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Douglas J, Wang Z, Zumpano F, Satagopan JM, Moye J, Arpadi SM, Marsit CJ, Barrett ES, Shiau S. Isolating the effects of HIV infection and HIV exposure on epigenetic profiles in infants using historical data from the Mothers and Infants Cohort Study. EBioMedicine 2025; 115:105696. [PMID: 40288238 PMCID: PMC12056770 DOI: 10.1016/j.ebiom.2025.105696] [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: 05/10/2024] [Revised: 03/27/2025] [Accepted: 03/28/2025] [Indexed: 04/29/2025] Open
Abstract
BACKGROUND Epigenetics offers insight into the mechanisms by which early life HIV infection and HIV exposure in utero affects offspring health. However, due to the widespread use of antiretroviral therapy (ART) during pregnancy/infancy, contemporary studies are unable to disentangle effects of HIV from ART exposure on epigenetic profiles. METHODS Using historical specimens collected before widespread use of ART (1985-1991), we compared DNA methylation (DNAm) profiles among infants with perinatally-acquired HIV (PHIV), HIV-exposed but uninfected (HEU), and HIV-unexposed uninfected (HUU). DNAm in peripheral blood mononuclear cells collected at 3 and 12 months of age (36 PHIV, 33 HEU, and 33 HUU) was profiled using the Illumina Infinium MethylationEPIC BeadChip. We tested for differentially methylated (DM) CpG sites between groups at 3 and 12 months, adjusting for sex, race/ethnicity, and cell type proportions. Biological pathway enrichment analyses were conducted. FINDINGS Comparing PHIV to HEU, there were 2 DM sites at 3 months and 11 at 12 months. Comparing PHIV to HUU, there was 1 DM CpG site at 3 months and 6 at 12 months. Immune-related pathways, including interferon-mediated signalling pathways were enriched. HIV exposure was not associated with any variation in DNA methylation, as no differences were detected between HEU vs. HUU at 3 or 12 months. INTERPRETATION HIV infection (in the absence of ART during pregnancy/infancy) was associated with DNA methylation changes at 3 and 12 months of life in infants. Differential methylation in PHIV is related to immune processes and HIV exposure in the absence of infection does not contribute to differential methylation. FUNDING This study was supported by funding from the National Institutes of Health (R21HD104558 to SS, K01DA053157 to SS, P30ES019776 to CJM, and P30ES005022 to ESB.
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Affiliation(s)
- Jasmine Douglas
- Department of Biostatistics and Epidemiology, Rutgers School of Public Health, Piscataway, NJ, USA
| | - Ziyi Wang
- Department of Biostatistics and Epidemiology, Rutgers School of Public Health, Piscataway, NJ, USA
| | - Francesca Zumpano
- Department of Biostatistics and Epidemiology, Rutgers School of Public Health, Piscataway, NJ, USA
| | - Jaya M Satagopan
- Department of Biostatistics and Epidemiology, Rutgers School of Public Health, Piscataway, NJ, USA
| | - Jack Moye
- Maternal and Pediatric Infectious Disease Branch, Eunice Kennedy Shriver National Institute of Child Health and Human Development, National Institutes of Health, Bethesda, MD, USA
| | - Stephen M Arpadi
- Gertrude H. Sergievsky Center, Columbia University Irving Medical Center, New York, NY, USA
| | - Carmen J Marsit
- Gangarosa Department of Environmental Health, Emory University Rollins School of Public Health, Atlanta, GA, USA
| | - Emily S Barrett
- Department of Biostatistics and Epidemiology, Rutgers School of Public Health, Piscataway, NJ, USA; Environmental and Occupational Health Sciences Institute, Rutgers University, Piscataway, NJ, USA
| | - Stephanie Shiau
- Department of Biostatistics and Epidemiology, Rutgers School of Public Health, Piscataway, NJ, USA.
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Tomlinson CJ, Ryniker L, Cook HM, Schwartz RM, Non AL. Epigenetics in persons living with HIV: trauma, coping, and FKBP5 and SLC6A4 methylation. Epigenomics 2025; 17:297-307. [PMID: 40069093 PMCID: PMC11970741 DOI: 10.1080/17501911.2025.2476389] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/01/2024] [Accepted: 03/04/2025] [Indexed: 04/02/2025] Open
Abstract
AIM People living with HIV (PLWH) have an increased risk for lifetime trauma and mental health difficulties. However, no studies have evaluated stress-related genes in relation to early-life adversity, lifetime trauma, or post-traumatic stress disorder (PTSD) in PLWH. METHODS Using bisulfite pyrosequencing, we evaluated DNA methylation (DNAm) in intron 7 of FKBP5, a glucocorticoid feedback regulator, and in the promoter of SLC6A4, the serotonin transporter gene, in whole blood of a random sample of 70 PLWH recruited from an HIV program, and 51 individuals 2 years later (n = 48 at both time points). Exploratory regression analyses were conducted with DNAm in relation to trauma exposure, mental health symptoms, and coping strategies. RESULTS Higher DNAm at one site of SLC6A4 was associated with lower levels of anxiety (B = -0.62 (SE = 0.23), p = 0.0109), depression (B = -0.06 (SE = 0.03), p = 0.0435), and PTSD symptoms at baseline (B = -0.03 (SE = 0.01), p = 0.0374). DNAm at FKBP5 was negatively associated with measures of anxiety (B = -0.30 (SE = 0.07), p = 0.0001) and depression symptoms (B = -0.2 (SE = 0.10), p = 0.0103). Various coping strategies were also associated with sites in both genes across time points, e.g. self-blame and substance use. CONCLUSION Our findings generate intriguing hypotheses linking mental health symptoms and DNA methylation, to be replicated with larger samples.
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Affiliation(s)
- Cassidy J. Tomlinson
- Department of Anthropology, University of California San Diego, La Jolla, CA, USA
| | - Laura Ryniker
- Department of Occupational Medicine, Epidemiology and Prevention, Northwell Health, Great Neck, NY, USA
- Center for Traumatic Stress, Resilience and Recovery at Northwell Health, Great Neck, NY, USA
- Institute of Behavioral Science, Feinstein Institutes for Medical Research, Manhasset, NY, USA
| | - Haley M. Cook
- Department of Occupational Medicine, Epidemiology and Prevention, Northwell Health, Great Neck, NY, USA
- Center for Traumatic Stress, Resilience and Recovery at Northwell Health, Great Neck, NY, USA
| | - Rebecca M. Schwartz
- Department of Occupational Medicine, Epidemiology and Prevention, Northwell Health, Great Neck, NY, USA
- Center for Traumatic Stress, Resilience and Recovery at Northwell Health, Great Neck, NY, USA
- Institute of Behavioral Science, Feinstein Institutes for Medical Research, Manhasset, NY, USA
- Northwell Health, Donald and Barbara Zucker School of Medicine at Hofstra/Northwell, Hempstead, NY, USA
| | - Amy L. Non
- Department of Anthropology, University of California San Diego, La Jolla, CA, USA
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Rodríguez-Agustín A, Ayala-Suárez R, Díez-Fuertes F, Maleno MJ, de Villasante I, Merkel A, Coiras M, Casanova V, Alcamí J, Climent N. Intracellular HIV-1 Tat regulator induces epigenetic changes in the DNA methylation landscape. Front Immunol 2025; 16:1532692. [PMID: 40103825 PMCID: PMC11913862 DOI: 10.3389/fimmu.2025.1532692] [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: 11/22/2024] [Accepted: 02/04/2025] [Indexed: 03/20/2025] Open
Abstract
Introduction The HIV regulatory protein Tat enhances viral transcription and also modifies host gene expression, affecting cell functions like cell cycle and apoptosis. Residual expression of Tat protein is detected in blood and other tissues even under antiretroviral treatment. Cohort studies have indicated that, despite virologic suppression, people with HIV (PWH) are at increased risk of comorbidities linked to chronic inflammation, accelerated immune ageing, and cellular senescence, sometimes associated with abnormal genomic methylation patterns. We analysed whether Tat influences DNA methylation and subsequently impacts the transcriptional signature, contributing to inflammation and accelerated ageing. Methods We transfected Jurkat cells with full-length Tat (Tat101), Tat's first exon (Tat72), or an empty vector (TetOFF). We assessed DNA methylation modifications via the Infinium MethylationEPIC array, and we evaluated transcriptomic alterations through RNA-Seq. Methylation levels in gene promoters or body regions were correlated to their expression data, and subsequently, we performed an overrepresentation analysis to identify the biological terms containing differentially methylated and expressed genes. Results Tat101 expression caused significant hyper- and hypomethylation changes at individual CpG sites, resulting in slightly global DNA hypermethylation. Methylation changes at gene promoters and bodies resulted in altered gene expression, specifically regulating gene transcription in 5.1% of differentially expressed genes (DEGs) in Tat101- expressing cells. In contrast, Tat72 had a minimal impact on this epigenetic process. The observed differentially methylated and expressed genes were involved in inflammatory responses, lipid antigen presentation, and apoptosis. Discussion Tat expression in HIV infection may constitute a key epigenetic modelling actor that contributes to HIV pathogenesis and chronic inflammation. Clinical interventions targeting Tat blockade may reduce chronic inflammation and cellular senescence related to HIV infection comorbidities.
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Affiliation(s)
- Andrea Rodríguez-Agustín
- AIDS and HIV Infection Group, Fundació de Recerca Clínic Barcelona-Institut d’Investigacions Biomédiques August Pi i Sunyer (FRCB-IDIBAPS), Barcelona, Spain
- Universitat de Barcelona (UB), Barcelona, Spain
| | - Rubén Ayala-Suárez
- AIDS and HIV Infection Group, Fundació de Recerca Clínic Barcelona-Institut d’Investigacions Biomédiques August Pi i Sunyer (FRCB-IDIBAPS), Barcelona, Spain
| | - Francisco Díez-Fuertes
- AIDS Immunopathology Unit, Centro Nacional de Microbiología, Instituto de Salud Carlos III (ISCIII), Madrid, Spain
- Centro de Investigación Biomédica en Red sobre Enfermedades Infecciosas (CIBERINFEC), Instituto de Salud Carlos III (ISCIII), Madrid, Spain
| | - María José Maleno
- AIDS and HIV Infection Group, Fundació de Recerca Clínic Barcelona-Institut d’Investigacions Biomédiques August Pi i Sunyer (FRCB-IDIBAPS), Barcelona, Spain
| | - Izar de Villasante
- Bioinformatics Unit, Josep Carreras Leukaemia Research Institute (IJC), Badalona, Spain
| | - Angelika Merkel
- Bioinformatics Unit, Josep Carreras Leukaemia Research Institute (IJC), Badalona, Spain
| | - Mayte Coiras
- Centro de Investigación Biomédica en Red sobre Enfermedades Infecciosas (CIBERINFEC), Instituto de Salud Carlos III (ISCIII), Madrid, Spain
- Immunopathology and Viral Reservoir Unit, Centro Nacional de Microbiología, Instituto de Salud Carlos III (ISCIII), Madrid, Spain
| | - Víctor Casanova
- AIDS and HIV Infection Group, Fundació de Recerca Clínic Barcelona-Institut d’Investigacions Biomédiques August Pi i Sunyer (FRCB-IDIBAPS), Barcelona, Spain
- Universitat de Barcelona (UB), Barcelona, Spain
| | - José Alcamí
- AIDS and HIV Infection Group, Fundació de Recerca Clínic Barcelona-Institut d’Investigacions Biomédiques August Pi i Sunyer (FRCB-IDIBAPS), Barcelona, Spain
- Universitat de Barcelona (UB), Barcelona, Spain
- AIDS Immunopathology Unit, Centro Nacional de Microbiología, Instituto de Salud Carlos III (ISCIII), Madrid, Spain
- Centro de Investigación Biomédica en Red sobre Enfermedades Infecciosas (CIBERINFEC), Instituto de Salud Carlos III (ISCIII), Madrid, Spain
| | - Núria Climent
- AIDS and HIV Infection Group, Fundació de Recerca Clínic Barcelona-Institut d’Investigacions Biomédiques August Pi i Sunyer (FRCB-IDIBAPS), Barcelona, Spain
- Universitat de Barcelona (UB), Barcelona, Spain
- Centro de Investigación Biomédica en Red sobre Enfermedades Infecciosas (CIBERINFEC), Instituto de Salud Carlos III (ISCIII), Madrid, Spain
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Vanegas-Torres CA, Schindler M. HIV-1 Vpr Functions in Primary CD4 + T Cells. Viruses 2024; 16:420. [PMID: 38543785 PMCID: PMC10975730 DOI: 10.3390/v16030420] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2024] [Revised: 03/05/2024] [Accepted: 03/05/2024] [Indexed: 05/23/2024] Open
Abstract
HIV-1 encodes four accesory proteins in addition to its structural and regulatory genes. Uniquely amongst them, Vpr is abundantly present within virions, meaning it is poised to exert various biological effects on the host cell upon delivery. In this way, Vpr contributes towards the establishment of a successful infection, as evidenced by the extent to which HIV-1 depends on this factor to achieve full pathogenicity in vivo. Although HIV infects various cell types in the host organism, CD4+ T cells are preferentially targeted since they are highly permissive towards productive infection, concomitantly bringing about the hallmark immune dysfunction that accompanies HIV-1 spread. The last several decades have seen unprecedented progress in unraveling the activities Vpr possesses in the host cell at the molecular scale, increasingly underscoring the importance of this viral component. Nevertheless, it remains controversial whether some of these advances bear in vivo relevance, since commonly employed cellular models significantly differ from primary T lymphocytes. One prominent example is the "established" ability of Vpr to induce G2 cell cycle arrest, with enigmatic physiological relevance in infected primary T lymphocytes. The objective of this review is to present these discoveries in their biological context to illustrate the mechanisms whereby Vpr supports HIV-1 infection in CD4+ T cells, whilst identifying findings that require validation in physiologically relevant models.
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Affiliation(s)
| | - Michael Schindler
- Institute for Medical Virology and Epidemiology of Viral Diseases, University Hospital Tuebingen, 72076 Tuebingen, Germany;
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Liang M, Pan W, You Y, Qin X, Su H, Zhan Z, Weng S, Guo C, He J. Hypermethylated genome of a fish vertebrate iridovirus ISKNV plays important roles in viral infection. Commun Biol 2024; 7:237. [PMID: 38413759 PMCID: PMC10899263 DOI: 10.1038/s42003-024-05919-x] [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: 10/28/2023] [Accepted: 02/15/2024] [Indexed: 02/29/2024] Open
Abstract
Iridoviruses are nucleocytoplasmic large dsDNA viruses that infect invertebrates and ectothermic vertebrates. The hypermethylated genome of vertebrate iridoviruses is unique among animal viruses. However, the map and function of iridovirus genomic methylation remain unknown. Herein, the methylated genome of Infectious spleen and kidney necrosis virus (ISKNV, a fish iridovirus), and its role in viral infection, are investigated. The methylation level of ISKNV is 23.44%. The hypermethylated genome is essential for ISKNV amplification, but there is no correlation between hypermethylation and viral gene expression. The hypomethylated ISKNV (obtained via 5-Azacytidine) activates a strong immunoreaction in vitro and reduces its pathogenicity in vivo. The unmethylated viral DNA can induce a stronger immunoreaction in vitro, whereas inactivated hypomethylated ISKNV can induce a stronger immunoreaction in vivo, suggesting ISKNV may evade from immune system by increasing its genome methylation level. Our work provides new insights into the role of genome methylation in viral infection.
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Affiliation(s)
- Mincong Liang
- State Key Laboratory for Biocontrol, Southern Laboratory of Ocean Science and Engineering (Zhuhai), Guangdong Provincial Observation and Research Station for Marine Ranching of the Lingdingyang Bay, Guangdong Province Key Laboratory of Aquatic Economic Animals, School of Marine Sciences, Sun Yat-sen University, Guangzhou, Guangdong, China
| | - Weiqiang Pan
- State Key Laboratory for Biocontrol, Southern Laboratory of Ocean Science and Engineering (Zhuhai), Guangdong Provincial Observation and Research Station for Marine Ranching of the Lingdingyang Bay, Guangdong Province Key Laboratory of Aquatic Economic Animals, School of Marine Sciences, Sun Yat-sen University, Guangzhou, Guangdong, China
| | - Yanlin You
- State Key Laboratory for Biocontrol, Southern Laboratory of Ocean Science and Engineering (Zhuhai), Guangdong Provincial Observation and Research Station for Marine Ranching of the Lingdingyang Bay, Guangdong Province Key Laboratory of Aquatic Economic Animals, School of Marine Sciences, Sun Yat-sen University, Guangzhou, Guangdong, China
| | - Xiaowei Qin
- State Key Laboratory for Biocontrol, Southern Laboratory of Ocean Science and Engineering (Zhuhai), Guangdong Provincial Observation and Research Station for Marine Ranching of the Lingdingyang Bay, Guangdong Province Key Laboratory of Aquatic Economic Animals, School of Marine Sciences, Sun Yat-sen University, Guangzhou, Guangdong, China
| | - Hualong Su
- State Key Laboratory for Biocontrol, Southern Laboratory of Ocean Science and Engineering (Zhuhai), Guangdong Provincial Observation and Research Station for Marine Ranching of the Lingdingyang Bay, Guangdong Province Key Laboratory of Aquatic Economic Animals, School of Marine Sciences, Sun Yat-sen University, Guangzhou, Guangdong, China
| | - Zhipeng Zhan
- State Key Laboratory for Biocontrol, Southern Laboratory of Ocean Science and Engineering (Zhuhai), Guangdong Provincial Observation and Research Station for Marine Ranching of the Lingdingyang Bay, Guangdong Province Key Laboratory of Aquatic Economic Animals, School of Marine Sciences, Sun Yat-sen University, Guangzhou, Guangdong, China
| | - Shaoping Weng
- State Key Laboratory for Biocontrol, Southern Laboratory of Ocean Science and Engineering (Zhuhai), Guangdong Provincial Observation and Research Station for Marine Ranching of the Lingdingyang Bay, Guangdong Province Key Laboratory of Aquatic Economic Animals, School of Marine Sciences, Sun Yat-sen University, Guangzhou, Guangdong, China
| | - Changjun Guo
- State Key Laboratory for Biocontrol, Southern Laboratory of Ocean Science and Engineering (Zhuhai), Guangdong Provincial Observation and Research Station for Marine Ranching of the Lingdingyang Bay, Guangdong Province Key Laboratory of Aquatic Economic Animals, School of Marine Sciences, Sun Yat-sen University, Guangzhou, Guangdong, China.
- Guangdong Laboratory for Lingnan Modern Agriculture, Guangzhou, Guangdong, China.
| | - Jianguo He
- State Key Laboratory for Biocontrol, Southern Laboratory of Ocean Science and Engineering (Zhuhai), Guangdong Provincial Observation and Research Station for Marine Ranching of the Lingdingyang Bay, Guangdong Province Key Laboratory of Aquatic Economic Animals, School of Marine Sciences, Sun Yat-sen University, Guangzhou, Guangdong, China
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6
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Kobayashi-Ishihara M, Frazão Smutná K, Alonso FE, Argilaguet J, Esteve-Codina A, Geiger K, Genescà M, Grau-Expósito J, Duran-Castells C, Rogenmoser S, Böttcher R, Jungfleisch J, Oliva B, Martinez JP, Li M, David M, Yamagishi M, Ruiz-Riol M, Brander C, Tsunetsugu-Yokota Y, Buzon MJ, Díez J, Meyerhans A. Schlafen 12 restricts HIV-1 latency reversal by a codon-usage dependent post-transcriptional block in CD4+ T cells. Commun Biol 2023; 6:487. [PMID: 37165099 PMCID: PMC10172343 DOI: 10.1038/s42003-023-04841-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: 01/09/2023] [Accepted: 04/13/2023] [Indexed: 05/12/2023] Open
Abstract
Latency is a major barrier towards virus elimination in HIV-1-infected individuals. Yet, the mechanisms that contribute to the maintenance of HIV-1 latency are incompletely understood. Here we describe the Schlafen 12 protein (SLFN12) as an HIV-1 restriction factor that establishes a post-transcriptional block in HIV-1-infected cells and thereby inhibits HIV-1 replication and virus reactivation from latently infected cells. The inhibitory activity is dependent on the HIV-1 codon usage and on the SLFN12 RNase active sites. Within HIV-1-infected individuals, SLFN12 expression in PBMCs correlated with HIV-1 plasma viral loads and proviral loads suggesting a link with the general activation of the immune system. Using an RNA FISH-Flow HIV-1 reactivation assay, we demonstrate that SLFN12 expression is enriched in infected cells positive for HIV-1 transcripts but negative for HIV-1 proteins. Thus, codon-usage dependent translation inhibition of HIV-1 proteins participates in HIV-1 latency and can restrict the amount of virus release after latency reversal.
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Affiliation(s)
- Mie Kobayashi-Ishihara
- Infection Biology Group, Department of Medicine and Life Sciences, Universitat Pompeu Fabra, Barcelona, Spain.
- Department of Molecular Biology, Keio University School of Medicine, Tokyo, Japan.
| | - Katarína Frazão Smutná
- Infection Biology Group, Department of Medicine and Life Sciences, Universitat Pompeu Fabra, Barcelona, Spain
| | - Florencia E Alonso
- Infection Biology Group, Department of Medicine and Life Sciences, Universitat Pompeu Fabra, Barcelona, Spain
| | - Jordi Argilaguet
- Infection Biology Group, Department of Medicine and Life Sciences, Universitat Pompeu Fabra, Barcelona, Spain
- Unitat mixta d'Investigació IRTA-UAB en Sanitat Animal. Centre de Recerca en Sanitat Animal (CReSA), Campus de la Universitat Autònoma de Barcelona (UAB), Bellaterra, Spain
- IRTA. Programa de Sanitat Animal. Centre de Recerca en Sanitat Animal (CReSA), Campus de la Universitat Autònoma de Barcelona (UAB), Bellaterra, Spain
| | - Anna Esteve-Codina
- Centro Nacional de Análisis Genómico (CNAG-CRG), Center for Genomic Regulation (CRG), Barcelona Institute of Science and Technology, Barcelona, Spain
| | - Kerstin Geiger
- Infection Biology Group, Department of Medicine and Life Sciences, Universitat Pompeu Fabra, Barcelona, Spain
| | - Meritxell Genescà
- Infectious Disease Department, Hospital Universitari Vall d´Hebrón, Institut de Recerca (VHIR), Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Judith Grau-Expósito
- Infectious Disease Department, Hospital Universitari Vall d´Hebrón, Institut de Recerca (VHIR), Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Clara Duran-Castells
- IrsiCaixa AIDS Research Institute, Hospital Germans Trias i Pujol, Universitat Autonoma de Barcelona, Badalona, Spain
| | - Selina Rogenmoser
- Infection Biology Group, Department of Medicine and Life Sciences, Universitat Pompeu Fabra, Barcelona, Spain
| | - René Böttcher
- Molecular Virology Group, Department of Medicine and Life Sciences, Universitat Pompeu Fabra, Barcelona, Spain
| | - Jennifer Jungfleisch
- Molecular Virology Group, Department of Medicine and Life Sciences, Universitat Pompeu Fabra, Barcelona, Spain
| | - Baldomero Oliva
- Structural Bioinformatics Group, Department of Medicine and Life Sciences, Universitat Pompeu Fabra, Barcelona, Spain
| | - Javier P Martinez
- Infection Biology Group, Department of Medicine and Life Sciences, Universitat Pompeu Fabra, Barcelona, Spain
| | - Manqing Li
- Section of Molecular Biology, Division of Biological Sciences, University of California San Diego, La Jolla, CA, USA
| | - Michael David
- Section of Molecular Biology, Division of Biological Sciences, University of California San Diego, La Jolla, CA, USA
- Moores Cancer Center, University of California San Diego, La Jolla, CA, USA
| | - Makoto Yamagishi
- Graduate School of Frontier Sciences, The University of Tokyo, Tokyo, Japan
| | - Marta Ruiz-Riol
- IrsiCaixa AIDS Research Institute, Hospital Germans Trias i Pujol, Universitat Autonoma de Barcelona, Badalona, Spain
- CIBER de Enfermedades Infecciosas, Madrid, Spain
| | - Christian Brander
- IrsiCaixa AIDS Research Institute, Hospital Germans Trias i Pujol, Universitat Autonoma de Barcelona, Badalona, Spain
- Universitat de Vic-Universitat Central de Catalunya (UVic-UCC), Vic, Spain
- Institució de Recerca i Estudis Avançats (ICREA), Barcelona, Spain
| | - Yasuko Tsunetsugu-Yokota
- Department of Medical Technology, School of Human Sciences, Tokyo University of Technology, Tokyo, Japan
| | - Maria J Buzon
- Infectious Disease Department, Hospital Universitari Vall d´Hebrón, Institut de Recerca (VHIR), Universitat Autònoma de Barcelona, Barcelona, Spain
| | - Juana Díez
- Molecular Virology Group, Department of Medicine and Life Sciences, Universitat Pompeu Fabra, Barcelona, Spain.
| | - Andreas Meyerhans
- Infection Biology Group, Department of Medicine and Life Sciences, Universitat Pompeu Fabra, Barcelona, Spain.
- Institució de Recerca i Estudis Avançats (ICREA), Barcelona, Spain.
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Esteban-Cantos A, Rodríguez-Centeno J, Silla JC, Barruz P, Sánchez-Cabo F, Saiz-Medrano G, Nevado J, Mena-Garay B, Jiménez-González M, de Miguel R, Bernardino JI, Montejano R, Cadiñanos J, Marcelo C, Gutiérrez-García L, Martínez-Martín P, Wallet C, Raffi F, Rodés B, Arribas JR. Effect of HIV infection and antiretroviral therapy initiation on genome-wide DNA methylation patterns. EBioMedicine 2023; 88:104434. [PMID: 36640455 PMCID: PMC9842861 DOI: 10.1016/j.ebiom.2022.104434] [Citation(s) in RCA: 10] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2022] [Revised: 12/09/2022] [Accepted: 12/22/2022] [Indexed: 01/14/2023] Open
Abstract
BACKGROUND Previous epigenome-wide association studies have shown that HIV infection can disrupt the host DNA methylation landscape. However, it remains unclear how antiretroviral therapy (ART) affects the HIV-induced epigenetic modifications. METHODS 184 individuals with HIV from the NEAT001/ANRS143 clinical trial (with pre-ART and post-ART samples [96 weeks of follow-up]) and 44 age-and-sex matched individuals without HIV were included. We compared genome-wide DNA methylation profiles in whole blood between groups adjusting for age, sex, batch effects, and DNA methylation-based estimates of leucocyte composition. FINDINGS We identified 430 differentially methylated positions (DMPs) between HIV+ pre-ART individuals and HIV-uninfected controls. In participants with HIV, ART initiation modified the DNA methylation levels at 845 CpG positions and restored 49.3% of the changes found between HIV+ pre-ART and HIV-uninfected individuals. We only found 15 DMPs when comparing DNA methylation profiles between HIV+ post-ART individuals and participants without HIV. The Gene Ontology enrichment analysis of DMPs associated with untreated HIV infection revealed an enrichment in biological processes regulating the immune system and antiviral responses. In participants with untreated HIV infection, DNA methylation levels at top HIV-related DMPs were associated with CD4/CD8 ratios and viral loads. Changes in DNA methylation levels after ART initiation were weakly correlated with changes in CD4+ cell counts and the CD4/CD8 ratio. INTERPRETATION Control of HIV viraemia after 96 weeks of ART initiation partly restores the host DNA methylation changes that occurred before antiretroviral treatment of HIV infection. FUNDING NEAT-ID Foundation and Instituto de Salud Carlos III, co-funded by European Union.
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Affiliation(s)
- Andrés Esteban-Cantos
- CIBER of Infectious Diseases (CIBERINFEC), Madrid, Spain; HIV/AIDS and Infectious Diseases Research Group, Hospital La Paz Institute for Health Research (IdiPAZ), Madrid, Spain
| | - Javier Rodríguez-Centeno
- CIBER of Infectious Diseases (CIBERINFEC), Madrid, Spain; HIV/AIDS and Infectious Diseases Research Group, Hospital La Paz Institute for Health Research (IdiPAZ), Madrid, Spain
| | - Juan C Silla
- Bioinformatics Unit, Spanish National Centre for Cardiovascular Research (CNIC), Madrid, Spain
| | - Pilar Barruz
- Genomics Laboratory, Institute of Medical and Molecular Genetics, Hospital La Paz Institute for Health Research (IdiPAZ), Madrid, Spain
| | - Fátima Sánchez-Cabo
- Bioinformatics Unit, Spanish National Centre for Cardiovascular Research (CNIC), Madrid, Spain
| | - Gabriel Saiz-Medrano
- HIV/AIDS and Infectious Diseases Research Group, Hospital La Paz Institute for Health Research (IdiPAZ), Madrid, Spain
| | - Julián Nevado
- Genomics Laboratory, Institute of Medical and Molecular Genetics, Hospital La Paz Institute for Health Research (IdiPAZ), Madrid, Spain
| | - Beatriz Mena-Garay
- HIV/AIDS and Infectious Diseases Research Group, Hospital La Paz Institute for Health Research (IdiPAZ), Madrid, Spain
| | - María Jiménez-González
- HIV/AIDS and Infectious Diseases Research Group, Hospital La Paz Institute for Health Research (IdiPAZ), Madrid, Spain
| | - Rosa de Miguel
- CIBER of Infectious Diseases (CIBERINFEC), Madrid, Spain; Department of Internal Medicine, Infectious Diseases Unit, La Paz University Hospital, Hospital La Paz Institute for Health Research (IdiPAZ), Madrid, Spain
| | - Jose I Bernardino
- CIBER of Infectious Diseases (CIBERINFEC), Madrid, Spain; Department of Internal Medicine, Infectious Diseases Unit, La Paz University Hospital, Hospital La Paz Institute for Health Research (IdiPAZ), Madrid, Spain
| | - Rocío Montejano
- CIBER of Infectious Diseases (CIBERINFEC), Madrid, Spain; Department of Internal Medicine, Infectious Diseases Unit, La Paz University Hospital, Hospital La Paz Institute for Health Research (IdiPAZ), Madrid, Spain
| | - Julen Cadiñanos
- CIBER of Infectious Diseases (CIBERINFEC), Madrid, Spain; Department of Internal Medicine, Infectious Diseases Unit, La Paz University Hospital, Hospital La Paz Institute for Health Research (IdiPAZ), Madrid, Spain
| | - Cristina Marcelo
- Department of Internal Medicine, Infectious Diseases Unit, La Paz University Hospital, Hospital La Paz Institute for Health Research (IdiPAZ), Madrid, Spain
| | - Lucía Gutiérrez-García
- HIV/AIDS and Infectious Diseases Research Group, Hospital La Paz Institute for Health Research (IdiPAZ), Madrid, Spain
| | - Patricia Martínez-Martín
- Department of Internal Medicine, Infectious Diseases Unit, La Paz University Hospital, Hospital La Paz Institute for Health Research (IdiPAZ), Madrid, Spain
| | - Cédrick Wallet
- University of Bordeaux, INSERM, Bordeaux Population Health Research Centre, CHU de Bordeaux, Bordeaux, France
| | - François Raffi
- Centre Hospitalier Universitaire de Nantes and CIC 1413 INSERM, Nantes, France
| | - Berta Rodés
- CIBER of Infectious Diseases (CIBERINFEC), Madrid, Spain; HIV/AIDS and Infectious Diseases Research Group, Hospital La Paz Institute for Health Research (IdiPAZ), Madrid, Spain.
| | - José R Arribas
- CIBER of Infectious Diseases (CIBERINFEC), Madrid, Spain; Department of Internal Medicine, Infectious Diseases Unit, La Paz University Hospital, Hospital La Paz Institute for Health Research (IdiPAZ), Madrid, Spain.
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8
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Huang H, Lv J, Huang Y, Mo Z, Xu H, Huang Y, Yang L, Wu Z, Li H, Qin Y. IFI27 is a potential therapeutic target for HIV infection. Ann Med 2022; 54:314-325. [PMID: 35068272 PMCID: PMC8786244 DOI: 10.1080/07853890.2021.1995624] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/01/2022] Open
Abstract
BACKGROUND Therapeutic studies against human immunodeficiency virus type 1 (HIV-1) infection have become one of the important works in global public health. METHODS Differential expression analysis was performed between HIV-positive (HIV+) and HIV-negative (HIV-) patients for GPL6947 and GPL10558 of GSE29429. Coexpression analysis of common genes with the same direction of differential expression identified modules. Module genes were subjected to enrichment analysis, Short Time-series Expression Miner (STEM) analysis, and PPI network analysis. The top 100 most connected genes in the PPI network were screened to construct the LASSO model, and AUC values were calculated to identify the key genes. Methylation modification of key genes were identified by the chAMP package. Differences in immune cell infiltration between HIV + and HIV- patients, as well as between antiretroviral therapy (ART) and HIV + patients, were calculated using ssGSEA. RESULTS We obtained 3610 common genes, clustered into nine coexpression modules. Module genes were significantly enriched in interferon signalling, helper T-cell immunity, and HIF-1-signalling pathways. We screened out module genes with gradual changes in expression with increasing time from HIV enrolment using STEM software. We identified 12 significant genes through LASSO regression analysis, especially proteasome 20S subunit beta 8 (PSMB8) and interferon alpha inducible protein 27 (IFI27). The expression of PSMB8 and IFI27 were then detected by quantitative real-time PCR. Interestingly, IFI27 was also a persistently dysregulated gene identified by STEM. In addition, 10 of the key genes were identified to be modified by methylation. The significantly infiltrated immune cells in HIV + patients were restored after ART, and IFI27 was significantly associated with immune cells. CONCLUSION The above results provided potential target genes for early diagnosis and treatment of HIV + patients. IFI27 may be associated with the progression of HIV infection and may be a powerful target for immunotherapy.
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Affiliation(s)
- Huijuan Huang
- Department of Infectious Diseases, Guiping People's Hospital, Guigping, Guangxi, China
| | - Jiannan Lv
- Department of Infectious Diseases, The Affiliated Nanning Infectious Disease Hospital of Guangxi Medical University and The Fourth People's Hospital of Nanning, Nanning, Guangxi, China
| | - Yonglun Huang
- Department of Ophthalmology and Otorhinolaryngology, Guiping People's Hospital, Guigping, Guangxi, China
| | - Zhiyi Mo
- Department of Physical Examination Center, Guiping People's Hospital, Guigping, Guangxi, China
| | - Haisheng Xu
- Department of Infectious Diseases, Guiping People's Hospital, Guigping, Guangxi, China
| | - Yiyang Huang
- Department of Infectious Diseases, Guiping People's Hospital, Guigping, Guangxi, China
| | - Linghui Yang
- Department of Burn and Plastic Surgery, The People's Hospital of Binyang County, Binyang, Guangxi, China
| | - Zhengqiu Wu
- Department of Burn and Plastic Surgery, The People's Hospital of Binyang County, Binyang, Guangxi, China
| | - Hongmian Li
- Research Center of Medical Sciences, The People's Hospital of Guangxi Zhuang Autonomous Region & Guangxi Academy of Medical Sciences, Nanning, Guangxi, China
| | - Yaqin Qin
- Department of Infectious Diseases, The Affiliated Nanning Infectious Disease Hospital of Guangxi Medical University and The Fourth People's Hospital of Nanning, Nanning, Guangxi, China
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9
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Davalos V, García-Prieto CA, Ferrer G, Aguilera-Albesa S, Valencia-Ramos J, Rodríguez-Palmero A, Ruiz M, Planas-Serra L, Jordan I, Alegría I, Flores-Pérez P, Cantarín V, Fumadó V, Viadero MT, Rodrigo C, Méndez-Hernández M, López-Granados E, Colobran R, Rivière JG, Soler-Palacín P, Pujol A, Esteller M. Epigenetic profiling linked to multisystem inflammatory syndrome in children (MIS-C): A multicenter, retrospective study. EClinicalMedicine 2022; 50:101515. [PMID: 35770252 PMCID: PMC9233426 DOI: 10.1016/j.eclinm.2022.101515] [Citation(s) in RCA: 12] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 05/05/2022] [Revised: 05/25/2022] [Accepted: 05/26/2022] [Indexed: 11/29/2022] Open
Abstract
BACKGROUND Most children and adolescents infected with the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) remain asymptomatic or develop a mild coronavirus disease 2019 (COVID-19) that usually does not require medical intervention. However, a small proportion of pediatric patients develop a severe clinical condition, multisystem inflammatory syndrome in children (MIS-C). The involvement of epigenetics in the control of the immune response and viral activity prompted us to carry out an epigenomic study to uncover target loci regulated by DNA methylation that could be altered upon the appearance of MIS-C. METHODS Peripheral blood samples were recruited from 43 confirmed MIS-C patients. 69 non-COVID-19 pediatric samples and 15 COVID-19 pediatric samples without MIS-C were used as controls. The cases in the two groups were mixed and divided into discovery (MIS-C = 29 and non-MIS-C = 56) and validation (MIS-C = 14 and non-MIS-C = 28) cohorts, and balanced for age, gender and ethnic background. We interrogated 850,000 CpG sites of the human genome for DNA methylation variants. FINDINGS The DNA methylation content of 33 CpG loci was linked with the presence of MIS-C. Of these sites, 18 (54.5%) were located in described genes. The top candidate gene was the immune T-cell mediator ZEB2; and others highly ranked candidates included the regulator of natural killer cell functional competence SH2D1B; VWA8, which contains a domain of the Von Willebrand factor A involved in the pediatric hemostasis disease; and human leukocyte antigen complex member HLA-DRB1; in addition to pro-inflammatory genes such as CUL2 and AIM2. The identified loci were used to construct a DNA methylation profile (EPIMISC) that was associated with MIS-C in both cohorts. The EPIMISC signature was also overrepresented in Kawasaki disease patients, a childhood pathology with a possible viral trigger, that shares many of the clinical features of MIS-C. INTERPRETATION We have characterized DNA methylation loci that are associated with MIS-C diagnosis. The identified genes are likely contributors to the characteristic exaggerated host inflammatory response observed in these patients. The described epigenetic signature could also provide new targets for more specific therapies for the disorder. FUNDING Unstoppable campaign of Josep Carreras Leukaemia Foundation, Fundació La Marató de TV3, Cellex Foundation and CERCA Programme/Generalitat de Catalunya.
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Affiliation(s)
- Veronica Davalos
- Josep Carreras Leukaemia Research Institute (IJC), Badalona, Barcelona, Catalonia, Spain
| | - Carlos A. García-Prieto
- Josep Carreras Leukaemia Research Institute (IJC), Badalona, Barcelona, Catalonia, Spain
- Life Sciences Department, Barcelona Supercomputing Center (BSC), Barcelona, Catalonia, Spain
| | - Gerardo Ferrer
- Josep Carreras Leukaemia Research Institute (IJC), Badalona, Barcelona, Catalonia, Spain
- Centro de Investigación Biomédica en Red de Cancer (CIBERONC), Spain
| | | | | | - Agustí Rodríguez-Palmero
- Neurometabolic Diseases Laboratory, Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet de Llobregat, Barcelona, Catalonia, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), Spain
- Germans Trias i Pujol Research Institute (IGTP), Universitat Autònoma de Barcelona (UAB), Badalona, Barcelona, Spain
| | - Montserrat Ruiz
- Neurometabolic Diseases Laboratory, Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet de Llobregat, Barcelona, Catalonia, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), Spain
| | - Laura Planas-Serra
- Neurometabolic Diseases Laboratory, Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet de Llobregat, Barcelona, Catalonia, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), Spain
| | - Iolanda Jordan
- Pediatric Critical Care Unit, Hospital Universitari Sant Joan de Deu, Barcelona, Catalonia, Spain
| | | | | | - Verónica Cantarín
- Pediatrics Department, Hospital Universitario Niño Jesús, Madrid, Spain
| | - Victoria Fumadó
- Unitat de Malalties Infeccioses i Importades, Servei de Pediatría, Infectious and Imported Diseases, Pediatric Unit, Hospital Universitari Sant Joan de Deú, Barcelona, Catalonia, Spain
| | - Maria Teresa Viadero
- Servicio de Pediatría del Hospital Universitario Marqués de Valdecilla, Santander, Spain
| | - Carlos Rodrigo
- Germans Trias i Pujol Research Institute (IGTP), Universitat Autònoma de Barcelona (UAB), Badalona, Barcelona, Spain
| | - Maria Méndez-Hernández
- Germans Trias i Pujol Research Institute (IGTP), Universitat Autònoma de Barcelona (UAB), Badalona, Barcelona, Spain
| | - Eduardo López-Granados
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), Spain
- Department of Immunology, La Paz University Hospital, Madrid, Spain; La Paz Institute of Biomedical Research, Madrid, Spain
| | - Roger Colobran
- Immunology Division, Department of Clinical and Molecular Genetics, Hospital Universitari Vall d'Hebron (HUVH), Vall d'Hebron Research Institute (VHIR), Universitat Autònoma de Barcelona, Barcelona, Catalonia, Spain
| | - Jacques G. Rivière
- Pediatric Infectious Diseases and Immunodeficiencies Unit, Hospital Universitari Vall d'Hebron (HUVH), Vall d'Hebron Research Institute (VHIR), Universitat Autònoma de Barcelona, Barcelona, Catalonia, Spain
| | - Pere Soler-Palacín
- Pediatric Infectious Diseases and Immunodeficiencies Unit, Hospital Universitari Vall d'Hebron (HUVH), Vall d'Hebron Research Institute (VHIR), Universitat Autònoma de Barcelona, Barcelona, Catalonia, Spain
| | - Aurora Pujol
- Neurometabolic Diseases Laboratory, Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet de Llobregat, Barcelona, Catalonia, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Raras (CIBERER), Spain
- Institució Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Catalonia, Spain
- Corresponding author at: Neurometabolic Diseases Laboratory, Bellvitge Biomedical Research Institute (IDIBELL), L'Hospitalet de Llobregat, 08908 Barcelona, Catalonia, Spain.
| | - Manel Esteller
- Josep Carreras Leukaemia Research Institute (IJC), Badalona, Barcelona, Catalonia, Spain
- Centro de Investigación Biomédica en Red de Cancer (CIBERONC), Spain
- Institució Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Catalonia, Spain
- Physiological Sciences Department, School of Medicine and Health Sciences, University of Barcelona (UB), Catalonia, Spain
- Corresponding author at: Josep Carreras Leukaemia Research Institute (IJC), Carretera de Can Ruti, Camí de les Escoles s/n, 08916 Badalona, Barcelona, Catalonia, Spain.
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De La Torre-Tarazona E, Ayala-Suárez R, Díez-Fuertes F, Alcamí J. Omic Technologies in HIV: Searching Transcriptional Signatures Involved in Long-Term Non-Progressor and HIV Controller Phenotypes. Front Immunol 2022; 13:926499. [PMID: 35844607 PMCID: PMC9284212 DOI: 10.3389/fimmu.2022.926499] [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: 04/22/2022] [Accepted: 05/31/2022] [Indexed: 11/13/2022] Open
Abstract
This article reviews the main discoveries achieved by transcriptomic approaches on HIV controller (HIC) and long-term non-progressor (LTNP) individuals, who are able to suppress HIV replication and maintain high CD4+ T cell levels, respectively, in the absence of antiretroviral therapy. Different studies using high throughput techniques have elucidated multifactorial causes implied in natural control of HIV infection. Genes related to IFN response, calcium metabolism, ribosome biogenesis, among others, are commonly differentially expressed in LTNP/HIC individuals. Additionally, pathways related with activation, survival, proliferation, apoptosis and inflammation, can be deregulated in these individuals. Likewise, recent transcriptomic studies include high-throughput sequencing in specific immune cell subpopulations, finding additional gene expression patterns associated to viral control and/or non-progression in immune cell subsets. Herein, we provide an overview of the main differentially expressed genes and biological routes commonly observed on immune cells involved in HIV infection from HIC and LTNP individuals, analyzing also different technical aspects that could affect the data analysis and the future perspectives and gaps to be addressed in this field.
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Affiliation(s)
- Erick De La Torre-Tarazona
- Acquired Immunodeficiency Syndrome (AIDS) Immunopathology Unit, National Center for Microbiology, Institute of Health Carlos III, Majadahonda, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Infecciosas, Instituto de Salud Carlos III (ISCIII), Madrid, Spain
| | - Rubén Ayala-Suárez
- Acquired Immunodeficiency Syndrome (AIDS) Immunopathology Unit, National Center for Microbiology, Institute of Health Carlos III, Majadahonda, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Infecciosas, Instituto de Salud Carlos III (ISCIII), Madrid, Spain
- Departamento de Biomedicina y Biotecnología, Universidad de Alcalá, Alcalá de Henares, Spain
| | - Francisco Díez-Fuertes
- Acquired Immunodeficiency Syndrome (AIDS) Immunopathology Unit, National Center for Microbiology, Institute of Health Carlos III, Majadahonda, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Infecciosas, Instituto de Salud Carlos III (ISCIII), Madrid, Spain
- *Correspondence: Francisco Díez-Fuertes,
| | - José Alcamí
- Acquired Immunodeficiency Syndrome (AIDS) Immunopathology Unit, National Center for Microbiology, Institute of Health Carlos III, Majadahonda, Spain
- Centro de Investigación Biomédica en Red de Enfermedades Infecciosas, Instituto de Salud Carlos III (ISCIII), Madrid, Spain
- Human Immunodeficiency Virus (HIV) Unit, Hospital Clínic de Barcelona, Barcelona, Spain
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11
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Huoman J, Sayyab S, Apostolou E, Karlsson L, Porcile L, Rizwan M, Sharma S, Das J, Rosén A, Lerm M. Epigenetic rewiring of pathways related to odour perception in immune cells exposed to SARS-CoV-2 in vivo and in vitro. Epigenetics 2022; 17:1875-1891. [PMID: 35758003 PMCID: PMC9665140 DOI: 10.1080/15592294.2022.2089471] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/29/2022] Open
Abstract
A majority of SARS-CoV-2 recoverees develop only mild-to-moderate symptoms, while some remain completely asymptomatic. Although viruses, including SARS-CoV-2, may evade host immune responses by epigenetic mechanisms including DNA methylation, little is known about whether these modifications are important in defence against and healthy recovery from COVID-19 in the host. To this end, epigenome-wide DNA methylation patterns from COVID-19 convalescents were compared to uninfected controls from before and after the pandemic. Peripheral blood mononuclear cell (PBMC) DNA was extracted from uninfected controls, COVID-19 convalescents, and symptom-free individuals with SARS-CoV-2-specific T cell-responses, as well as from PBMCs stimulated in vitro with SARS-CoV-2. Subsequently, the Illumina MethylationEPIC 850K array was performed, and statistical/bioinformatic analyses comprised differential DNA methylation, pathway over-representation, and module identification analyses. Differential DNA methylation patterns distinguished COVID-19 convalescents from uninfected controls, with similar results in an experimental SARS-CoV-2 infection model. A SARS-CoV-2-induced module was identified in vivo, comprising 66 genes of which six (TP53, INS, HSPA4, SP1, ESR1, and FAS) were present in corresponding in vitro analyses. Over-representation analyses revealed involvement in Wnt, muscarinic acetylcholine receptor signalling, and gonadotropin-releasing hormone receptor pathways. Furthermore, numerous differentially methylated and network genes from both settings interacted with the SARS-CoV-2 interactome. Altered DNA methylation patterns of COVID-19 convalescents suggest recovery from mild-to-moderate SARS-CoV-2 infection leaves longstanding epigenetic traces. Both in vitro and in vivo exposure caused epigenetic modulation of pathways thataffect odour perception. Future studies should determine whether this reflects host-induced protective antiviral defense or targeted viral hijacking to evade host defence.
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Affiliation(s)
- Johanna Huoman
- Division of Inflammation and Infection, Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden.,Department of Dermatology and Allergy, University Hospital Bonn, Bonn, Germany
| | - Shumaila Sayyab
- Division of Inflammation and Infection, Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden
| | - Eirini Apostolou
- Division of Cell Biology, Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden
| | - Lovisa Karlsson
- Division of Inflammation and Infection, Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden
| | - Lucas Porcile
- Division of Inflammation and Infection, Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden
| | - Muhammad Rizwan
- Division of Cell Biology, Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden
| | - Sumit Sharma
- Division of Molecular Medicine and Virology, Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden
| | - Jyotirmoy Das
- Division of Inflammation and Infection, Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden
| | - Anders Rosén
- Division of Cell Biology, Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden
| | - Maria Lerm
- Division of Inflammation and Infection, Department of Biomedical and Clinical Sciences, Linköping University, Linköping, Sweden
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12
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Oriol-Tordera B, Esteve-Codina A, Berdasco M, Rosás-Umbert M, Gonçalves E, Duran-Castells C, Català-Moll F, Llano A, Cedeño S, Puertas MC, Tolstrup M, Søgaard OS, Clotet B, Martínez-Picado J, Hanke T, Combadiere B, Paredes R, Hartigan-O'Connor D, Esteller M, Meulbroek M, Calle ML, Sanchez-Pla A, Moltó J, Mothe B, Brander C, Ruiz-Riol M. Epigenetic landscape in the kick-and-kill therapeutic vaccine BCN02 clinical trial is associated with antiretroviral treatment interruption (ATI) outcome. EBioMedicine 2022; 78:103956. [PMID: 35325780 PMCID: PMC8938861 DOI: 10.1016/j.ebiom.2022.103956] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/29/2021] [Revised: 03/07/2022] [Accepted: 03/07/2022] [Indexed: 11/26/2022] Open
Abstract
BACKGROUND The BCN02-trial combined therapeutic vaccination with a viral latency reversing agent (romidepsin, RMD) in HIV-1-infected individuals and included a monitored antiretroviral pause (MAP) as an efficacy read-out identifying individuals with an early or late (< or > 4weeks) viral-rebound. Integrated -omics analyses were applied prior treatment interruption to identify markers of virus control during MAP. METHODS PBMC, whole-genome DNA methylation and transcriptomics were assessed in 14 BCN02 participants, including 8 Early and 4 Late viral-rebound individuals. Chromatin state, histone marks and integration analysis (histone-3 acetylation (H3Ac), viral load, proviral levels and HIV-specific T cells responses) were included. REDUC-trial samples (n = 5) were included as a control group for RMD administration alone. FINDINGS DNA methylation imprints after receiving the complete intervention discriminated Early versus Late viral-rebound individuals before MAP. Also, differential chromatin accessibility and histone marks at DNA methylation level were detected. Importantly, the differential DNA methylation positions (DMPs) between Early and Late rebounders before MAP were strongly associated with viral load, proviral levels as well as the HIV-specific T-cell responses. Most of these DMPs were already present prior to the intervention and accentuated after RMD infusion. INTERPRETATION This study identifies host DNA methylation profiles and epigenetic cascades that are predictive of subsequent virus control in a kick-and-kill HIV cure strategy. FUNDING European Union Horizon 2020 Framework Programme for Research and Innovation under Grant Agreement N°681137-EAVI2020 and N°847943-MISTRAL, the Ministerio de Ciencia e Innovación (SAF2017_89726_R), and the National Institutes of Health-National Institute of Allergy and Infectious Diseases Program Grant P01-AI131568.
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Affiliation(s)
- Bruna Oriol-Tordera
- IrsiCaixa, AIDS Research Institute, Institute for Health Science Research Germans Trias i Pujol (IGTP), Hospital Germans Trias i Pujol, 2nd floor, Ctra del canyet s/n, Badalona, Barcelona 08916, Spain; Departament de Biologia Cel·lular, de Fisiologia i d'Immunologia, Universitat Autònoma de Barcelona, Av. de Can Domènech 737, Cerdanyola del Vallès, Barcelona 08193, Spain
| | - Anna Esteve-Codina
- Centro Nacional de Análisis Genómico (CNAG), Barcelona Science Park - Tower I, Carrer de Baldiri Reixac 4, Barcelona 08028, Spain; Universitat Pompeu Fabra (UPF), Plaça de la Mercè 10-12, Barcelona 08002, Spain
| | - María Berdasco
- Cancer Epigenetics and Biology Program (PEBC), Bellvitge Biomedical Research Institute, Vinguda de la Granvia de l'Hospitalet 199, L'Hospitalet de Llobregat, Barcelona 08907, Spain; Epigenetic Therapies Group, Experimental and Clinical Hematology Program (PHEC), Josep Carreras Leukaemia Research Institute, Ctra de Can Ruti - Camí de les Escoles, s/n, Badalona, Barcelona 08916, Spain
| | - Míriam Rosás-Umbert
- IrsiCaixa, AIDS Research Institute, Institute for Health Science Research Germans Trias i Pujol (IGTP), Hospital Germans Trias i Pujol, 2nd floor, Ctra del canyet s/n, Badalona, Barcelona 08916, Spain; Department of Clinical Medicine - Department of Infectious Disease, Aarhus University Hospital, Palle Juul-Jensens Boulevard 99, East Jutland, Aarhus 8200, Denmark
| | - Elena Gonçalves
- Centre d'Immunologie et des Maladies Infectieuses - Paris (Cimi-Paris), INSERM U1135, Sorbonne Université, Bd de l'Hôpital 91, Paris, Île de France 75013, France
| | - Clara Duran-Castells
- IrsiCaixa, AIDS Research Institute, Institute for Health Science Research Germans Trias i Pujol (IGTP), Hospital Germans Trias i Pujol, 2nd floor, Ctra del canyet s/n, Badalona, Barcelona 08916, Spain; Departament de Biologia Cel·lular, de Fisiologia i d'Immunologia, Universitat Autònoma de Barcelona, Av. de Can Domènech 737, Cerdanyola del Vallès, Barcelona 08193, Spain
| | - Francesc Català-Moll
- IrsiCaixa, AIDS Research Institute, Institute for Health Science Research Germans Trias i Pujol (IGTP), Hospital Germans Trias i Pujol, 2nd floor, Ctra del canyet s/n, Badalona, Barcelona 08916, Spain
| | - Anuska Llano
- IrsiCaixa, AIDS Research Institute, Institute for Health Science Research Germans Trias i Pujol (IGTP), Hospital Germans Trias i Pujol, 2nd floor, Ctra del canyet s/n, Badalona, Barcelona 08916, Spain
| | - Samandhy Cedeño
- IrsiCaixa, AIDS Research Institute, Institute for Health Science Research Germans Trias i Pujol (IGTP), Hospital Germans Trias i Pujol, 2nd floor, Ctra del canyet s/n, Badalona, Barcelona 08916, Spain
| | - Maria C Puertas
- IrsiCaixa, AIDS Research Institute, Institute for Health Science Research Germans Trias i Pujol (IGTP), Hospital Germans Trias i Pujol, 2nd floor, Ctra del canyet s/n, Badalona, Barcelona 08916, Spain; CIBERINFEC, Madrid, Spain
| | - Martin Tolstrup
- Department of Clinical Medicine - Department of Infectious Disease, Aarhus University Hospital, Palle Juul-Jensens Boulevard 99, East Jutland, Aarhus 8200, Denmark
| | - Ole S Søgaard
- Department of Clinical Medicine - Department of Infectious Disease, Aarhus University Hospital, Palle Juul-Jensens Boulevard 99, East Jutland, Aarhus 8200, Denmark
| | - Bonaventura Clotet
- IrsiCaixa, AIDS Research Institute, Institute for Health Science Research Germans Trias i Pujol (IGTP), Hospital Germans Trias i Pujol, 2nd floor, Ctra del canyet s/n, Badalona, Barcelona 08916, Spain; CIBERINFEC, Madrid, Spain; Fundació Lluita contra la Sida, Infectious Diseases Department, Hospital Universitari Germans Trias i Pujol, Ctra del Canyet s/n, Badalona, Barcelona 08916, Spain; Centre for Health and Social Care Research (CESS), Faculty of Medicine, University of Vic - Central University of Catalonia (UVic - UCC), Carrer Miquel Martí i Pol, 1, Vic, Barcelona 08500, Spain
| | - Javier Martínez-Picado
- IrsiCaixa, AIDS Research Institute, Institute for Health Science Research Germans Trias i Pujol (IGTP), Hospital Germans Trias i Pujol, 2nd floor, Ctra del canyet s/n, Badalona, Barcelona 08916, Spain; CIBERINFEC, Madrid, Spain; Centre for Health and Social Care Research (CESS), Faculty of Medicine, University of Vic - Central University of Catalonia (UVic - UCC), Carrer Miquel Martí i Pol, 1, Vic, Barcelona 08500, Spain; Institució Catalana de Recerca i Estudis Avançats (ICREA), Passeig de Lluís Companys, 23, Barcelona 08010, Spain
| | - Tomáš Hanke
- The Jenner Institute, University of Oxford, Old Road Campus Research Build, Roosevelt Dr, Headington, Oxford, Oxfordshire OX3 7DQ, UK; Joint Research Center for Human Retrovirus Infection, Kumamoto University, Honjo 2-2-1, Kumamoto City, Chuo-ku 860-0811, Japan
| | - Behazine Combadiere
- Centre d'Immunologie et des Maladies Infectieuses - Paris (Cimi-Paris), INSERM U1135, Sorbonne Université, Bd de l'Hôpital 91, Paris, Île de France 75013, France
| | - Roger Paredes
- IrsiCaixa, AIDS Research Institute, Institute for Health Science Research Germans Trias i Pujol (IGTP), Hospital Germans Trias i Pujol, 2nd floor, Ctra del canyet s/n, Badalona, Barcelona 08916, Spain; CIBERINFEC, Madrid, Spain; Fundació Lluita contra la Sida, Infectious Diseases Department, Hospital Universitari Germans Trias i Pujol, Ctra del Canyet s/n, Badalona, Barcelona 08916, Spain; Centre for Health and Social Care Research (CESS), Faculty of Medicine, University of Vic - Central University of Catalonia (UVic - UCC), Carrer Miquel Martí i Pol, 1, Vic, Barcelona 08500, Spain
| | - Dennis Hartigan-O'Connor
- Department of Medical Microbiology and Immunology, University of California, Veterinary Medicine 3A, Davis, CA 95616, USA; Division of Experimental Medicine, UC Davis School of Medicine, 4610 X Street, Sacramento, CA 95817, USA
| | - Manel Esteller
- Institució Catalana de Recerca i Estudis Avançats (ICREA), Passeig de Lluís Companys, 23, Barcelona 08010, Spain; Cancer and Leukemia Epigenetics and Biology Program (PEBCL), Josep Carreras Leukaemia Research Institute, Ctra de Can Ruti - Camí de les Escoles, s/n, Badalona, Barcelona 08916, Spain; Centro de Investigacion Biomedica en Red Cancer (CIBERONC), Av. Monforte de Lemos 3-5. Pabellón 11. Planta 0, Madrid 28029, Spain; Department of Physiological Sciences II, School of Medicine, University of Barcelona, Feixa Llarga, s/n, L'Hospitalet de Llobregat, Barcelona 08907, Spain
| | - Michael Meulbroek
- Projecte dels NOMS-Hispanosida, BCN Checkpoint, Carrer del Comte Borrell, 164-166, Barcelona 08015, Spain
| | - María Luz Calle
- Biosciences Department, Faculty of Sciences and Technology, University of Vic-Central University of Catalonia, Carrer de la Laura 13 - Torre dels Frares, Vic, Barcelona 08500, Spain
| | - Alex Sanchez-Pla
- Statistics Department, Biology Faculty, University of Barcelona, Diagonal 643, Barcelona 08028, Spain; Statistics and Bioinformatics Unit Vall d'Hebron Institut de Recerca (VHIR), Passeig de la Vall d'Hebron, 129, Barcelona 08035, Spain
| | - José Moltó
- CIBERINFEC, Madrid, Spain; Fundació Lluita contra la Sida, Infectious Diseases Department, Hospital Universitari Germans Trias i Pujol, Ctra del Canyet s/n, Badalona, Barcelona 08916, Spain
| | - Beatriz Mothe
- IrsiCaixa, AIDS Research Institute, Institute for Health Science Research Germans Trias i Pujol (IGTP), Hospital Germans Trias i Pujol, 2nd floor, Ctra del canyet s/n, Badalona, Barcelona 08916, Spain; CIBERINFEC, Madrid, Spain; Fundació Lluita contra la Sida, Infectious Diseases Department, Hospital Universitari Germans Trias i Pujol, Ctra del Canyet s/n, Badalona, Barcelona 08916, Spain; Centre for Health and Social Care Research (CESS), Faculty of Medicine, University of Vic - Central University of Catalonia (UVic - UCC), Carrer Miquel Martí i Pol, 1, Vic, Barcelona 08500, Spain
| | - Christian Brander
- IrsiCaixa, AIDS Research Institute, Institute for Health Science Research Germans Trias i Pujol (IGTP), Hospital Germans Trias i Pujol, 2nd floor, Ctra del canyet s/n, Badalona, Barcelona 08916, Spain; Centre for Health and Social Care Research (CESS), Faculty of Medicine, University of Vic - Central University of Catalonia (UVic - UCC), Carrer Miquel Martí i Pol, 1, Vic, Barcelona 08500, Spain; Institució Catalana de Recerca i Estudis Avançats (ICREA), Passeig de Lluís Companys, 23, Barcelona 08010, Spain
| | - Marta Ruiz-Riol
- IrsiCaixa, AIDS Research Institute, Institute for Health Science Research Germans Trias i Pujol (IGTP), Hospital Germans Trias i Pujol, 2nd floor, Ctra del canyet s/n, Badalona, Barcelona 08916, Spain; CIBERINFEC, Madrid, Spain.
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13
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Wang X, Shen X, Chen S, Liu H, Hong N, Zhong H, Chen X, Jin W. Reinvestigation of Classic T Cell Subsets and Identification of Novel Cell Subpopulations by Single-Cell RNA Sequencing. JOURNAL OF IMMUNOLOGY (BALTIMORE, MD. : 1950) 2022; 208:396-406. [PMID: 34911770 DOI: 10.4049/jimmunol.2100581] [Citation(s) in RCA: 37] [Impact Index Per Article: 12.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Received: 06/16/2021] [Accepted: 11/02/2021] [Indexed: 11/19/2022]
Abstract
Classic T cell subsets are defined by a small set of cell surface markers, while single-cell RNA sequencing (scRNA-seq) clusters cells using genome-wide gene expression profiles. The relationship between scRNA-seq clustered populations (scCPops) and cell surface marker-defined classic T cell subsets remains unclear. In this article, we integrated six bead-enriched T cell subsets with 62,235 single-cell transcriptomes from human PBMCs and clustered them into nine scCPops. Bead-enriched CD4+/CD45RA+/CD25- naive T and CD8+/CD45RA+ naive T cells were mainly clustered into their scCPop counterparts, while cells from the other T cell subsets were assigned to multiple scCPops, including mucosal-associated invariant T cells and NKT cells. The multiple T cell subsets forming one scCPop exhibit similar expression patterns, but not vice versa, indicating scCPop is a more homogeneous cell population with similar cell states. Interestingly, we discovered and named IFN signaling-associated gene (ISAG) high T (ISAGhi T) cells, a T cell subpopulation that highly expressed ISAGs. We further enriched ISAGhi T cells from human PBMCs by FACS of BST2 for scRNA-seq analyses. The ISAGhi T cell cluster disappeared on t-distributed stochastic neighbor embedding plot after removing ISAGs, whereas the ISAGhi T cell cluster showed up by analysis of ISAGs alone, indicating ISAGs are the major contributor of the ISAGhi T cell cluster. BST2+ and BST2- T cells showing different efficiencies of T cell activation indicate that a high level of ISAGs may contribute to quick immune responses.
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Affiliation(s)
- Xuefei Wang
- Shenzhen Key Laboratory of Gene Regulation and Systems Biology, School of Life Sciences, Southern University of Science and Technology, Shenzhen, China
| | - Xiangru Shen
- Shenzhen Key Laboratory of Gene Regulation and Systems Biology, School of Life Sciences, Southern University of Science and Technology, Shenzhen, China
| | - Shan Chen
- Shenzhen Key Laboratory of Gene Regulation and Systems Biology, School of Life Sciences, Southern University of Science and Technology, Shenzhen, China
| | - Hongyi Liu
- Shenzhen Key Laboratory of Gene Regulation and Systems Biology, School of Life Sciences, Southern University of Science and Technology, Shenzhen, China
| | - Ni Hong
- Shenzhen Key Laboratory of Gene Regulation and Systems Biology, School of Life Sciences, Southern University of Science and Technology, Shenzhen, China
| | - Hanbing Zhong
- Shenzhen Key Laboratory of Gene Regulation and Systems Biology, School of Life Sciences, Southern University of Science and Technology, Shenzhen, China
| | - Xi Chen
- Shenzhen Key Laboratory of Gene Regulation and Systems Biology, School of Life Sciences, Southern University of Science and Technology, Shenzhen, China
| | - Wenfei Jin
- Shenzhen Key Laboratory of Gene Regulation and Systems Biology, School of Life Sciences, Southern University of Science and Technology, Shenzhen, China
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14
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Titanji BK, Gwinn M, Marconi VC, Sun YV. Epigenome-wide epidemiologic studies of human immunodeficiency virus infection, treatment, and disease progression. Clin Epigenetics 2022; 14:8. [PMID: 35016709 PMCID: PMC8750639 DOI: 10.1186/s13148-022-01230-w] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/11/2021] [Accepted: 01/06/2022] [Indexed: 12/12/2022] Open
Abstract
Despite significant advances in the treatment and care of people with HIV (PWH), several challenges remain in our understanding of disease pathogenesis to improve patient care. HIV infection can modify the host epigenome and as such can impact disease progression, as well as the molecular processes driving non-AIDS comorbidities in PWH. Epigenetic epidemiologic studies including epigenome-wide association studies (EWAS) offer a unique set of tools to expand our understanding of HIV disease and to identify novel strategies applicable to treatment and diagnosis in this patient population. In this review, we summarize the current state of knowledge from epigenetic epidemiologic studies of PWH, identify the main challenges of this approach, and highlight future directions for the field. Emerging epigenetic epidemiologic studies of PWH can expand our understanding of HIV infection and health outcomes, improve scientific validity through collaboration and replication, and increase the coverage of diverse populations affected by the global HIV pandemic. Through this review, we hope to highlight the potential of EWAS as a tool for HIV research and to engage more investigators to explore its application to important research questions.
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Affiliation(s)
- Boghuma K Titanji
- Division of Infectious Diseases, Emory University School of Medicine, Atlanta, GA, USA
| | - Marta Gwinn
- Department of Epidemiology, Rollins School of Public Health, Emory University, 1518 Clifton Road NE #3049, Atlanta, GA, 30322, USA
| | - Vincent C Marconi
- Division of Infectious Diseases, Emory University School of Medicine, Atlanta, GA, USA.,Atlanta Veterans Affairs Health Care System, Decatur, GA, USA.,Hubert Department of Global Health, Rollins School of Public Health, Atlanta, GA, USA.,Emory Vaccine Center, Yerkes National Primate Research Center, Emory University, Atlanta, GA, USA
| | - Yan V Sun
- Department of Epidemiology, Rollins School of Public Health, Emory University, 1518 Clifton Road NE #3049, Atlanta, GA, 30322, USA. .,Atlanta Veterans Affairs Health Care System, Decatur, GA, USA.
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15
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Arumugam T, Ramphal U, Adimulam T, Chinniah R, Ramsuran V. Deciphering DNA Methylation in HIV Infection. Front Immunol 2021; 12:795121. [PMID: 34925380 PMCID: PMC8674454 DOI: 10.3389/fimmu.2021.795121] [Citation(s) in RCA: 4] [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: 10/14/2021] [Accepted: 11/17/2021] [Indexed: 12/13/2022] Open
Abstract
With approximately 38 million people living with HIV/AIDS globally, and a further 1.5 million new global infections per year, it is imperative that we advance our understanding of all factors contributing to HIV infection. While most studies have focused on the influence of host genetic factors on HIV pathogenesis, epigenetic factors are gaining attention. Epigenetics involves alterations in gene expression without altering the DNA sequence. DNA methylation is a critical epigenetic mechanism that influences both viral and host factors. This review has five focal points, which examines (i) fluctuations in the expression of methylation modifying factors upon HIV infection (ii) the effect of DNA methylation on HIV viral genes and (iii) host genome (iv) inferences from other infectious and non-communicable diseases, we provide a list of HIV-associated host genes that are regulated by methylation in other disease models (v) the potential of DNA methylation as an epi-therapeutic strategy and biomarker. DNA methylation has also been shown to serve as a robust therapeutic strategy and precision medicine biomarker against diseases such as cancer and autoimmune conditions. Despite new drugs being discovered for HIV, drug resistance is a problem in high disease burden settings such as Sub-Saharan Africa. Furthermore, genetic therapies that are under investigation are irreversible and may have off target effects. Alternative therapies that are nongenetic are essential. In this review, we discuss the potential role of DNA methylation as a novel therapeutic intervention against HIV.
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Affiliation(s)
- Thilona Arumugam
- School of Laboratory Medicine and Medical Sciences, College of Health Sciences, University of KwaZulu-Natal, Durban, South Africa
| | - Upasana Ramphal
- School of Laboratory Medicine and Medical Sciences, College of Health Sciences, University of KwaZulu-Natal, Durban, South Africa
- Centre for the AIDS Programme of Research in South Africa (CAPRISA), University of KwaZulu-Natal, Durban, South Africa
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), School of Laboratory Medicine & Medical Sciences, University of KwaZulu-Natal, Durban, South Africa
| | - Theolan Adimulam
- School of Laboratory Medicine and Medical Sciences, College of Health Sciences, University of KwaZulu-Natal, Durban, South Africa
| | - Romona Chinniah
- School of Laboratory Medicine and Medical Sciences, College of Health Sciences, University of KwaZulu-Natal, Durban, South Africa
| | - Veron Ramsuran
- School of Laboratory Medicine and Medical Sciences, College of Health Sciences, University of KwaZulu-Natal, Durban, South Africa
- Centre for the AIDS Programme of Research in South Africa (CAPRISA), University of KwaZulu-Natal, Durban, South Africa
- KwaZulu-Natal Research Innovation and Sequencing Platform (KRISP), School of Laboratory Medicine & Medical Sciences, University of KwaZulu-Natal, Durban, South Africa
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16
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Mantovani N, Defelicibus A, da Silva IT, Cicero MF, Santana LC, Arnold R, de Castro DF, Duro RLS, Nishiyama-Jr MY, Junqueira-de-Azevedo ILM, da Silva BCM, da Silva Duarte AJ, Casseb J, de Barros Tenore S, Hunter J, Diaz RS, Komninakis SCV. Latency-associated DNA methylation patterns among HIV-1 infected individuals with distinct disease progression courses or antiretroviral virologic response. Sci Rep 2021; 11:22993. [PMID: 34837007 PMCID: PMC8626465 DOI: 10.1038/s41598-021-02463-0] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2021] [Accepted: 11/10/2021] [Indexed: 11/09/2022] Open
Abstract
DNA methylation is one of the epigenetic modifications that configures gene transcription programs. This study describes the DNA methylation profile of HIV-infected individuals with distinct characteristics related to natural and artificial viremia control. Sheared DNA from circulating mononuclear cells was subjected to target enrichment bisulfite sequencing designed to cover CpG-rich genomic regions. Gene expression was assessed through RNA-seq. Hypermethylation in virologic responders was highly distributed closer to Transcription Start Sites (p-value = 0.03). Hyper and hypomethylation levels within TSS adjacencies varied according to disease progression status (Kruskal-Wallis, p < 0.001), and specific differentially methylated regions associated genes were identified for each group. The lower the promoter methylation, the higher the gene expression in subjects undergoing virologic failure (R = - 0.82, p = 0.00068). Among the inversely correlated genes, those supporting glycolysis and its related pathways were hypomethylated and up-regulated in virologic failures. Disease progression heterogeneity was associated with distinct DNA methylation patterns in terms of rates and distribution. Methylation was associated with the expression of genes sustaining intracellular glucose metabolism in subjects undergoing antiretroviral virologic failure. Our findings highlight that DNA methylation is associated with latency, disease progression, and fundamental cellular processes.
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Affiliation(s)
- Nathalia Mantovani
- Retrovirology Laboratory, Infectious Diseases Division, Federal University of São Paulo (UNIFESP), Rua Pedro de Toledo 669, Vila Clementino, Sao Paulo, SP, 04039-032, Brazil.
| | - Alexandre Defelicibus
- Laboratory of Bioinformatics and Computational Biology, A.C. Camargo Cancer Center, Rua Taguá, 440, São Paulo, SP, 01508-010, Brazil
| | - Israel Tojal da Silva
- Laboratory of Bioinformatics and Computational Biology, A.C. Camargo Cancer Center, Rua Taguá, 440, São Paulo, SP, 01508-010, Brazil
| | - Maira Ferreira Cicero
- Retrovirology Laboratory, Infectious Diseases Division, Federal University of São Paulo (UNIFESP), Rua Pedro de Toledo 669, Vila Clementino, Sao Paulo, SP, 04039-032, Brazil
| | - Luiz Claudio Santana
- Retrovirology Laboratory, Infectious Diseases Division, Federal University of São Paulo (UNIFESP), Rua Pedro de Toledo 669, Vila Clementino, Sao Paulo, SP, 04039-032, Brazil
| | - Rafael Arnold
- Retrovirology Laboratory, Infectious Diseases Division, Federal University of São Paulo (UNIFESP), Rua Pedro de Toledo 669, Vila Clementino, Sao Paulo, SP, 04039-032, Brazil
| | - Daniela Funayama de Castro
- Retrovirology Laboratory, Infectious Diseases Division, Federal University of São Paulo (UNIFESP), Rua Pedro de Toledo 669, Vila Clementino, Sao Paulo, SP, 04039-032, Brazil
| | - Rodrigo Lopes Sanz Duro
- Retrovirology Laboratory, Infectious Diseases Division, Federal University of São Paulo (UNIFESP), Rua Pedro de Toledo 669, Vila Clementino, Sao Paulo, SP, 04039-032, Brazil
| | - Milton Yutaka Nishiyama-Jr
- Laboratório de Toxinologia Aplicada, Instituto Butantan, Avenida Vital Brasil, 1500, São Paulo, SP, 05503-900, Brazil
| | | | - Bosco Christiano Maciel da Silva
- Laboratório de Investigação Médica 56 (LIM/56), Faculdade de Medicina FMUSP, Universidade de São Paulo, Avenida Dr. Enéas Carvalho de Aguiar, 470, São Paulo, SP, 05403-000, Brazil
| | - Alberto José da Silva Duarte
- Laboratório de Investigação Médica 56 (LIM/56), Faculdade de Medicina FMUSP, Universidade de São Paulo, Avenida Dr. Enéas Carvalho de Aguiar, 470, São Paulo, SP, 05403-000, Brazil
| | - Jorge Casseb
- Laboratório de Investigação Médica 56 (LIM/56), Faculdade de Medicina FMUSP, Universidade de São Paulo, Avenida Dr. Enéas Carvalho de Aguiar, 470, São Paulo, SP, 05403-000, Brazil
| | - Simone de Barros Tenore
- Retrovirology Laboratory, Infectious Diseases Division, Federal University of São Paulo (UNIFESP), Rua Pedro de Toledo 669, Vila Clementino, Sao Paulo, SP, 04039-032, Brazil
| | - James Hunter
- Retrovirology Laboratory, Infectious Diseases Division, Federal University of São Paulo (UNIFESP), Rua Pedro de Toledo 669, Vila Clementino, Sao Paulo, SP, 04039-032, Brazil
| | - Ricardo Sobhie Diaz
- Retrovirology Laboratory, Infectious Diseases Division, Federal University of São Paulo (UNIFESP), Rua Pedro de Toledo 669, Vila Clementino, Sao Paulo, SP, 04039-032, Brazil
| | - Shirley Cavalcante Vasconcelos Komninakis
- Retrovirology Laboratory, Infectious Diseases Division, Federal University of São Paulo (UNIFESP), Rua Pedro de Toledo 669, Vila Clementino, Sao Paulo, SP, 04039-032, Brazil
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17
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Corley MJ, Pang APS, Rasmussen TA, Tolstrup M, Søgaard OS, Ndhlovu LC. Candidate host epigenetic marks predictive for HIV reservoir size, responsiveness to latency reversal, and viral rebound. AIDS 2021; 35:2269-2279. [PMID: 34482353 PMCID: PMC8563431 DOI: 10.1097/qad.0000000000003065] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/26/2022]
Abstract
OBJECTIVE This study aimed to identify candidate host epigenetic biomarkers predicting latency reversal agents (LRA) efficacy and HIV-1 rebound kinetics during analytical treatment interruption (ATI). DESIGN Retrospective longitudinal epigenetic profiling study from 13 people with HIV (PWH) on virologically suppressive antiretroviral therapy (ART) that participated in a LRA (HDAC inhibitor) clinical trial (NCT01680094) and a subsequent optional ATI to monitor for viral recrudescence after ART cessation. METHODS Genome-wide DNA methylation (DNAm) in purified CD4+ T cells was measured at single-nucleotide resolution using the Infinium MethylationEPIC array. HIV-1 DNA and RNA measures were previously assessed by PCR-based methods and the association of DNAm levels at regulatory sites of the human genome were examined with reservoir size, responsiveness to LRA, and time to viral rebound following ATI. RESULTS A distinct set of 15 candidate DNAm sites in purified CD4+ T cells at baseline pre-LRA and pre-ATI significantly correlated with time to viral rebound. Eight of these DNAm sites occurred in genes linked to HIV-1 replication dynamics including (SEPSECS, cg19113954), (MALT1, cg15968021), (CPT1C, cg14318858), (CRTAM, cg10977115), (B4GALNT4, cg04663285), (IL10, cg16284789), (TFPI2, cg19645693), and (LIFR, cg26437306); with the remaining sites at intergenic regions containing regulatory elements. Moreover, baseline DNAm states related to total HIV-1 DNA levels and the fold change in unspliced cell-associated HIV RNA following LRA treatment. CONCLUSION Preexisting host epigenetic states may determine HIV-1 rebound kinetics and reservoir maintenance. These findings suggest integrating a suite of DNA methylation markers to improve optimal participant selection and drug regimen in future HIV cure clinical trials.
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Affiliation(s)
- Michael J. Corley
- Department of Medicine, Division of Infectious Diseases, Weill Cornell Medicine, New York City, New York, USA
| | - Alina PS Pang
- Department of Medicine, Division of Infectious Diseases, Weill Cornell Medicine, New York City, New York, USA
| | - Thomas A. Rasmussen
- The Peter Doherty Institute for Infection and Immunity, The University of Melbourne and Royal Melbourne Hospital, Melbourne, VIC 3000, Australia
- Department of Infectious Diseases, Aarhus University Hospital, Aarhus, Denmark
| | - Martin Tolstrup
- Department of Infectious Diseases, Aarhus University Hospital, Aarhus, Denmark
| | - Ole S. Søgaard
- Department of Infectious Diseases, Aarhus University Hospital, Aarhus, Denmark
- Department of Clinical Medicine, Aarhus University, Aarhus, Denmark
| | - Lishomwa C. Ndhlovu
- Department of Medicine, Division of Infectious Diseases, Weill Cornell Medicine, New York City, New York, USA
- Department of Tropical Medicine, John A. Burns School of Medicine, University of Hawaii, Honolulu, Hawaii
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18
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Rojas M, Luz-Crawford P, Soto-Rifo R, Reyes-Cerpa S, Toro-Ascuy D. The Landscape of IFN/ISG Signaling in HIV-1-Infected Macrophages and Its Possible Role in the HIV-1 Latency. Cells 2021; 10:2378. [PMID: 34572027 PMCID: PMC8467246 DOI: 10.3390/cells10092378] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2021] [Revised: 07/08/2021] [Accepted: 07/13/2021] [Indexed: 12/15/2022] Open
Abstract
A key characteristic of Human immunodeficiency virus type 1 (HIV-1) infection is the generation of latent viral reservoirs, which have been associated with chronic immune activation and sustained inflammation. Macrophages play a protagonist role in this context since they are persistently infected while being a major effector of the innate immune response through the generation of type-I interferons (type I IFN) and IFN-stimulated genes (ISGs). The balance in the IFN signaling and the ISG induction is critical to promote a successful HIV-1 infection. Classically, the IFNs response is fine-tuned by opposing promotive and suppressive signals. In this context, it was described that HIV-1-infected macrophages can also synthesize some antiviral effector ISGs and, positive and negative regulators of the IFN/ISG signaling. Recently, epitranscriptomic regulatory mechanisms were described, being the N6-methylation (m6A) modification on mRNAs one of the most relevant. The epitranscriptomic regulation can affect not only IFN/ISG signaling, but also type I IFN expression, and viral fitness through modifications to HIV-1 RNA. Thus, the establishment of replication-competent latent HIV-1 infected macrophages may be due to non-classical mechanisms of type I IFN that modulate the activation of the IFN/ISG signaling network.
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Affiliation(s)
- Masyelly Rojas
- Facultad de Ciencias de la Salud, Instituto de Ciencias Biomédicas, Universidad Autónoma de Chile, Santiago 8910060, Chile;
- Centro de Investigación e Innovación Biomédica, Facultad de Medicina, Universidad de los Andes, Santiago 7620001, Chile;
| | - Patricia Luz-Crawford
- Centro de Investigación e Innovación Biomédica, Facultad de Medicina, Universidad de los Andes, Santiago 7620001, Chile;
| | - Ricardo Soto-Rifo
- Molecular and Cellular Virology Laboratory, Virology Program, Faculty of Medicine, Institute of Biomedical Sciences, Universidad of Chile, Santiago 8389100, Chile;
| | - Sebastián Reyes-Cerpa
- Centro de Genómica y Bioinformática, Facultad de Ciencias, Universidad Mayor, Santiago 8580745, Chile
- Escuela de Biotecnología, Facultad de Ciencias, Universidad Mayor, Santiago 8580745, Chile
| | - Daniela Toro-Ascuy
- Facultad de Ciencias de la Salud, Instituto de Ciencias Biomédicas, Universidad Autónoma de Chile, Santiago 8910060, Chile;
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19
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Tan A, Doig CL. NAD + Degrading Enzymes, Evidence for Roles During Infection. Front Mol Biosci 2021; 8:697359. [PMID: 34485381 PMCID: PMC8415550 DOI: 10.3389/fmolb.2021.697359] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2021] [Accepted: 08/06/2021] [Indexed: 12/13/2022] Open
Abstract
Declines in cellular nicotinamide adenine dinucleotide (NAD) contribute to metabolic dysfunction, increase susceptibility to disease, and occur as a result of pathogenic infection. The enzymatic cleavage of NAD+ transfers ADP-ribose (ADPr) to substrate proteins generating mono-ADP-ribose (MAR), poly-ADP-ribose (PAR) or O-acetyl-ADP-ribose (OAADPr). These important post-translational modifications have roles in both immune response activation and the advancement of infection. In particular, emergent data show viral infection stimulates activation of poly (ADP-ribose) polymerase (PARP) mediated NAD+ depletion and stimulates hydrolysis of existing ADP-ribosylation modifications. These studies are important for us to better understand the value of NAD+ maintenance upon the biology of infection. This review focuses specifically upon the NAD+ utilising enzymes, discusses existing knowledge surrounding their roles in infection, their NAD+ depletion capability and their influence within pathogenic infection.
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Affiliation(s)
- Arnold Tan
- Interdisciplinary Science and Technology Centre, Department of Biosciences, School of Science and Technology, Nottingham Trent University, Nottingham, United Kingdom
| | - Craig L Doig
- Interdisciplinary Science and Technology Centre, Department of Biosciences, School of Science and Technology, Nottingham Trent University, Nottingham, United Kingdom
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20
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Abstract
PURPOSE OF REVIEW In this special issue on human immunodeficiency (HIV) cure, we review the role of therapeutic immunization in strategies aimed to eliminate HIV-infected cells and/or mediate sustained control of viral replication in the absence of antiretroviral treatment. RECENT FINDINGS Recent data emerging from studies in simian immunodeficiency virus macaque models using broadly neutralizing antibodies, given alone or in combination with other immunomodulatory agents, as well as data from human clinical studies with novel therapeutic vaccines are showing encouraging results indicating that achieving viral remission or at least partial viral control of HIV without antiretroviral therapy is feasible. SUMMARY Although it remains unclear whether current strategies will be able to awaken a sufficient large fraction of the viral reservoir and/or vaccine-boosted immunity will induce effective, long-lasting viral suppression in chronically infected HIV population, emerging results establish cure strategies that can be further improved upon.
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Affiliation(s)
- Beatriz Mothe
- Fundació Lluita Contra La Sida, Infectious Diseases Department
- IrsiCaixa AIDS Research Institute, Hospital Universitari Germans Trias I Pujol
- Centre for Health and Social Care Research (CESS), Faculty of Medicine. University of Vic - Central University of Catalonia (UVic - UCC)
| | - Christian Brander
- IrsiCaixa AIDS Research Institute, Hospital Universitari Germans Trias I Pujol
- Centre for Health and Social Care Research (CESS), Faculty of Medicine. University of Vic - Central University of Catalonia (UVic - UCC)
- ICREA
- AELIX Therapeutics, Barcelona, Spain
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21
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Corley MJ, Sacdalan C, Pang APS, Chomchey N, Ratnaratorn N, Valcour V, Kroon E, Cho KS, Belden AC, Colby D, Robb M, Hsu D, Spudich S, Paul R, Vasan S, Ndhlovu LC. Abrupt and altered cell-type specific DNA methylation profiles in blood during acute HIV infection persists despite prompt initiation of ART. PLoS Pathog 2021; 17:e1009785. [PMID: 34388205 PMCID: PMC8386872 DOI: 10.1371/journal.ppat.1009785] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/22/2021] [Revised: 08/25/2021] [Accepted: 07/06/2021] [Indexed: 02/06/2023] Open
Abstract
HIV-1 disrupts the host epigenetic landscape with consequences for disease pathogenesis, viral persistence, and HIV-associated comorbidities. Here, we examined how soon after infection HIV-associated epigenetic changes may occur in blood and whether early initiation of antiretroviral therapy (ART) impacts epigenetic modifications. We profiled longitudinal genome-wide DNA methylation in monocytes and CD4+ T lymphocytes from 22 participants in the RV254/SEARCH010 acute HIV infection (AHI) cohort that diagnoses infection within weeks after estimated exposure and immediately initiates ART. We identified monocytes harbored 22,697 differentially methylated CpGs associated with AHI compared to 294 in CD4+ T lymphocytes. ART minimally restored less than 1% of these changes in monocytes and had no effect upon T cells. Monocyte DNA methylation patterns associated with viral load, CD4 count, CD4/CD8 ratio, and longitudinal clinical phenotypes. Our findings suggest HIV-1 rapidly embeds an epigenetic memory not mitigated by ART and support determining epigenetic signatures in precision HIV medicine. Trial Registration:NCT00782808 and NCT00796146. The epigenetic marker, DNA methylation, plays a key role regulating the immune system during host-pathogen interactions. Using cell-type specific DNA methylation profiling, we explored whether epigenetic changes occurred soon after HIV infection and following early treatment with anti-HIV drugs. Acute infection was associated with early DNA methylation changes in purified monocytes and CD4+ T cells isolated from blood. In monocytes, rapid anti-HIV treatment minimally restored DNA methylation changes associated with infection and unexpectedly had no impact in CD4+ T cells. DNA methylation patterns before treatment informed long term clinical outcomes including CD4+ T cell counts and favorable clinical phenotypes. These findings identify candidates for consideration in epigenome editing approaches in HIV prevention, treatment, and cure strategies.
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Affiliation(s)
- Michael J. Corley
- Department of Medicine, Division of Infectious Diseases, Weill Cornell Medicine; New York, New York, United States of America
| | - Carlo Sacdalan
- Institute of HIV Research and Innovation; Bangkok, Thailand
- SEARCH, South East Asia Research Collaboration in HIV; Bangkok, Thailand
| | - Alina P. S. Pang
- Department of Medicine, Division of Infectious Diseases, Weill Cornell Medicine; New York, New York, United States of America
| | - Nitiya Chomchey
- Institute of HIV Research and Innovation; Bangkok, Thailand
- SEARCH, South East Asia Research Collaboration in HIV; Bangkok, Thailand
| | | | - Victor Valcour
- Memory and Aging Center, University of California San Francisco; San Francisco, California, United States of America
| | - Eugene Kroon
- Institute of HIV Research and Innovation; Bangkok, Thailand
- SEARCH, South East Asia Research Collaboration in HIV; Bangkok, Thailand
| | - Kyu S. Cho
- Missouri Institute of Mental Health University of Missouri; St. Louis, Missouri, United States of America
| | - Andrew C. Belden
- Missouri Institute of Mental Health University of Missouri; St. Louis, Missouri, United States of America
| | - Donn Colby
- Institute of HIV Research and Innovation; Bangkok, Thailand
- SEARCH, South East Asia Research Collaboration in HIV; Bangkok, Thailand
| | - Merlin Robb
- Armed Forces Research Institute of Medical Sciences; Bangkok, Thailand
- Henry M. Jackson Foundation for the Advancement of Military Medicine; Bethesda, Maryland, United States of America
| | - Denise Hsu
- Armed Forces Research Institute of Medical Sciences; Bangkok, Thailand
- Henry M. Jackson Foundation for the Advancement of Military Medicine; Bethesda, Maryland, United States of America
| | - Serena Spudich
- Department of Neurology, Yale University; New Haven, Connecticut, United States of America
| | - Robert Paul
- Missouri Institute of Mental Health University of Missouri; St. Louis, Missouri, United States of America
| | - Sandhya Vasan
- Henry M. Jackson Foundation for the Advancement of Military Medicine; Bethesda, Maryland, United States of America
- US Military HIV Research Program; Silver Spring, Maryland, United States of America
| | - Lishomwa C. Ndhlovu
- Department of Medicine, Division of Infectious Diseases, Weill Cornell Medicine; New York, New York, United States of America
- * E-mail:
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22
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Balnis J, Madrid A, Hogan KJ, Drake LA, Chieng HC, Tiwari A, Vincent CE, Chopra A, Vincent PA, Robek MD, Singer HA, Alisch RS, Jaitovich A. Blood DNA methylation and COVID-19 outcomes. Clin Epigenetics 2021; 13:118. [PMID: 34034806 PMCID: PMC8148415 DOI: 10.1186/s13148-021-01102-9] [Citation(s) in RCA: 61] [Impact Index Per Article: 15.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/02/2021] [Accepted: 05/11/2021] [Indexed: 12/15/2022] Open
Abstract
BACKGROUND There are no prior reports that compare differentially methylated regions of DNA in blood samples from COVID-19 patients to samples collected before the SARS-CoV-2 pandemic using a shared epigenotyping platform. We performed a genome-wide analysis of circulating blood DNA CpG methylation using the Infinium Human MethylationEPIC BeadChip on 124 blood samples from hospitalized COVID-19-positive and COVID-19-negative patients and compared these data with previously reported data from 39 healthy individuals collected before the pandemic. Prospective outcome measures such as COVID-19-GRAM risk-score and mortality were combined with methylation data. RESULTS Global mean methylation levels did not differ between COVID-19 patients and healthy pre-pandemic controls. About 75% of acute illness-associated differentially methylated regions were located near gene promoter regions and were hypo-methylated in comparison with healthy pre-pandemic controls. Gene ontology analyses revealed terms associated with the immune response to viral infections and leukocyte activation; and disease ontology analyses revealed a predominance of autoimmune disorders. Among COVID-19-positive patients, worse outcomes were associated with a prevailing hyper-methylated status. Recursive feature elimination identified 77 differentially methylated positions predictive of COVID-19 severity measured by the GRAM-risk score. CONCLUSION Our data contribute to the awareness that DNA methylation may influence the expression of genes that regulate COVID-19 progression and represent a targetable process in that setting.
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Affiliation(s)
- Joseph Balnis
- Division of Pulmonary and Critical Care Medicine, Albany Medical Center, Albany, NY, USA
- Department of Molecular and Cellular Physiology, Albany Medical College, Albany, NY, USA
| | - Andy Madrid
- Department of Neurological Surgery, University of Wisconsin, Madison, WI, USA
| | - Kirk J Hogan
- Department of Anesthesiology, University of Wisconsin, Madison, WI, USA
| | - Lisa A Drake
- Division of Pulmonary and Critical Care Medicine, Albany Medical Center, Albany, NY, USA
- Department of Molecular and Cellular Physiology, Albany Medical College, Albany, NY, USA
| | - Hau C Chieng
- Division of Pulmonary and Critical Care Medicine, Albany Medical Center, Albany, NY, USA
| | - Anupama Tiwari
- Division of Pulmonary and Critical Care Medicine, Albany Medical Center, Albany, NY, USA
| | - Catherine E Vincent
- Division of Pulmonary and Critical Care Medicine, Albany Medical Center, Albany, NY, USA
| | - Amit Chopra
- Division of Pulmonary and Critical Care Medicine, Albany Medical Center, Albany, NY, USA
| | - Peter A Vincent
- Department of Molecular and Cellular Physiology, Albany Medical College, Albany, NY, USA
| | - Michael D Robek
- Department of Immunology and Microbial Disease, Albany Medical College, Albany, NY, USA
| | - Harold A Singer
- Department of Molecular and Cellular Physiology, Albany Medical College, Albany, NY, USA
| | - Reid S Alisch
- Department of Neurological Surgery, University of Wisconsin, Madison, WI, USA.
| | - Ariel Jaitovich
- Division of Pulmonary and Critical Care Medicine, Albany Medical Center, Albany, NY, USA.
- Department of Molecular and Cellular Physiology, Albany Medical College, Albany, NY, USA.
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23
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Ivanov S, Filimonov D, Tarasova O. A computational analysis of transcriptional profiles from CD8(+) T lymphocytes reveals potential mechanisms of HIV/AIDS control and progression. Comput Struct Biotechnol J 2021; 19:2447-2459. [PMID: 34025935 PMCID: PMC8113781 DOI: 10.1016/j.csbj.2021.04.056] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/19/2021] [Revised: 04/21/2021] [Accepted: 04/22/2021] [Indexed: 01/06/2023] Open
Abstract
Cytotoxic and noncytotoxic CD8+ T lymphocyte responses are essential for the control of HIV infection. Understanding the mechanisms underlying HIV control in elite controllers (ECs), which maintain undetectable viral load in the absence of antiretroviral therapy, may facilitate the development of new effective therapeutic strategies. We developed an original pipeline for an analysis of the transcriptional profiles of CD8+ cells from ECs, treated and untreated progressors. Hierarchical cluster analysis of CD8+ cells' transcription profiles allowed us to identify five distinct groups (EC groups 1-5) of ECs. The transcriptional profiles of EC group 1 were opposite to those of groups 2-4 and similar to those of the treated progressors, which can be associated with residual activation and dysfunction of CD8+ T-lymphocytes. The profiles of groups 2-4 were associated with different numbers of differentially expressed genes compared to healthy controls, but the corresponding genes shared the same cellular processes. These three groups were associated with increased metabolism, survival, proliferation, and the absence of an "exhausted" phenotype, compared to both untreated progressors and healthy controls. The CD8+ lymphocytes from these groups of ECs may contribute to the control under HIV replication and slower disease progression. The EC group 5 was indistinguishable from normal. Application of master regulator analysis allowed us to identify 22 receptors, including interferon-gamma, interleukin-2, and androgen receptors, which may be responsible for the observed expression changes and the functional states of CD8+ cells from ECs. These receptors can be considered potential targets of therapeutic intervention, which may decelerate disease progression.
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Affiliation(s)
- Sergey Ivanov
- Department of Bioinformatics, Institute of Biomedical Chemistry, Moscow, Russia
- Department of Bioinformatics, Pirogov Russian National Research Medical University, Moscow, Russia
| | - Dmitry Filimonov
- Department of Bioinformatics, Institute of Biomedical Chemistry, Moscow, Russia
| | - Olga Tarasova
- Department of Bioinformatics, Institute of Biomedical Chemistry, Moscow, Russia
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24
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Castro de Moura M, Davalos V, Planas-Serra L, Alvarez-Errico D, Arribas C, Ruiz M, Aguilera-Albesa S, Troya J, Valencia-Ramos J, Vélez-Santamaria V, Rodríguez-Palmero A, Villar-Garcia J, Horcajada JP, Albu S, Casasnovas C, Rull A, Reverte L, Dietl B, Dalmau D, Arranz MJ, Llucià-Carol L, Planas AM, Pérez-Tur J, Fernandez-Cadenas I, Villares P, Tenorio J, Colobran R, Martin-Nalda A, Soler-Palacin P, Vidal F, Pujol A, Esteller M. Epigenome-wide association study of COVID-19 severity with respiratory failure. EBioMedicine 2021; 66:103339. [PMID: 33867313 PMCID: PMC8047083 DOI: 10.1016/j.ebiom.2021.103339] [Citation(s) in RCA: 77] [Impact Index Per Article: 19.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/05/2021] [Revised: 03/16/2021] [Accepted: 03/26/2021] [Indexed: 12/20/2022] Open
Abstract
BACKGROUND Patients infected with the severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2), responsible for the coronavirus disease 2019 (COVID-19), exhibit a wide spectrum of disease behaviour. Since DNA methylation has been implicated in the regulation of viral infections and the immune system, we performed an epigenome-wide association study (EWAS) to identify candidate loci regulated by this epigenetic mark that could be involved in the onset of COVID-19 in patients without comorbidities. METHODS Peripheral blood samples were obtained from 407 confirmed COVID-19 patients ≤ 61 years of age and without comorbidities, 194 (47.7%) of whom had mild symptomatology that did not involve hospitalization and 213 (52.3%) had a severe clinical course that required respiratory support. The set of cases was divided into discovery (n = 207) and validation (n = 200) cohorts, balanced for age and sex of individuals. We analysed the DNA methylation status of 850,000 CpG sites in these patients. FINDINGS The DNA methylation status of 44 CpG sites was associated with the clinical severity of COVID-19. Of these loci, 23 (52.3%) were located in 20 annotated coding genes. These genes, such as the inflammasome component Absent in Melanoma 2 (AIM2) and the Major Histocompatibility Complex, class I C (HLA-C) candidates, were mainly involved in the response of interferon to viral infection. We used the EWAS-identified sites to establish a DNA methylation signature (EPICOVID) that is associated with the severity of the disease. INTERPRETATION We identified DNA methylation sites as epigenetic susceptibility loci for respiratory failure in COVID-19 patients. These candidate biomarkers, combined with other clinical, cellular and genetic factors, could be useful in the clinical stratification and management of patients infected with the SARS-CoV-2. FUNDING The Unstoppable campaign of the Josep Carreras Leukaemia Foundation, the Cellex Foundation and the CERCA Programme/Generalitat de Catalunya.
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Affiliation(s)
- Manuel Castro de Moura
- Josep Carreras Leukaemia Research Institute (IJC), 08916 Badalona, Barcelona, Catalonia, Spain
| | - Veronica Davalos
- Josep Carreras Leukaemia Research Institute (IJC), 08916 Badalona, Barcelona, Catalonia, Spain
| | - Laura Planas-Serra
- Neurometabolic Diseases Laboratory, Bellvitge Biomedical Research Institute (IDIBELL), 08908 L'Hospitalet de Llobregat, Barcelona, Catalonia, Spain
| | - Damiana Alvarez-Errico
- Josep Carreras Leukaemia Research Institute (IJC), 08916 Badalona, Barcelona, Catalonia, Spain
| | - Carles Arribas
- Josep Carreras Leukaemia Research Institute (IJC), 08916 Badalona, Barcelona, Catalonia, Spain
| | - Montserrat Ruiz
- Neurometabolic Diseases Laboratory, Bellvitge Biomedical Research Institute (IDIBELL), 08908 L'Hospitalet de Llobregat, Barcelona, Catalonia, Spain
| | | | - Jesús Troya
- Infanta Leonor University Hospital, Madrid, Spain
| | | | - Valentina Vélez-Santamaria
- Neurometabolic Diseases Laboratory, Bellvitge Biomedical Research Institute (IDIBELL), 08908 L'Hospitalet de Llobregat, Barcelona, Catalonia, Spain; Bellvitge University Hospital, L'Hospitalet de Llobregat, Barcelona, Catalonia, Spain
| | - Agustí Rodríguez-Palmero
- Neurometabolic Diseases Laboratory, Bellvitge Biomedical Research Institute (IDIBELL), 08908 L'Hospitalet de Llobregat, Barcelona, Catalonia, Spain; University Hospital Germans Trias i Pujol, Badalona, Barcelona, Catalonia, Spain
| | - Judit Villar-Garcia
- Hospital del Mar - IMIM Biomedical Research Institute, Barcelona, Catalonia, Spain
| | - Juan P Horcajada
- Hospital del Mar - IMIM Biomedical Research Institute, Barcelona, Catalonia, Spain
| | - Sergiu Albu
- Institut Guttmann Foundation, Badalona, Barcelona, Catalonia, Spain
| | - Carlos Casasnovas
- Neurometabolic Diseases Laboratory, Bellvitge Biomedical Research Institute (IDIBELL), 08908 L'Hospitalet de Llobregat, Barcelona, Catalonia, Spain; Bellvitge University Hospital, L'Hospitalet de Llobregat, Barcelona, Catalonia, Spain
| | - Anna Rull
- Hospital Universitari de Tarragona Joan XXIII, IISPV, Universitat Rovira i Virgili, Tarragona, Catalonia, Spain
| | - Laia Reverte
- Hospital Universitari de Tarragona Joan XXIII, IISPV, Universitat Rovira i Virgili, Tarragona, Catalonia, Spain
| | - Beatriz Dietl
- Servei de malalties infeccioses Hospital Universitari MutuaTerrassa, Universitat de Barcelona, Barcelona, Catalonia, Spain
| | - David Dalmau
- MutuaTerrassa Research and Innovation Foundation, HIV/AIDS Unit Hospital Universitari MutuaTerrassa, University of Barcelona, Barcelona, Catalonia, Spain
| | - Maria J Arranz
- Fundaciò Docència i Recerca Mutua Terrassa i Hospital Universitari Mutua Terrassa, Barcelona, Catalonia, Spain
| | - Laia Llucià-Carol
- Stroke Pharmacogenomics and Genetics Group, Sant Pau Institute of Research, Sant Pau Hospital, Barcelona, Catalonia, Spain
| | - Anna M Planas
- Department of Brain Ischemia and Neurodegeneration, Institut d'Investigacions Biomèdiques de Barcelona (IIBB), Consejo Superior de Investigaciones Científicas (CSIC), Area of Neurosciences, Institut d'Investigacions Biomèdiques August Pi i Sunyer (IDIBAPS), Barcelona, Catalonia, Spain
| | - Jordi Pérez-Tur
- Institut de Biomedicina de València-CSIC, CIBERNED, Unitat Mixta de Neurologia i Genètica, IIS La Fe, Vallencia, Spain
| | - Israel Fernandez-Cadenas
- Stroke Pharmacogenomics and Genetics Group, Sant Pau Institute of Research, Sant Pau Hospital, Barcelona, Catalonia, Spain
| | - Paula Villares
- Internal Medicine Department, Hospital HM Sanchinarro, HM Hospitales, Madrid, Spain
| | - Jair Tenorio
- INGEMM-Instituto de Genética Médica y Molecular, Hospital Universitario La Paz, Madrid, Spain; Center for Biomedical Research on Rare Diseases (CIBERER), ISCIII, Madrid, Spain
| | - Roger Colobran
- Immunology Division, Genetics Department, Hospital Universitari Vall d'Hebron, Vall d'Hebron Research Institute, Vall d'Hebron Barcelona Hospital Campus, UAB, Barcelona, Catalonia, Spain
| | - Andrea Martin-Nalda
- Pediatric Infectious Diseases and Immunodeficiencies Unit, Hospital Universitari Vall d'Hebron, Vall d'Hebron Barcelona Hospital Campus, Barcelona, Catalonia, Spain
| | - Pere Soler-Palacin
- Pediatric Infectious Diseases and Immunodeficiencies Unit, Hospital Universitari Vall d'Hebron, Vall d'Hebron Barcelona Hospital Campus, Barcelona, Catalonia, Spain
| | - Francesc Vidal
- Hospital Universitari de Tarragona Joan XXIII, IISPV, Universitat Rovira i Virgili, Tarragona, Catalonia, Spain
| | - Aurora Pujol
- Neurometabolic Diseases Laboratory, Bellvitge Biomedical Research Institute (IDIBELL), 08908 L'Hospitalet de Llobregat, Barcelona, Catalonia, Spain; Center for Biomedical Research on Rare Diseases (CIBERER), ISCIII, Madrid, Spain; Institucio Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Catalonia, Spain.
| | - Manel Esteller
- Josep Carreras Leukaemia Research Institute (IJC), 08916 Badalona, Barcelona, Catalonia, Spain; Centro de Investigación Biomédica en Red de Cancer (CIBERONC), Spain; Institucio Catalana de Recerca i Estudis Avançats (ICREA), Barcelona, Catalonia, Spain; Physiological Sciences Department, School of Medicine and Health Sciences, University of Barcelona (UB), Catalonia, Spain.
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25
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Wu LF, Mo XB, He JH, He P, Lu X, Deng HW, Deng FY, Lei SF. Integrative lncRNA-mRNA co-expression network analysis identifies novel lncRNA E2F3-IT1 for rheumatoid arthritis. Clin Transl Med 2021; 11:e325. [PMID: 33634971 PMCID: PMC7905107 DOI: 10.1002/ctm2.325] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/29/2020] [Revised: 01/27/2021] [Accepted: 01/31/2021] [Indexed: 12/17/2022] Open
Affiliation(s)
- Long-Fei Wu
- Center for Genetic Epidemiology and Genomics, School of Public Health, Medical College of Soochow University, Suzhou, P. R. China.,Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Soochow University, Suzhou, P. R. China
| | - Xing-Bo Mo
- Center for Genetic Epidemiology and Genomics, School of Public Health, Medical College of Soochow University, Suzhou, P. R. China.,Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Soochow University, Suzhou, P. R. China
| | - Jia-Hui He
- Center for Genetic Epidemiology and Genomics, School of Public Health, Medical College of Soochow University, Suzhou, P. R. China.,Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Soochow University, Suzhou, P. R. China
| | - Pei He
- Center for Genetic Epidemiology and Genomics, School of Public Health, Medical College of Soochow University, Suzhou, P. R. China.,Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Soochow University, Suzhou, P. R. China
| | - Xin Lu
- Center for Genetic Epidemiology and Genomics, School of Public Health, Medical College of Soochow University, Suzhou, P. R. China.,Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Soochow University, Suzhou, P. R. China
| | - Hong-Wen Deng
- Center of Bioinformatics and Genomics, Department of Global Biostatistics and Data Science, Tulane University, New Orleans, Louisiana, USA
| | - Fei-Yan Deng
- Center for Genetic Epidemiology and Genomics, School of Public Health, Medical College of Soochow University, Suzhou, P. R. China.,Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Soochow University, Suzhou, P. R. China
| | - Shu-Feng Lei
- Center for Genetic Epidemiology and Genomics, School of Public Health, Medical College of Soochow University, Suzhou, P. R. China.,Jiangsu Key Laboratory of Preventive and Translational Medicine for Geriatric Diseases, Soochow University, Suzhou, P. R. China
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