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Farinre O, Anaya T, King AC, Endrias K, Hébert AH, Hill AL, Jean S, Wood JS, Ehnert S, Liang S, Laird GM, Mason RD, Roederer M, Safrit JT, Mavigner M, Chahroudi A. SIV Env RhmAbs + N-803 at ART initiation prolongs viral decay without disrupting reservoir establishment in SIV-infected infant macaques. PLoS Pathog 2025; 21:e1012863. [PMID: 39792949 DOI: 10.1371/journal.ppat.1012863] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/02/2024] [Revised: 01/23/2025] [Accepted: 12/26/2024] [Indexed: 01/12/2025] Open
Abstract
The latent viral reservoir remains the major barrier to HIV cure, placing the burden of strict adherence to antiretroviral therapy (ART) on people living with HIV to prevent recrudescence of viremia. For infants with perinatally acquired HIV, adherence is anticipated to be a lifelong need. In this study, we tested the hypothesis that administration of ART and viral Envelope-specific rhesus-derived IgG1 monoclonal antibodies (RhmAbs) with or without the IL-15 superagonist N-803 early in infection would limit viral reservoir establishment in SIV-infected infant rhesus macaques. Following initiation of ART at 1-2 weeks after oral SIVmac251 infection, we observed biphasic decay of viremia, with first phase decay significantly faster in the ART + SIV RhmAbs-treated group compared to controls that received only ART. In contrast, the addition of N-803 to ART + SIV RhmAbs significantly slowed both the first and second phase viral decay compared to the ART only group. Treatment with a single dose of N-803 resulted in increased frequency of Ki67 expressing NK, CD8+, and CD4+ T cells. Levels of intact SIV proviruses in CD4+ T cells from blood, lymph nodes, and rectum at week 48 of ART did not differ across groups. Similarly, the time to viral rebound following ART interruption was not impacted by the experimental treatments. These results support the concept that the rebound-competent viral reservoir is formed within days after infection and that targeting only productively infected cells for clearance near the time of ART initiation, even during acute infection, may be insufficient to limit reservoir establishment.
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Affiliation(s)
- Omotayo Farinre
- Department of Pediatrics, Emory University School of Medicine, Atlanta, Georgia, United States of America
| | - Tzoalli Anaya
- Department of Pediatrics, Emory University School of Medicine, Atlanta, Georgia, United States of America
| | - Alexis C King
- Department of Pediatrics, Emory University School of Medicine, Atlanta, Georgia, United States of America
| | - Kedan Endrias
- Department of Pediatrics, Emory University School of Medicine, Atlanta, Georgia, United States of America
| | - Anne H Hébert
- Institute for Computational Medicine, Johns Hopkins University, Baltimore, Maryland, United States of America
| | - Alison L Hill
- Institute for Computational Medicine, Johns Hopkins University, Baltimore, Maryland, United States of America
| | - Sherrie Jean
- Emory National Primate Research Center, Emory University, Atlanta, Georgia, United States of America
- Department of Pathology and Laboratory Medicine, Emory University School of Medicine, Atlanta, Georgia, United States of America
| | - Jennifer S Wood
- Emory National Primate Research Center, Emory University, Atlanta, Georgia, United States of America
| | - Stephanie Ehnert
- Emory National Primate Research Center, Emory University, Atlanta, Georgia, United States of America
| | - Shan Liang
- Emory National Primate Research Center, Emory University, Atlanta, Georgia, United States of America
| | - Gregory M Laird
- Accelevir Diagnostics, Baltimore, Maryland, United States of America
| | - Rosemarie D Mason
- Vaccine Research Center, National Institutes of Allergy and Infectious Diseases, Bethesda, Maryland, United States of America
| | - Mario Roederer
- ImmunoTechnology Section, National Institutes of Allergy and Infectious Diseases, Bethesda, Massachusetts, United States of America
| | | | - Maud Mavigner
- Department of Pediatrics, Emory University School of Medicine, Atlanta, Georgia, United States of America
- Emory National Primate Research Center, Emory University, Atlanta, Georgia, United States of America
- Center for Childhood Infections and Vaccines of Children's Healthcare of Atlanta and Emory University, Atlanta, Georgia, United States of America
| | - Ann Chahroudi
- Department of Pediatrics, Emory University School of Medicine, Atlanta, Georgia, United States of America
- Emory National Primate Research Center, Emory University, Atlanta, Georgia, United States of America
- Center for Childhood Infections and Vaccines of Children's Healthcare of Atlanta and Emory University, Atlanta, Georgia, United States of America
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2
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Soo N, Farinre O, Chahroudi A, Boliar S, Goswami R. A gut check: understanding the interplay of the gastrointestinal microbiome and the developing immune system towards the goal of pediatric HIV remission. Retrovirology 2024; 21:15. [PMID: 39425183 PMCID: PMC11490017 DOI: 10.1186/s12977-024-00648-9] [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: 05/20/2024] [Accepted: 10/10/2024] [Indexed: 10/21/2024] Open
Abstract
Despite the efficacy of antiretroviral therapy (ART) in reducing the global incidence of vertical HIV transmissions, more than 120,000 children are still infected with the virus each year. Since ART cannot clear the HIV reservoir that is established soon after infection, children living with HIV (CLWH) are forced to rely on therapy for their lives and suffer from long-term drug-related complications. Pediatric HIV infection, like adult infection, is associated with gut microbial dysbiosis, loss of gut epithelial integrity, bacterial translocation, CD4 + T cell depletion, systemic immune activation, and viral reservoir establishment. However, unlike in adults, HIV that is vertically acquired by infants interacts with a gut microbiome that is continuously evolving while concomitantly shaping the infant's immune ontogeny. Therefore, to determine whether there may be interventions that target the HIV reservoir through microbiome-directed approaches, understanding the complex tripartite interactions between the transmitted HIV, the maturing gut microbiome, and the developing immune system during early life is crucial. Importantly, early life is the time when the gut microbiome of an individual is highly dynamic, and this temporal development of the gut microbiome plays a crucial role in educating the maturing immune system of a child. Therefore, manipulation of the gut microbiome of CLWH to a phenotype that can reduce HIV persistence by fostering an antiviral immune system might be an opportune strategy to achieve ART-free viral suppression in CLWH. This review summarizes the current state of knowledge on the vertical transmission of HIV, the developing gut microbiome of CLWH, and the immune landscape of pediatric elite controllers, and explores the prospect of employing microbial modulation as a potential therapeutic approach to achieve ART-free viral suppression in the pediatric population.
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Affiliation(s)
- Nicole Soo
- Department of Pediatrics, Weill Cornell Medicine, New York, NY, 10021, USA
| | - Omotayo Farinre
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, 30322, USA
| | - Ann Chahroudi
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, 30322, USA
- Center for Childhood Infections and Vaccines of Children's Healthcare of Atlanta and Emory University, Atlanta, GA, 30322, USA
| | - Saikat Boliar
- Department of Microbiology and Immunology, College of Veterinary Medicine, Cornell University, Ithaca, NY, 14853, USA
- Department of Microbiology and Immunology, Jacobs School of Medicine and Biomedical Sciences, University at Buffalo, Buffalo, NY, 14203, USA
| | - Ria Goswami
- Department of Pediatrics, Weill Cornell Medicine, New York, NY, 10021, USA.
- Gale and Ira Drukier Institute for Children's Health, Weill Cornell Medicine, New York, NY, 10021, USA.
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3
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Mainou E, Berendam SJ, Obregon-Perko V, Uffman EA, Phan CT, Shaw GM, Bar KJ, Kumar MR, Fray EJ, Siliciano JM, Siliciano RF, Silvestri G, Permar SR, Fouda GG, McCarthy J, Chahroudi A, Conway JM, Chan C. Assessing the impact of autologous virus neutralizing antibodies on viral rebound time in postnatally SHIV-infected ART-treated infant rhesus macaques. Epidemics 2024; 48:100780. [PMID: 38964130 PMCID: PMC11518701 DOI: 10.1016/j.epidem.2024.100780] [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: 02/16/2024] [Revised: 04/23/2024] [Accepted: 06/17/2024] [Indexed: 07/06/2024] Open
Abstract
While the benefits of early antiretroviral therapy (ART) initiation in perinatally infected infants are well documented, early initiation is not always possible in postnatal pediatric HIV infections. The timing of ART initiation is likely to affect the size of the latent viral reservoir established, as well as the development of adaptive immune responses, such as the generation of neutralizing antibody responses against the virus. How these parameters impact the ability of infants to control viremia and the time to viral rebound after ART interruption is unclear and has never been modeled in infants. To investigate this question we used an infant nonhuman primate Simian/Human Immunodeficiency Virus (SHIV) infection model. Infant Rhesus macaques (RMs) were orally challenged with SHIV.C.CH505 375H dCT and either given ART at 4-7 days post-infection (early ART condition), at 2 weeks post-infection (intermediate ART condition), or at 8 weeks post-infection (late ART condition). These infants were then monitored for up to 60 months post-infection with serial viral load and immune measurements. To gain insight into early after analytic treatment interruption (ATI), we constructed mathematical models to investigate the effect of time of ART initiation in delaying viral rebound when treatment is interrupted, focusing on the relative contributions of latent reservoir size and autologous virus neutralizing antibody responses. We developed a stochastic mathematical model to investigate the joint effect of latent reservoir size, the autologous neutralizing antibody potency, and CD4+ T cell levels on the time to viral rebound for RMs rebounding up to 60 days post-ATI. We find that the latent reservoir size is an important determinant in explaining time to viral rebound in infant macaques by affecting the growth rate of the virus. The presence of neutralizing antibodies can also delay rebound, but we find this effect for high potency antibody responses only. Finally, we discuss the therapeutic implications of our findings.
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Affiliation(s)
- Ellie Mainou
- Department of Biology, Pennsylvania State University, University Park, PA, USA.
| | | | | | - Emilie A Uffman
- Duke Human Vaccine Institute, Duke University Medical Center, Durham, NC, USA
| | - Caroline T Phan
- Duke Human Vaccine Institute, Duke University Medical Center, Durham, NC, USA
| | - George M Shaw
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Katharine J Bar
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, USA
| | - Mithra R Kumar
- Department of Pharmacology and Molecular Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Emily J Fray
- Department of Biochemistry and Molecular Biology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Janet M 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
| | - Guido Silvestri
- Yerkes National Primate Research Center, Emory University, Atlanta, GA, USA
| | - Sallie R Permar
- Department of Pediatrics, Weill Cornell Medicine, New York, NY, USA
| | | | - Janice McCarthy
- Department of Biostatistics and Bioinformatics, Duke University Medical Center, Durham, NC, USA
| | - Ann Chahroudi
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Jessica M Conway
- Department of Mathematics, Pennsylvania State University, University Park, PA, USA
| | - Cliburn Chan
- Department of Biostatistics and Bioinformatics, Duke University Medical Center, Durham, NC, USA
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4
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Mainou E, Berendam SJ, Obregon-Perko V, Uffman EA, Phan CT, Shaw GM, Bar KJ, Kumar MR, Fray EJ, Siliciano JM, Siliciano RF, Silvestri G, Permar SR, Fouda GG, McCarthy J, Chahroudi A, Chan C, Conway JM. Assessing the impact of autologous neutralizing antibodies on rebound dynamics in postnatally SHIV-infected ART-treated infant rhesus macaques. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.06.01.596971. [PMID: 38895223 PMCID: PMC11185557 DOI: 10.1101/2024.06.01.596971] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/21/2024]
Abstract
The presence of antibodies against HIV in infected children is associated with a greater capacity to control viremia in the absence of therapy. While the benefits of early antiretroviral treatment (ART) in infants are well documented, early ART may interfere with the development of antibody responses. In contrast to adults, early treated children lack detectable HIV-specific antibodies, suggesting a fundamental difference in HIV pathogenesis. Despite this potential adverse effect, early ART may decrease the size of the latent reservoir established early in infection in infants, which can be beneficial in viral control. Understanding the virologic and immunologic aspects of pediatric HIV is crucial to inform innovative targeted strategies for treating children living with HIV. In this study, we investigate how ART initiation time sets the stage for trade-offs in the latent reservoir establishment and the development of humoral immunity and how these, in turn, affect posttreatment dynamics. We also elucidate the biological function of antibodies in pediatric HIV. We employ mathematical modeling coupled with experimental data from an infant nonhuman primate Simian/Human Immunodeficiency Virus (SHIV) infection model. Infant Rhesus macaques (RMs) were orally challenged with SHIV.C.CH505 375H dCT four weeks after birth and started treatment at different times after infection. In addition to viral load measurements, antibody responses and latent reservoir sizes were measured. We estimate model parameters by fitting viral load measurements to the standard HIV viral dynamics model within a nonlinear fixed effects framework. This approach allows us to capture differences between rhesus macaques (RMs) that develop antibody responses or exhibit high latent reservoir sizes compared to those that do not. We find that neutralizing antibody responses are associated with increased viral clearance and decreased viral infectivity but decreased death rate of infected cells. In addition, the presence of detectable latent reservoir is associated with less robust immune responses. These results demonstrate that both immune response and latent reservoir dynamics are needed to understand post-rebound dynamics and point to the necessity of a comprehensive approach in tailoring personalized medical interventions.
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Affiliation(s)
- Ellie Mainou
- Department of Biology, Pennsylvania State University, University Park, PA, USA
| | | | | | - Emilie A Uffman
- Duke Human Vaccine Institute, Duke University Medical Center, Durham, NC, USA
| | - Caroline T Phan
- Duke Human Vaccine Institute, Duke University Medical Center, Durham, NC, USA
| | - George M Shaw
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Katharine J Bar
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Mithra R Kumar
- Department of Pharmacology and Molecular Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Emily J Fray
- Department of Biochemistry and Molecular Biology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Janet M 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
| | - Guido Silvestri
- Yerkes National Primate Research Center, Emory University, Atlanta, Georgia, USA
| | - Sallie R Permar
- Department of Pediatrics, Weill Cornell Medicine, New York, NY, USA
| | | | - Janice McCarthy
- Department of Biostatistics and Bioinformatics, Duke University Medical Center, Durham, NC, USA
| | - Ann Chahroudi
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Cliburn Chan
- Department of Biostatistics and Bioinformatics, Duke University Medical Center, Durham, NC, USA
| | - Jessica M Conway
- Department of Mathematics, Pennsylvania State University, University Park, PA, USA
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5
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Mainou E, Berendam SJ, Obregon-Perko V, Uffman EA, Phan CT, Shaw GM, Bar KJ, Kumar MR, Fray EJ, Siliciano JM, Siliciano RF, Silvestri G, Permar SR, Fouda GG, McCarthy J, Chahroudi A, Chan C, Conway JM. Comparative analysis of within-host dynamics of acute infection and viral rebound dynamics in postnatally SHIV-infected ART-treated infant rhesus macaques. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.05.21.595130. [PMID: 38826467 PMCID: PMC11142125 DOI: 10.1101/2024.05.21.595130] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/04/2024]
Abstract
Viral dynamics of acute HIV infection and HIV rebound following suspension of antiretroviral therapy may be qualitatively similar but must differ given, for one, development of adaptive immune responses. Understanding the differences of acute HIV infection and viral rebound dynamics in pediatric populations may provide insights into the mechanisms of viral control with potential implications for vaccine design and the development of effective targeted therapeutics for infants and children. Mathematical models have been a crucial tool to elucidate the complex processes driving viral infections within the host. Traditionally, acute HIV infection has been modeled with a standard model of viral dynamics initially developed to explore viral decay during treatment, while viral rebound has necessitated extensions of that standard model to incorporate explicit immune responses. Previous efforts to fit these models to viral load data have underscored differences between the two infection stages, such as increased viral clearance rate and increased death rate of infected cells during rebound. However, these findings have been predicated on viral load measurements from disparate adult individuals. In this study, we aim to bridge this gap, in infants, by comparing the dynamics of acute infection and viral rebound within the same individuals by leveraging an infant nonhuman primate Simian/Human Immunodeficiency Virus (SHIV) infection model. Ten infant Rhesus macaques (RMs) orally challenged with SHIV.C.CH505 375H dCT and given ART at 8 weeks post-infection. These infants were then monitored for up to 60 months post-infection with serial viral load and immune measurements. We use the HIV standard viral dynamics model fitted to viral load measurements in a nonlinear mixed effects framework. We find that the primary difference between acute infection and rebound is the increased death rate of infected cells during rebound. We use these findings to generate hypotheses on the effects of adaptive immune responses. We leverage these findings to formulate hypotheses to elucidate the observed results and provide arguments to support the notion that delayed viral rebound is characterized by a stronger CD8+ T cell response.
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Affiliation(s)
- Ellie Mainou
- Department of Biology, Pennsylvania State University, University Park, PA, USA
| | | | | | - Emilie A Uffman
- Duke Human Vaccine Institute, Duke University Medical Center, Durham, NC, USA
| | - Caroline T Phan
- Duke Human Vaccine Institute, Duke University Medical Center, Durham, NC, USA
| | - George M Shaw
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Katharine J Bar
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Mithra R Kumar
- Department of Pharmacology and Molecular Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Emily J Fray
- Department of Biochemistry and Molecular Biology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Janet M 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
| | - Guido Silvestri
- Yerkes National Primate Research Center, Emory University, Atlanta, Georgia, USA
| | - Sallie R Permar
- Department of Pediatrics, Weill Cornell Medicine, New York, NY, USA
| | | | - Janice McCarthy
- Department of Biostatistics and Bioinformatics, Duke University Medical Center, Durham, NC, USA
| | - Ann Chahroudi
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Cliburn Chan
- Department of Biostatistics and Bioinformatics, Duke University Medical Center, Durham, NC, USA
| | - Jessica M Conway
- Department of Mathematics, Pennsylvania State University, University Park, PA, USA
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6
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Fonseca JA, King AC, Chahroudi A. More than the Infinite Monkey Theorem: NHP Models in the Development of a Pediatric HIV Cure. Curr HIV/AIDS Rep 2024; 21:11-29. [PMID: 38227162 PMCID: PMC10859349 DOI: 10.1007/s11904-023-00686-6] [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: 12/29/2023] [Indexed: 01/17/2024]
Abstract
PURPOSE OF REVIEW An HIV cure that eliminates the viral reservoir or provides viral control without antiretroviral therapy (ART) is an urgent need in children as they face unique challenges, including lifelong ART adherence and the deleterious effects of chronic immune activation. This review highlights the importance of nonhuman primate (NHP) models in developing an HIV cure for children as these models recapitulate the viral pathogenesis and persistence. RECENT FINDINGS Several cure approaches have been explored in infant NHPs, although knowledge gaps remain. Broadly neutralizing antibodies (bNAbs) show promise for controlling viremia and delaying viral rebound after ART interruption but face administration challenges. Adeno-associated virus (AAV) vectors hold the potential for sustained bNAb expression. Therapeutic vaccination induces immune responses against simian retroviruses but has yet to impact the viral reservoir. Combining immunotherapies with latency reversal agents (LRAs) that enhance viral antigen expression should be explored. Current and future cure approaches will require adaptation for the pediatric immune system and unique features of virus persistence, for which NHP models are fundamental to assess their efficacy.
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Affiliation(s)
- Jairo A Fonseca
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
| | - Alexis C King
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA
| | - Ann Chahroudi
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, USA.
- Emory National Primate Research Center, Emory University, Atlanta, GA, USA.
- Emory+Children's Center for Childhood Infections and Vaccines, Atlanta, GA, USA.
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7
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Mainou E, Berendam SJ, Obregon-Perko V, Uffman EA, Phan CT, Shaw GM, Bar KJ, Kumar MR, Fray EJ, Siliciano JM, Siliciano RF, Silvestri G, Permar SR, Fouda GG, McCarthy J, Chahroudi A, Conway JM, Chan C. Assessing the impact of autologous neutralizing antibodies on viral rebound in postnatally SHIV-infected ART-treated infant rhesus macaques. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2023:2023.07.22.550159. [PMID: 37502921 PMCID: PMC10370170 DOI: 10.1101/2023.07.22.550159] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/29/2023]
Abstract
While the benefits of early antiretroviral therapy (ART) initiation in perinatally infected infants are well documented, early ART initiation is not always possible in postnatal pediatric HIV infections, which account for the majority of pediatric HIV cases worldwide. The timing of onset of ART initiation is likely to affect the size of the latent viral reservoir established, as well as the development of adaptive immune responses, such as the generation of neutralizing antibody responses against the virus. How these parameters impact the ability of infants to control viremia and the time to viral rebound after ART interruption is unclear. To gain insight into the dynamics, we utilized mathematical models to investigate the effect of time of ART initiation via latent reservoir size and autologous virus neutralizing antibody responses in delaying viral rebound when treatment is interrupted. We used an infant nonhuman primate Simian/Human Immunodeficiency Virus (SHIV) infection model that mimics breast milk HIV transmission in human infants. Infant Rhesus macaques (RMs) were orally challenged with SHIV.C.CH505 375H dCT and either given ART at 4-7 days post-infection (early ART condition), at 2 weeks post-infection (intermediate ART condition), or at 8 weeks post-infection (late ART condition). These infants were then monitored for up to 60 months post-infection with serial viral load and immune measurements. We develop a stochastic mathematical model to investigate the joint effect of latent reservoir size, the autologous neutralizing antibody potency, and CD4+ T cell levels on the time to viral rebound and control of post-rebound viral loads. We find that the latent reservoir size is an important determinant in explaining time to viral rebound by affecting the growth rate of the virus. The presence of neutralizing antibodies also can delay rebound, but we find this effect for high potency antibody responses only.
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Affiliation(s)
- Ellie Mainou
- Department of Biology, Pennsylvania State University, University Park, PA, USA
| | | | | | - Emilie A Uffman
- Duke Human Vaccine Institute, Duke University Medical Center, Durham, NC, USA
| | - Caroline T Phan
- Duke Human Vaccine Institute, Duke University Medical Center, Durham, NC, USA
| | - George M Shaw
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Katherine J Bar
- Perelman School of Medicine, University of Pennsylvania, Philadelphia, Pennsylvania, USA
| | - Mithra R Kumar
- Department of Pharmacology and Molecular Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Emily J Fray
- Department of Biochemistry and Molecular Biology, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Janet M 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
| | - Guido Silvestri
- Yerkes National Primate Research Center, Emory University, Atlanta, Georgia, USA
| | - Sallie R Permar
- Department of Pediatrics, Weill Cornell Medicine, New York, NY, USA
| | | | - Janice McCarthy
- Department of Biostatistics and Bioinformatics, Duke University Medical Center, Durham, NC, USA
| | - Ann Chahroudi
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA 30322, USA
| | - Jessica M Conway
- Department of Mathematics, Pennsylvania State University, University Park, PA, USA
| | - Cliburn Chan
- Department of Biostatistics and Bioinformatics, Duke University Medical Center, Durham, NC, USA
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8
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Kincer LP, Joseph SB, Gilleece MM, Hauser BM, Sizemore S, Zhou S, Di Germanio C, Zetterberg H, Fuchs D, Deeks SG, Spudich S, Gisslen M, Price RW, Swanstrom R. Rebound HIV-1 in cerebrospinal fluid after antiviral therapy interruption is mainly clonally amplified R5 T cell-tropic virus. Nat Microbiol 2023; 8:260-271. [PMID: 36717718 PMCID: PMC10201410 DOI: 10.1038/s41564-022-01306-6] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2022] [Accepted: 12/14/2022] [Indexed: 02/01/2023]
Abstract
HIV-1 persists as a latent reservoir in people receiving suppressive antiretroviral therapy (ART). When ART is interrupted (treatment interruption/TI), rebound virus re-initiates systemic infection in the lymphoid system. During TI, HIV-1 is also detected in cerebrospinal fluid (CSF), although the source of this rebound virus is unknown. To investigate whether there is a distinct HIV-1 reservoir in the central nervous system (CNS), we compared rebound virus after TI in the blood and CSF of 11 participants. Peak rebound CSF viral loads vary and we show that high viral loads and the appearance of clonally amplified viral lineages in the CSF are correlated with the transient influx of white blood cells. We found no evidence of rebound macrophage-tropic virus in the CSF, even in one individual who had macrophage-tropic HIV-1 in the CSF pre-therapy. We propose a model in which R5 T cell-tropic virus is released from infected T cells that enter the CNS from the blood (or are resident in the CNS during therapy), with clonal amplification of infected T cells and virus replication occurring in the CNS during TI.
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Affiliation(s)
- Laura P Kincer
- Department of Microbiology and Immunology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Sarah Beth Joseph
- Department of Microbiology and Immunology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- UNC HIV Cure Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- UNC Center for AIDS Research, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Maria M Gilleece
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Biogen, Research Triangle Park, NC, USA
| | - Blake M Hauser
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Ragon Institute of MGH, MIT and Harvard, Cambridge, MA, USA
| | - Sabrina Sizemore
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Shuntai Zhou
- Department of Microbiology and Immunology, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA
| | - Clara Di Germanio
- Vitalant Research Institute, San Francisco, CA, USA
- Department of Laboratory Medicine, University of California San Francisco, San Francisco, CA, USA
| | - Henrik Zetterberg
- Department of Psychiatry and Neurochemistry, Institute of Neuroscience and Physiology, Sahlgrenska Academy, University of Gothenburg, Mölndal, Sweden
- Clinical Neurochemistry Laboratory, Sahlgrenska University Hospital, Mölndal, Sweden
- Department of Neurodegenerative Disease, UCL Institute of Neurology, Queen Square, London, UK
- UK Dementia Research Institute at UCL, London, UK
- Hong Kong Center for Neurodegenerative Diseases, Clear Water Bay, Hong Kong, China
| | - Dietmar Fuchs
- Division of Biological Chemistry, Biocenter, Innsbruck Medical University, Innsbruck, Austria
| | - Steven G Deeks
- Division of HIV, Infectious Diseases, and Global Medicine, Zuckerberg San Francisco General Hospital, University of California San Francisco, San Francisco, CA, USA
| | - Serena Spudich
- Department of Neurology, Yale University School of Medicine, New Haven, CT, USA
| | - Magnus Gisslen
- Department of Infectious Diseases, Sahlgrenska Academy at the University of Gothenburg, Gothenburg, Sweden
- Region Västra Götaland, Sahlgrenska University Hospital, Department of Infectious Diseases, Gothenburg, Sweden
| | - Richard W Price
- Department of Neurology, University of California San Francisco, San Francisco, CA, USA
| | - Ronald Swanstrom
- Lineberger Comprehensive Cancer Center, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
- UNC Center for AIDS Research, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
- Department of Biochemistry and Biophysics, University of North Carolina at Chapel Hill, Chapel Hill, NC, USA.
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9
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Sass J, Awasthi A, Obregon-Perko V, McCarthy J, Lloyd AL, Chahroudi A, Permar S, Chan C. A simple model for viral decay dynamics and the distribution of infected cell life spans in SHIV-infected infant rhesus macaques. Math Biosci 2023; 356:108958. [PMID: 36567003 PMCID: PMC9918703 DOI: 10.1016/j.mbs.2022.108958] [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: 07/05/2022] [Revised: 12/18/2022] [Accepted: 12/19/2022] [Indexed: 12/24/2022]
Abstract
The dynamics of HIV viral load following the initiation of antiretroviral therapy is not well-described by simple, single-phase exponential decay. Several mathematical models have been proposed to describe its more complex behavior, the most popular of which is two-phase exponential decay. The underlying assumption in two-phase exponential decay is that there are two classes of infected cells with different lifespans. However, with the exception of CD4+ T cells, there is not a consensus on all of the cell types that can become productively infected, and the fit of the two-phase exponential decay to observed data from SHIV.C.CH505 infected infant rhesus macaques was relatively poor. Therefore, we propose a new model for viral decay, inspired by the Gompertz model where the decay rate itself is a dynamic variable. We modify the Gompertz model to include a linear term that modulates the decay rate. We show that this simple model performs as well as the two-phase exponential decay model on HIV and SIV data sets, and outperforms it for the infant rhesus macaque SHIV.C.CH505 infection data set. We also show that by using a stochastic differential equation formulation, the modified Gompertz model can be interpreted as being driven by a population of infected cells with a continuous distribution of cell lifespans, and estimate this distribution for the SHIV.C.CH505-infected infant rhesus macaques. Thus, we find that the dynamics of viral decay in this model of infant HIV infection and treatment may be explained by a distribution of cell lifespans, rather than two distinct cell types.
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Affiliation(s)
- Julian Sass
- Department of Mathematics, North Carolina State University, Raleigh, NC, USA.
| | - Achal Awasthi
- Department of Bioinformatics and Biostatistics, Duke University, Durham, USA; Duke Center for Human Systems Immunology, Duke University, Durham, USA.
| | | | - Janice McCarthy
- Department of Bioinformatics and Biostatistics, Duke University, Durham, USA; Duke Center for Human Systems Immunology, Duke University, Durham, USA.
| | - Alun L Lloyd
- Department of Mathematics, North Carolina State University, Raleigh, NC, USA.
| | - Ann Chahroudi
- Department of Pediatrics, Emory University, Atlanta, USA; Center for Childhood Infections and Vaccines of Children's Healthcare of Atlanta and Emory University, Atlanta, USA
| | - Sallie Permar
- Department of Pediatrics, Weill Cornell Medicine, NY, USA
| | - Cliburn Chan
- Department of Bioinformatics and Biostatistics, Duke University, Durham, USA; Duke Center for Human Systems Immunology, Duke University, Durham, USA.
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10
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Berendam SJ, Nelson AN, Yagnik B, Goswami R, Styles TM, Neja MA, Phan CT, Dankwa S, Byrd AU, Garrido C, Amara RR, Chahroudi A, Permar SR, Fouda GG. Challenges and Opportunities of Therapies Targeting Early Life Immunity for Pediatric HIV Cure. Front Immunol 2022; 13:885272. [PMID: 35911681 PMCID: PMC9325996 DOI: 10.3389/fimmu.2022.885272] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/27/2022] [Accepted: 06/16/2022] [Indexed: 11/26/2022] Open
Abstract
Early initiation of antiretroviral therapy (ART) significantly improves clinical outcomes and reduces mortality of infants/children living with HIV. However, the ability of infected cells to establish latent viral reservoirs shortly after infection and to persist during long-term ART remains a major barrier to cure. In addition, while early ART treatment of infants living with HIV can limit the size of the virus reservoir, it can also blunt HIV-specific immune responses and does not mediate clearance of latently infected viral reservoirs. Thus, adjunctive immune-based therapies that are geared towards limiting the establishment of the virus reservoir and/or mediating the clearance of persistent reservoirs are of interest for their potential to achieve viral remission in the setting of pediatric HIV. Because of the differences between the early life and adult immune systems, these interventions may need to be tailored to the pediatric settings. Understanding the attributes and specificities of the early life immune milieu that are likely to impact the virus reservoir is important to guide the development of pediatric-specific immune-based interventions towards viral remission and cure. In this review, we compare the immune profiles of pediatric and adult HIV elite controllers, discuss the characteristics of cellular and anatomic HIV reservoirs in pediatric populations, and highlight the potential values of current cure strategies using immune-based therapies for long-term viral remission in the absence of ART in children living with HIV.
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Affiliation(s)
- Stella J. Berendam
- Duke Human Vaccine Institute, Duke University School of Medicine, Durham, NC, United States,Department of Pediatrics, Duke University School of Medicine, Durham, NC, United States,*Correspondence: Stella J. Berendam, ; Genevieve G. Fouda,
| | - Ashley N. Nelson
- Duke Human Vaccine Institute, Duke University School of Medicine, Durham, NC, United States,Department of Pediatrics, Duke University School of Medicine, Durham, NC, United States
| | - Bhrugu Yagnik
- Department of Microbiology and Immunology, Emory Vaccine Center, Yerkes National Primate Research Center, Emory University, Atlanta, GA, United States
| | - Ria Goswami
- Department of Pediatrics, Weill Cornell Medicine, New York, NY, United States
| | - Tiffany M. Styles
- Department of Microbiology and Immunology, Emory Vaccine Center, Yerkes National Primate Research Center, Emory University, Atlanta, GA, United States
| | - Margaret A. Neja
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, United States
| | - Caroline T. Phan
- Duke Human Vaccine Institute, Duke University School of Medicine, Durham, NC, United States
| | - Sedem Dankwa
- Department of Pediatrics, Weill Cornell Medicine, New York, NY, United States
| | - Alliyah U. Byrd
- Duke Human Vaccine Institute, Duke University School of Medicine, Durham, NC, United States
| | - Carolina Garrido
- Duke Human Vaccine Institute, Duke University School of Medicine, Durham, NC, United States
| | - Rama R. Amara
- Department of Microbiology and Immunology, Emory Vaccine Center, Yerkes National Primate Research Center, Emory University, Atlanta, GA, United States
| | - Ann Chahroudi
- Department of Pediatrics, Emory University School of Medicine, Atlanta, GA, United States,Center for Childhood Infections and Vaccines of Children’s Healthcare of Atlanta and Emory University, Atlanta, GA, United States
| | - Sallie R. Permar
- Department of Pediatrics, Weill Cornell Medicine, New York, NY, United States
| | - Genevieve G. Fouda
- Duke Human Vaccine Institute, Duke University School of Medicine, Durham, NC, United States,Department of Pediatrics, Duke University School of Medicine, Durham, NC, United States,*Correspondence: Stella J. Berendam, ; Genevieve G. Fouda,
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