Morrow KN, Wang S, Vanderford TH, Freeman GJ, Ahmed R, Amara RR. PD-1 blockade and vaccination provide therapeutic benefit against SIV by inducing broad and functional CD8 + T cells in lymphoid tissue. Sci Immunol 2021; 6:eabh3034. [PMID: 34516743 PMCID: PMC8500359 DOI: 10.1126/sciimmunol.abh3034] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/13/2022]
Abstract
During antiretroviral therapy (ART), most of the human immunodeficiency virus (HIV) reservoirs persist in the B cell follicles (BCFs) of lymphoid tissue. Thus, for HIV cure strategies, it is critical to generate cytolytic CD8+ T cells that home to BCF, reduce the reservoir burden, and maintain strong antiviral responses in the absence of ART. Here, using a chronic simian immunodeficiency virus (SIV)/rhesus macaque model, we showed that therapeutic vaccination under ART using a CD40L plus TLR7 agonist–adjuvanted DNA/modified vaccinia Ankara vaccine regimen induced robust and highly functional, SIV-specific CD4+ and CD8+ T cell responses. In addition, the vaccination induced SIV-specific CD8+ T cells in the lymph nodes (LNs) that could home to BCF. Administration of PD-1 blockade before initiation of ART and during vaccination markedly increased the frequency of granzyme B+ perforin+ CD8+ T cells in the blood and LN, enhanced their localization in germinal centers of BCF, and reduced the viral reservoir. After ART interruption, the vaccine + anti–PD-1 antibody–treated animals, compared with the vaccine alone and ART alone control animals, displayed preservation of the granzyme B+ CD8+ T cells in the T cell zone and BCF of LN, maintained high SIV antigen-recognition breadth, showed control of reemerging viremia, and improved survival. Our findings revealed that PD-1 blockade enhanced the therapeutic benefits of SIV vaccination by improving and sustaining the function and localization of vaccine-induced CD8+ T cells to BCF and decreasing viral reservoirs in lymphoid tissue. This work has potential implications for the development of curative HIV strategies.
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Affiliation(s)
- Sheikh Abdul Rahman
- Division of Microbiology and Immunology, Emory Vaccine Centre, Yerkes National Primate Research Centre, Emory University, Atlanta, Georgia, USA
- Department of Microbiology and Immunology, Emory School of Medicine, Emory University, Atlanta, Georgia, USA
| | - Bhrugu Yagnik
- Division of Microbiology and Immunology, Emory Vaccine Centre, Yerkes National Primate Research Centre, Emory University, Atlanta, Georgia, USA
- Department of Microbiology and Immunology, Emory School of Medicine, Emory University, Atlanta, Georgia, USA
| | - Alexander P. Bally
- Division of Microbiology and Immunology, Emory Vaccine Centre, Yerkes National Primate Research Centre, Emory University, Atlanta, Georgia, USA
- Department of Microbiology and Immunology, Emory School of Medicine, Emory University, Atlanta, Georgia, USA
| | - Kristen N. Morrow
- Division of Microbiology and Immunology, Emory Vaccine Centre, Yerkes National Primate Research Centre, Emory University, Atlanta, Georgia, USA
- Department of Microbiology and Immunology, Emory School of Medicine, Emory University, Atlanta, Georgia, USA
| | - Shelly Wang
- Division of Microbiology and Immunology, Emory Vaccine Centre, Yerkes National Primate Research Centre, Emory University, Atlanta, Georgia, USA
| | - Thomas H. Vanderford
- Division of Microbiology and Immunology, Emory Vaccine Centre, Yerkes National Primate Research Centre, Emory University, Atlanta, Georgia, USA
| | - Gordon J. Freeman
- Department of Medical Oncology and Cancer Vaccine Centre, Dana-Farber Cancer Institute, Boston, Massachusetts, USA
- Harvard Medical School, Boston, Massachusetts, USA
| | - Rafi Ahmed
- Division of Microbiology and Immunology, Emory Vaccine Centre, Yerkes National Primate Research Centre, Emory University, Atlanta, Georgia, USA
- Department of Microbiology and Immunology, Emory School of Medicine, Emory University, Atlanta, Georgia, USA
| | - Rama Rao Amara
- Division of Microbiology and Immunology, Emory Vaccine Centre, Yerkes National Primate Research Centre, Emory University, Atlanta, Georgia, USA
- Department of Microbiology and Immunology, Emory School of Medicine, Emory University, Atlanta, Georgia, USA
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Barker CT, Vaidya NK. Modeling HIV-1 infection in the brain. PLoS Comput Biol 2020; 16:e1008305. [PMID: 33211686 PMCID: PMC7714358 DOI: 10.1371/journal.pcbi.1008305] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/24/2019] [Revised: 12/03/2020] [Accepted: 09/04/2020] [Indexed: 11/19/2022] Open
Abstract
While highly active antiretroviral therapy (HAART) is successful in controlling the replication of Human Immunodeficiency Virus (HIV-1) in many patients, currently there is no cure for HIV-1, presumably due to the presence of reservoirs of the virus. One of the least studied viral reservoirs is the brain, which the virus enters by crossing the blood-brain barrier (BBB) via macrophages, which are considered as conduits between the blood and the brain. The presence of HIV-1 in the brain often leads to HIV associated neurocognitive disorders (HAND), such as encephalitis and early-onset dementia. In this study we develop a novel mathematical model that describes HIV-1 infection in the brain and in the plasma coupled via the BBB. The model predictions are consistent with data from macaques infected with a mixture of simian immunodeficiency virus (SIV) and simian-human immunodeficiency virus (SHIV). Using our model, we estimate the rate of virus transport across the BBB as well as viral replication inside the brain, and we compute the basic reproduction number. We also carry out thorough sensitivity analysis to define the robustness of the model predictions on virus dynamics inside the brain. Our model provides useful insight into virus replication within the brain and suggests that the brain can be an important reservoir causing long-term viral persistence.
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Affiliation(s)
- Colin T. Barker
- Department of Mathematics and Computer Science, Drury University, Missouri, USA
- Department of Mathematics and Statistics, University of Missouri-Kansas City, Missouri, USA
| | - Naveen K. Vaidya
- Department of Mathematics and Statistics, San Diego State University, San Diego, California, USA
- Computational Science Research Center, San Diego State University, San Diego, California, USA
- Viral Information Institute, San Diego State University, San Diego, California, USA
- * E-mail:
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