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Lopes-Araujo HF, Guedes MCS, De Alencar LCA, Carvalho-Silva WHV, Montenegro LML, Guimarães RL. The influence of extrinsic apoptosis gene expression on immunological reconstitution of male ART-treated PLHIV. BMC Infect Dis 2025; 25:377. [PMID: 40102787 PMCID: PMC11921504 DOI: 10.1186/s12879-025-10665-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/10/2024] [Accepted: 02/18/2025] [Indexed: 03/20/2025] Open
Abstract
The primary goal of antiretroviral therapy (ART) is to suppress viral replication to undetectable levels (< 50 copies/mL). Despite achieving complete viral suppression, 10-40% of individuals on ART do not adequately restore their CD4 + T-cell count, being defined as immunological non-responders (INR). Factors such as sex, age at treatment initiation, coinfections, and pre-ART CD4 + T-cell count may influence this insufficient recovery. This impairment can also result from poor production or exacerbated destruction of CD4 + T-cells, particularly through extrinsic pathway-mediated apoptosis involving Fas/FasL and caspase-3. Thus, this study aimed to evaluate the expression profile of extrinsic apoptosis pathway genes (CASP3, FAS, FASLG) in adult male HIV patients on ART. The patients were stratified as immunological responders (n = 25) and immunological non-responders (n = 8) based on the increase and total count of CD4 + T-cells. Significant differences for CASP3 (FC = 1.39, p = 0.047) and FASLG (FC = 1.94, p < 0.0001) gene expressions were identified between IR and INR groups, but not for FAS (FC=-1.2, p = 0.638). This study indicates increased apoptotic pathway gene expression in INR and highlights the influence of cell destruction mechanisms on immunological recovery.
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Affiliation(s)
- Henrique Fernando Lopes-Araujo
- Department of Genetics, Federal University of Pernambuco - UFPE, Recife, PE, 50670-901, Brazil
- Keizo Asami Institute (iLIKA), Federal University of Pernambuco - UFPE, Recife, PE, 50670-901, Brazil
| | - Maria Carolina Santos Guedes
- Department of Genetics, Federal University of Pernambuco - UFPE, Recife, PE, 50670-901, Brazil
- Keizo Asami Institute (iLIKA), Federal University of Pernambuco - UFPE, Recife, PE, 50670-901, Brazil
| | | | - Wlisses Henrique Veloso Carvalho-Silva
- Aggeu Magalhães Institute (IAM)- Oswaldo Cruz Foundation (FIOCRUZ), Recife, PE, 50740-465, Brazil
- Agreste Academic Center, Federal University of Pernambuco - UFPE, Caruaru, PE, Bazil, 55014-900, Brazil
| | | | - Rafael Lima Guimarães
- Department of Genetics, Federal University of Pernambuco - UFPE, Recife, PE, 50670-901, Brazil
- Keizo Asami Institute (iLIKA), Federal University of Pernambuco - UFPE, Recife, PE, 50670-901, Brazil
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2
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Baquero L, Stover S, Armani-Tourret M, Perbeils AD, Urioste A, Osegueda Peña AA, Cruces LH, Coll Cardenas P, Lattner J, Sisto A, Rolón MJ, Arazi S, Ghiglione Y, Polo ML, Yu XG, Lichterfeld M, Turk G, Laufer N. Differential immunophenotype and proviral composition in young adults with perinatally acquired HIV. AIDS 2025; 39:344-355. [PMID: 39591539 DOI: 10.1097/qad.0000000000004075] [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: 07/10/2024] [Accepted: 11/20/2024] [Indexed: 11/28/2024]
Abstract
OBJECTIVE To characterize the immune functionality and phenotype and the proviral composition of a cohort of young adults with perinatally acquired HIV (p-YA) from Argentina. DESIGN Cross-sectional study of 18 p-YA, 15 young adults with nonperinatally acquired HIV matched by age with p-YA and 14 adults with nonperinatally acquired HIV, matched by time from HIV diagnosis with p-YA, all from Argentina. METHODS Immune memory/effector phenotype, exhaustion, activation, PTK-7 and Ki-67 expression were evaluated by flow cytometry on natural killer (NK) and T cells. Total, intact and defective proviral (TP, IP and DP) HIV-DNA were measured in CD4 + T cells by IPDA. Soluble markers were determined by ELISA. RESULTS p-YA displayed lower expression of PD-1, higher levels of CD38 + CD4 + T cells and increased levels of naive T cells than control groups. Also, a trend of lower levels of IP HIV-DNA normalized to CD4 + T-cell counts and to the proportion of naive T cells was found in p-YA. CONCLUSION The higher frequency of naive CD4 + T cells in p-YA cannot be explained by elevated thymic activity nor by a higher T-cell proliferation rate. This imbalance could have been generated early in life and persisted during adulthood. Naive CD4 + T cells may not serve as a major viral reservoir in p-YA. Also, the lower PD-1 + CD4 + T-cell count suggests that p-YA did not present higher levels of exhaustion. These findings suggest that acquiring HIV perinatally may imply different challenges for proviral eradication.
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Affiliation(s)
- Lucia Baquero
- CONICET-Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y SIDA (INBIRS)
- Universidad de Buenos Aires, Facultad de Medicina, Departamento de Microbiología, Parasitología e Inmunología
| | - Sofia Stover
- Hospital Juan A. Fernández, Unidad Enfermedades Infecciosas, Buenos Aires, Argentina
| | - Marie Armani-Tourret
- Ragon Institute of MGH, MIT and Harvard, Cambridge, and Infectious Disease Division, Brigham and Women's Hospital, Boston, MA, USA
| | - Ailen Daniela Perbeils
- CONICET-Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y SIDA (INBIRS)
- Universidad de Buenos Aires, Facultad de Medicina
| | - Alejandra Urioste
- CONICET-Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y SIDA (INBIRS)
- Universidad de Buenos Aires, Facultad de Medicina
| | - Ariel Amadeo Osegueda Peña
- CONICET-Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y SIDA (INBIRS)
- Universidad de Buenos Aires, Facultad de Medicina
| | - Leonel Hernán Cruces
- CONICET-Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y SIDA (INBIRS)
- Universidad de Buenos Aires, Facultad de Medicina
| | | | - Jorge Lattner
- Hospital Juan A. Fernández, Unidad Enfermedades Infecciosas, Buenos Aires, Argentina
| | - Alicia Sisto
- Hospital Juan A. Fernández, Unidad Enfermedades Infecciosas, Buenos Aires, Argentina
| | - María José Rolón
- Hospital Juan A. Fernández, Unidad Enfermedades Infecciosas, Buenos Aires, Argentina
| | - Solange Arazi
- Hospital Nacional de Pediatría Pr. Dr. Juan P. Garrahan, Buenos Aires, Argentina
| | - Yanina Ghiglione
- CONICET-Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y SIDA (INBIRS)
- Universidad de Buenos Aires, Facultad de Medicina
| | - Maria Laura Polo
- CONICET-Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y SIDA (INBIRS)
- Universidad de Buenos Aires, Facultad de Medicina
| | - Xu G Yu
- Ragon Institute of MGH, MIT and Harvard, Cambridge, and Infectious Disease Division, Brigham and Women's Hospital, Boston, MA, USA
| | - Mathias Lichterfeld
- Ragon Institute of MGH, MIT and Harvard, Cambridge, and Infectious Disease Division, Brigham and Women's Hospital, Boston, MA, USA
| | - Gabriela Turk
- CONICET-Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y SIDA (INBIRS)
- Universidad de Buenos Aires, Facultad de Medicina, Departamento de Microbiología, Parasitología e Inmunología
| | - Natalia Laufer
- CONICET-Universidad de Buenos Aires, Instituto de Investigaciones Biomédicas en Retrovirus y SIDA (INBIRS)
- Universidad de Buenos Aires, Facultad de Medicina, Departamento de Microbiología, Parasitología e Inmunología
- Hospital Juan A. Fernández, Unidad Enfermedades Infecciosas, Buenos Aires, Argentina
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3
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Xu K, Zhang X, Asam K, Quach BC, Page GP, Konkle‐Parker D, Martinez C, Lahiri CD, Topper EF, Cohen MH, Kassaye SG, DeHovitz J, Kuniholm MH, Archin NM, Valizadeh A, Tien PC, Marconi VC, Hancock DB, Johnson EO, Aouizerat BE. Aberrant DNA methylation of genes regulating CD4+ T cell HIV-1 reservoir in women with HIV. Clin Transl Med 2025; 15:e70267. [PMID: 40070009 PMCID: PMC11896887 DOI: 10.1002/ctm2.70267] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2024] [Revised: 02/20/2025] [Accepted: 03/01/2025] [Indexed: 03/15/2025] Open
Abstract
BACKGROUND The HIV-1 reservoir in CD4+ T cells (HRCD4) pose a major challenge to curing HIV, with many of its mechanisms still unclear. HIV-1 DNA integration and immune responses may alter the host's epigenetic landscape, potentially silencing HIV-1 replication. METHODS This study used bisulphite capture DNA methylation sequencing in CD4+ T cells from the blood of 427 virally suppressed women with HIV to identify differentially methylated sites and regions associated with HRCD4. RESULTS The average total HRCD4 size was 1409 copies per million cells, with most proviruses defective and only a small proportion intact. The study identified 245 differentially methylated CpG sites and 85 regions linked to HRCD4 size, with 52% of significant sites in intronic regions. Genes associated with HRCD4 were involved in viral replication, HIV-1 latency and cell growth and apoptosis. HRCD4 size was inversely related to DNA methylation of interferon signalling genes and positively associated with methylation at known HIV-1 integration sites. HRCD4-associated genes were enriched on the pathways related to immune defence, transcription repression and host-virus interactions. CONCLUSIONS These findings suggest that HIV-1 reservoir is linked to aberrant DNA methylation in CD4+ T cells, offering new insights into epigenetic mechanisms of HIV-1 latency and potential molecular targets for eradication strategies. KEY POINTS Study involved 427 women with HIV. Identified 245 aberrant DNA methylation sites and 85 methylation regions in CD4+ T cells linked to the HIV-1 reservoir. Highlighted genes are involved in viral replication, immune defence, and host genome integration. Findings suggest potential molecular targets for eradication strategies.
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Affiliation(s)
- Ke Xu
- Department of Psychiatry, School of MedicineYale UniversityNew HavenConnecticutUSA
- VA Connecticut Healthcare SystemWest HavenConnecticutUSA
| | - Xinyu Zhang
- Department of Psychiatry, School of MedicineYale UniversityNew HavenConnecticutUSA
- VA Connecticut Healthcare SystemWest HavenConnecticutUSA
| | - Kesava Asam
- Department of Oral and Maxillofacial SurgeryNew York UniversityNew YorkNew YorkUSA
- Translational Research CenterNew York UniversityNew YorkNew YorkUSA
| | - Bryan C. Quach
- GenOmics and Translational Research CenterRTI International, Research Triangle ParkNorth CarolinaUSA
| | - Grier P. Page
- GenOmics and Translational Research CenterRTI International, Research Triangle ParkNorth CarolinaUSA
- Fellow Program, RTI International, Research Triangle ParkNorth CarolinaUSA
| | - Deborah Konkle‐Parker
- Schools of Nursing, Medicine, and Population HealthUniversity of Mississippi Medical CenterJacksonMississippiUSA
| | - Claudia Martinez
- Miller School of Medicine, Division of Cardiovascular MedicineUniversity of MiamiMiamiFloridaUSA
| | - Cecile D. Lahiri
- Department of Medicine, Division of Infectious DiseasesEmory University School of MedicineAtlantaGeorgiaUSA
| | - Elizabeth F. Topper
- Department of Epidemiology, Bloomberg School of Public HealthJohns Hopkins UniversityBaltimoreMarylandUSA
| | - Mardge H. Cohen
- Department of Medicine, Stroger HospitalCook County Health SystemChicagoIllinoisUSA
| | - Seble G. Kassaye
- Department of Medicine, Division of Infectious DiseasesGeorgetown UniversityWashingtonDistrict of ColumbiaUSA
| | - Jack DeHovitz
- Department of Medicine, Division of Infectious DiseasesDownstate Health Sciences UniversityBrooklynNew YorkUSA
| | - Mark H. Kuniholm
- Department of Epidemiology and BiostatisticsUniversity at Albany, State University of New YorkRensselaerNew YorkUSA
| | - Nancie M. Archin
- UNC HIV Cure CenterUniversity of North Carolina at Chapel Hill School of MedicineChapel HillNorth CarolinaUSA
- Department of Medicine, Division of Infectious DiseasesUniversity of North Carolina at Chapel Hill School of MedicineChapel HillNorth CarolinaUSA
| | - Amir Valizadeh
- Department of Psychiatry, School of MedicineYale UniversityNew HavenConnecticutUSA
- VA Connecticut Healthcare SystemWest HavenConnecticutUSA
| | - Phyllis C. Tien
- Department of MedicineUniversity of California at San FranciscoSan FranciscoCaliforniaUSA
| | - Vincent C. Marconi
- Department of Medicine, Division of Infectious DiseasesEmory University School of MedicineAtlantaGeorgiaUSA
- Hubert Department of Global Health, Rollins School of Public HealthAtlantaGeorgiaUSA
- Atlanta VA Medical CenterDecaturGeorgiaUSA
| | - Dana B. Hancock
- GenOmics and Translational Research CenterRTI International, Research Triangle ParkNorth CarolinaUSA
| | - Eric O. Johnson
- GenOmics and Translational Research CenterRTI International, Research Triangle ParkNorth CarolinaUSA
- Fellow Program, RTI International, Research Triangle ParkNorth CarolinaUSA
| | - Bradley E. Aouizerat
- Department of Oral and Maxillofacial SurgeryNew York UniversityNew YorkNew YorkUSA
- Translational Research CenterNew York UniversityNew YorkNew YorkUSA
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4
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Semenova L, Wang Y, Falcinelli S, Archin N, Cooper-Volkheimer AD, Margolis DM, Goonetilleke N, Murdoch DM, Rudin CD, Browne EP. Machine learning approaches identify immunologic signatures of total and intact HIV DNA during long-term antiretroviral therapy. eLife 2024; 13:RP94899. [PMID: 39250423 PMCID: PMC11383529 DOI: 10.7554/elife.94899] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 09/11/2024] Open
Abstract
Understanding the interplay between the HIV reservoir and the host immune system may yield insights into HIV persistence during antiretroviral therapy (ART) and inform strategies for a cure. Here, we applied machine learning (ML) approaches to cross-sectional high-parameter HIV reservoir and immunology data in order to characterize host-reservoir associations and generate new hypotheses about HIV reservoir biology. High-dimensional immunophenotyping, quantification of HIV-specific T cell responses, and measurement of genetically intact and total HIV proviral DNA frequencies were performed on peripheral blood samples from 115 people with HIV (PWH) on long-term ART. Analysis demonstrated that both intact and total proviral DNA frequencies were positively correlated with T cell activation and exhaustion. Years of ART and select bifunctional HIV-specific CD4 T cell responses were negatively correlated with the percentage of intact proviruses. A leave-one-covariate-out inference approach identified specific HIV reservoir and clinical-demographic parameters, such as age and biological sex, that were particularly important in predicting immunophenotypes. Overall, immune parameters were more strongly associated with total HIV proviral frequencies than intact proviral frequencies. Uniquely, however, expression of the IL-7 receptor alpha chain (CD127) on CD4 T cells was more strongly correlated with the intact reservoir. Unsupervised dimension reduction analysis identified two main clusters of PWH with distinct immune and reservoir characteristics. Using reservoir correlates identified in these initial analyses, decision tree methods were employed to visualize relationships among multiple immune and clinical-demographic parameters and the HIV reservoir. Finally, using random splits of our data as training-test sets, ML algorithms predicted with approximately 70% accuracy whether a given participant had qualitatively high or low levels of total or intact HIV DNA . The techniques described here may be useful for assessing global patterns within the increasingly high-dimensional data used in HIV reservoir and other studies of complex biology.
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Affiliation(s)
| | - Yingfan Wang
- Department of Computer Science, Duke UniversityDurhamUnited States
| | - Shane Falcinelli
- UNC HIV Cure Center UNC Chapel HillChapel HillUnited States
- Department of Microbiology and Immunology, UNC Chapel HillChapel HillUnited States
| | - Nancie Archin
- UNC HIV Cure Center UNC Chapel HillChapel HillUnited States
- Department of Medicine, UNC Chapel HillChapel HillUnited States
| | | | - David M Margolis
- UNC HIV Cure Center UNC Chapel HillChapel HillUnited States
- Department of Microbiology and Immunology, UNC Chapel HillChapel HillUnited States
- Department of Medicine, UNC Chapel HillChapel HillUnited States
| | - Nilu Goonetilleke
- UNC HIV Cure Center UNC Chapel HillChapel HillUnited States
- Department of Microbiology and Immunology, UNC Chapel HillChapel HillUnited States
| | | | - Cynthia D Rudin
- Department of Computer Science, Duke UniversityDurhamUnited States
| | - Edward P Browne
- UNC HIV Cure Center UNC Chapel HillChapel HillUnited States
- Department of Microbiology and Immunology, UNC Chapel HillChapel HillUnited States
- Department of Medicine, UNC Chapel HillChapel HillUnited States
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Petrara MR, Ruffoni E, Carmona F, Cavallari I, Zampieri S, Morello M, Del Bianco P, Rampon O, Cotugno N, Palma P, Rossi P, Giaquinto C, Giunco S, De Rossi A. HIV reservoir and premature aging: risk factors for aging-associated illnesses in adolescents and young adults with perinatally acquired HIV. PLoS Pathog 2024; 20:e1012547. [PMID: 39312589 PMCID: PMC11449303 DOI: 10.1371/journal.ppat.1012547] [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: 05/10/2024] [Revised: 10/03/2024] [Accepted: 08/30/2024] [Indexed: 09/25/2024] Open
Abstract
Despite receiving antiretroviral therapy (ART), an increasing number of adolescents and young adults with perinatally acquired HIV (PHIVAYA) are at risk of developing premature senescence and aging-associated illnesses, including cancer. Given this concern, it is crucial to assess aging biomarkers and their correlation with the HIV reservoir in order to comprehensively characterize and monitor these individuals. Fifty-five PHIVAYA (median age: 23, interquartile range [IQR]: 20-27 years, and 21 [18-23] years on ART at the time of study sampling) were studied along with 23 age-matched healthy controls. The PHIVAYA exhibited significantly higher percentages of activated, senescent, exhausted CD4 and CD8 T cells, shorter telomeres, reduced thymic output, and higher levels of circulating inflammatory markers (PAMPs, DAMPs, and pro-inflammatory cytokines IL-6, IL-8, and TNFα) as well as denervation biomarkers (neural cell adhesion molecule 1 [NCAM1] and C-terminal Agrin fragment [CAF]), compared to controls. HIV-DNA levels positively correlated with activated, senescent, exhausted CD4 and CD8 T cells, circulating biomarkers levels, and inversely with regulatory T and B cells and telomere length. According to their viremia over time, PHIVAYA were subgrouped into 14 Not Suppressed (NS)-PHIVAYA and 41 Suppressed (S)-PHIVAYA, of whom 6 who initiated ART within one year of age and maintained sustained viral suppression overtime were defined as Early Suppressed (ES)-PHIVAYA and the other 35 as Late Suppressed (LS)-PHIVAYA. ES-PHIVAYA exhibited significantly lower HIV-DNA reservoir, decreased percentages of senescent and exhausted CD4 and CD8 T cells, reduced levels of circulating inflammatory and denervation biomarkers, but longer telomere compared to LS- and NS-PHIVAYA. They differed significantly from healthy controls only in a few markers, including higher percentages of regulatory T and B cells, and higher levels of DAMPs. Overall, these results underscore the importance of initiating ART early and maintaining viral suppression to limit the establishment of the viral reservoir and to counteract immune and cellular premature aging. These findings also suggest new approaches for minimally invasive monitoring of individuals at high risk of developing premature aging and age-related illnesses.
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Affiliation(s)
- Maria Raffaella Petrara
- Immunology and Molecular Oncology Diagnostics, Veneto Institute of Oncology IOV-IRCCS, Padova, Italy
- Oncology and Immunology Section, Department of Surgery, Oncology and Gastroenterology, University of Padova, Padova, Italy
| | - Elena Ruffoni
- Immunology and Molecular Oncology Diagnostics, Veneto Institute of Oncology IOV-IRCCS, Padova, Italy
| | - Francesco Carmona
- Immunology and Molecular Oncology Diagnostics, Veneto Institute of Oncology IOV-IRCCS, Padova, Italy
| | - Ilaria Cavallari
- Immunology and Molecular Oncology Diagnostics, Veneto Institute of Oncology IOV-IRCCS, Padova, Italy
| | - Sandra Zampieri
- Department of Surgery, Oncology and Gastroenterology, University of Padova, Padova, Italy
- Department of Biomedical Sciences, University of Padova, Padova, Italy
| | - Marzia Morello
- Immunology and Molecular Oncology Diagnostics, Veneto Institute of Oncology IOV-IRCCS, Padova, Italy
| | - Paola Del Bianco
- Clinical Research Unit, Veneto Institute of Oncology IOV-IRCCS, Padova, Italy
| | - Osvalda Rampon
- Department of Women's and Children's Health, Division of Pediatric Infectious Diseases, University of Padova, Padova, Italy
| | - Nicola Cotugno
- Clinical and Research Unit of Clinical Immunology and Vaccinology, Bambino Gesù Children's Hospital, IRCCS, Roma, Italy
| | - Paolo Palma
- Clinical and Research Unit of Clinical Immunology and Vaccinology, Bambino Gesù Children's Hospital, IRCCS, Roma, Italy
| | - Paolo Rossi
- Clinical and Research Unit of Clinical Immunology and Vaccinology, Bambino Gesù Children's Hospital, IRCCS, Roma, Italy
| | - Carlo Giaquinto
- Department of Women's and Children's Health, Division of Pediatric Infectious Diseases, University of Padova, Padova, Italy
| | - Silvia Giunco
- Immunology and Molecular Oncology Diagnostics, Veneto Institute of Oncology IOV-IRCCS, Padova, Italy
- Oncology and Immunology Section, Department of Surgery, Oncology and Gastroenterology, University of Padova, Padova, Italy
| | - Anita De Rossi
- Immunology and Molecular Oncology Diagnostics, Veneto Institute of Oncology IOV-IRCCS, Padova, Italy
- Oncology and Immunology Section, Department of Surgery, Oncology and Gastroenterology, University of Padova, Padova, Italy
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Semenova L, Wang Y, Falcinelli S, Archin N, Cooper-Volkheimer AD, Margolis DM, Goonetilleke N, Murdoch DM, Rudin CD, Browne EP. Machine learning approaches identify immunologic signatures of total and intact HIV DNA during long-term antiretroviral therapy. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2023.11.16.567386. [PMID: 38014340 PMCID: PMC10680759 DOI: 10.1101/2023.11.16.567386] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/29/2023]
Abstract
Understanding the interplay between the HIV reservoir and the host immune system may yield insights into HIV persistence during antiretroviral therapy (ART) and inform strategies for a cure. Here, we applied machine learning approaches to cross-sectional high-parameter HIV reservoir and immunology data in order to characterize host-reservoir associations and generate new hypotheses about HIV reservoir biology. High-dimensional immunophenotyping, quantification of HIV-specific T cell responses, and measurement of genetically intact and total HIV proviral DNA frequencies were performed on peripheral blood samples from 115 people with HIV (PWH) on long-term ART. Analysis demonstrated that both intact and total proviral DNA frequencies were positively correlated with T cell activation and exhaustion. Years of ART and select bifunctional HIV-specific CD4 T cell responses were negatively correlated with the percentage of intact proviruses. A Leave-One-Covariate-Out (LOCO) inference approach identified specific HIV reservoir and clinical-demographic parameters, such as age and biological sex, that were particularly important in predicting immunophenotypes. Overall, immune parameters were more strongly associated with total HIV proviral frequencies than intact proviral frequencies. Uniquely, however, expression of the IL-7 receptor alpha chain (CD127) on CD4 T cells was more strongly correlated with the intact reservoir. Unsupervised dimension reduction analysis identified two main clusters of PWH with distinct immune and reservoir characteristics. Using reservoir correlates identified in these initial analyses, decision tree methods were employed to visualize relationships among multiple immune and clinical-demographic parameters and the HIV reservoir. Finally, using random splits of our data as training-test sets, machine learning algorithms predicted with approximately 70% accuracy whether a given participant had qualitatively high or low levels of total or intact HIV DNA. The techniques described here may be useful for assessing global patterns within the increasingly high-dimensional data used in HIV reservoir and other studies of complex biology.
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7
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Bekka S, Kelly K, Haaren M, Dhummakupt A, Persaud D. Age at ART initiation and proviral reservoir size in perinatal HIV-1 infection: considerations for ART-free remission. Curr Opin HIV AIDS 2024; 19:79-86. [PMID: 38169427 PMCID: PMC11715321 DOI: 10.1097/coh.0000000000000839] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/05/2024]
Abstract
PURPOSE OF REVIEW Achieving ART-free remission without the need for lifelong antiretroviral treatment (ART) is a new objective in HIV-1 therapeutics. This review comprehensively examines the literature to evaluate whether the age at ART initiation in children with perinatal HIV-1 influences the size and decay of the HIV-1 reservoir. The insights gathered from this review serve to inform the field on the unique dynamics of HIV-1 reservoir size in perinatal HIV-1 infection as a function of age at ART initiation, as well as inform biomarker profiling and timing of ART-free remission strategies for children living with HIV-1 globally. RECENT FINDINGS Recent studies demonstrate that initiating very early effective ART in neonates is feasible and limits HIV-1 reservoir size. The clinical relevance of limiting the HIV-1 reservoir size in perinatal infection was recently demonstrated in the Tatelo Study, which investigated a treatment switch from ART to two broadly neutralizing antibodies (bNAbs) in very early treated children. Low proviral reservoir size was associated with sustained virologic control for 24 weeks on bNAbs. SUMMARY Immediate and early ART initiation for neonates and infants with perinatal HIV-1 is essential to restricting HIV-1 reservoir size that may enable ART-free remission.
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Affiliation(s)
- Soumia Bekka
- Department of Molecular Microbiology and Immunology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Kristen Kelly
- Department of Molecular Microbiology and Immunology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Mareike Haaren
- Department of International Health, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
| | - Adit Dhummakupt
- Department of Pediatrics, Division of Infectious Diseases, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Deborah Persaud
- Department of Molecular Microbiology and Immunology, Johns Hopkins Bloomberg School of Public Health, Baltimore, MD, USA
- Department of Pediatrics, Division of Infectious Diseases, Johns Hopkins University School of Medicine, Baltimore, MD, USA
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8
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Yucha R, Litchford ML, Fish CS, Yaffe ZA, Richardson BA, Maleche-Obimbo E, John-Stewart G, Wamalwa D, Overbaugh J, Lehman DA. Higher HIV-1 Env gp120-Specific Antibody-Dependent Cellular Cytotoxicity (ADCC) Activity Is Associated with Lower Levels of Defective HIV-1 Provirus. Viruses 2023; 15:2055. [PMID: 37896832 PMCID: PMC10611199 DOI: 10.3390/v15102055] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2023] [Revised: 10/03/2023] [Accepted: 10/03/2023] [Indexed: 10/29/2023] Open
Abstract
A cure for HIV-1 (HIV) remains unrealized due to a reservoir of latently infected cells that persist during antiretroviral therapy (ART), with reservoir size associated with adverse health outcomes and inversely with time to viral rebound upon ART cessation. Once established during ART, the HIV reservoir decays minimally over time; thus, understanding factors that impact the size of the HIV reservoir near its establishment is key to improving the health of people living with HIV and for the development of novel cure strategies. Yet, to date, few correlates of HIV reservoir size have been identified, particularly in pediatric populations. Here, we employed a cross-subtype intact proviral DNA assay (CS-IPDA) to quantify HIV provirus between one- and two-years post-ART initiation in a cohort of Kenyan children (n = 72), which had a median of 99 intact (range: 0-2469), 1340 defective (range: 172-3.84 × 104), and 1729 total (range: 178-5.11 × 104) HIV proviral copies per one million T cells. Additionally, pre-ART plasma was tested for HIV Env-specific antibody-dependent cellular cytotoxicity (ADCC) activity. We found that pre-ART gp120-specific ADCC activity inversely correlated with defective provirus levels (n = 68, r = -0.285, p = 0.0214) but not the intact reservoir (n = 68, r = -0.0321, p-value = 0.800). Pre-ART gp41-specific ADCC did not significantly correlate with either proviral population (n = 68; intact: r = -0.0512, p-value = 0.686; defective: r = -0.109, p-value = 0.389). This suggests specific host immune factors prior to ART initiation can impact proviruses that persist during ART.
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Affiliation(s)
- Ryan Yucha
- Human Biology Division, Fred Hutchinson Cancer Center, Seattle, WA 98109, USA
- Department of Microbiology, University of Washington School of Medicine, Seattle, WA 98195, USA
| | - Morgan L. Litchford
- Human Biology Division, Fred Hutchinson Cancer Center, Seattle, WA 98109, USA
| | - Carolyn S. Fish
- Human Biology Division, Fred Hutchinson Cancer Center, Seattle, WA 98109, USA
| | - Zak A. Yaffe
- Human Biology Division, Fred Hutchinson Cancer Center, Seattle, WA 98109, USA
- Molecular and Cellular Biology Program, University of Washington, Seattle, WA 98195, USA
- Medical Scientist Training Program, University of Washington, Seattle, WA 98195, USA
| | - Barbra A. Richardson
- Department of Global Health, University of Washington, Seattle, WA 98195, USA
- Department of Biostatistics, University of Washington, Seattle, WA 98195, USA
- Vaccine and Infectious Disease Division, Fred Hutchinson Cancer Center, Seattle, WA 98109, USA
| | | | - Grace John-Stewart
- Department of Global Health, University of Washington, Seattle, WA 98195, USA
- Department of Medicine, University of Washington, Seattle, WA 98195, USA
- Department of Pediatrics, University of Washington, Seattle, WA 98195, USA
- Department of Epidemiology, University of Washington, Seattle, WA 98195, USA
| | - Dalton Wamalwa
- Department of Global Health, University of Washington, Seattle, WA 98195, USA
- Department of Pediatrics and Child Health, University of Nairobi, Nairobi P.O. Box 30197, Kenya
| | - Julie Overbaugh
- Human Biology Division, Fred Hutchinson Cancer Center, Seattle, WA 98109, USA
| | - Dara A. Lehman
- Human Biology Division, Fred Hutchinson Cancer Center, Seattle, WA 98109, USA
- Department of Global Health, University of Washington, Seattle, WA 98195, USA
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