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Ballerini C, Amoriello R, Maghrebi O, Bellucci G, Addazio I, Betti M, Aprea MG, Masciulli C, Caporali A, Penati V, Ballerini C, De Meo E, Portaccio E, Salvetti M, Amato MP. Exploring the role of EBV in multiple sclerosis pathogenesis through EBV interactome. Front Immunol 2025; 16:1557483. [PMID: 40242760 PMCID: PMC11999961 DOI: 10.3389/fimmu.2025.1557483] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2025] [Accepted: 03/18/2025] [Indexed: 04/18/2025] Open
Abstract
Background Epstein-Barr virus (EBV) is a known risk factor for multiple sclerosis (MS), even though the underlying molecular mechanisms are unclear and engage multiple immune pathways. Furthermore, the ultimate role of EBV in MS pathogenesis is still elusive. In contrast, Cytomegalovirus (CMV) has been identified as a protective factor for MS. Objectives This study aims to identify MS-associated genes that overlap with EBV interactome and to examine their expression in immune and glial cell subtypes. Methods We used P-HIPSTer, GWAS, and the Human Protein Atlas (HPA) to derive data on the EBV interactome, MS-associated genes and single-cell gene expression in immune and glial cells. The geneOverlap and dplyr R packages identified overlapping genes. A similar analysis was done for CMV and Adenovirus as negative control. Metascape and GTEx analyzed biological pathways and brain-level gene expression; transcriptomic analysis was performed on glial cells and peripheral blood in MS and controls. All the analyses performed in this study were generated using publicly available data sets. Results We identified a "core" group of 21 genes shared across EBV interactome, MS genes, and immune and glial cells (p<0.001). Pathway analysis revealed expected associations, such as immune system activation, and unforeseen results, like the prolactin signaling pathway. BCL2 in astrocytes, MINK1 in microglia were significantly upregulated while AHI1 was downregulated in MS compared to controls. Conclusions Our findings offer novel insights into EBV and CMV interaction with immune and glial cells in MS, that may shed light on mechanisms involved in disease pathophysiology.
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Affiliation(s)
- Chiara Ballerini
- Department of Neuroscience, Psychology, Drug Research and Child Health (NEUROFARBA), University of Florence, Florence, Italy
| | - Roberta Amoriello
- Department of Experimental and Clinical Medicine, University of Florence, Florence, Italy
| | - Olfa Maghrebi
- Department of Experimental and Clinical Medicine, University of Florence, Florence, Italy
| | - Gianmarco Bellucci
- Department of Neurosciences, Mental Health and Sensory Organs, Sapienza University of Rome, Rome, Italy
| | - Ilaria Addazio
- Department of Neuroscience, Psychology, Drug Research and Child Health (NEUROFARBA), University of Florence, Florence, Italy
| | - Matteo Betti
- Department of Neuroscience, Psychology, Drug Research and Child Health (NEUROFARBA), University of Florence, Florence, Italy
| | - Maria Grazia Aprea
- Department of Neuroscience, Psychology, Drug Research and Child Health (NEUROFARBA), University of Florence, Florence, Italy
| | - Camilla Masciulli
- Department of Neuroscience, Psychology, Drug Research and Child Health (NEUROFARBA), University of Florence, Florence, Italy
| | - Arianna Caporali
- Department of Neuroscience, Psychology, Drug Research and Child Health (NEUROFARBA), University of Florence, Florence, Italy
| | - Valeria Penati
- Department of Neuroscience, Psychology, Drug Research and Child Health (NEUROFARBA), University of Florence, Florence, Italy
| | - Clara Ballerini
- Department of Experimental and Clinical Medicine, University of Florence, Florence, Italy
| | - Ermelinda De Meo
- Department of Neuroscience, Psychology, Drug Research and Child Health (NEUROFARBA), University of Florence, Florence, Italy
| | - Emilio Portaccio
- Department of Neuroscience, Psychology, Drug Research and Child Health (NEUROFARBA), University of Florence, Florence, Italy
| | - Marco Salvetti
- Department of Neurosciences, Mental Health and Sensory Organs, Sapienza University of Rome, Rome, Italy
- Neuromed, IRCCS Istituto Neurologico Mediterraneo (INM), Pozzilli, Italy
| | - Maria Pia Amato
- Department of Neuroscience, Psychology, Drug Research and Child Health (NEUROFARBA), University of Florence, Florence, Italy
- Istituti di Ricovero e Cura a Carattere Scientifico (IRCCS) Fondazione Don Carlo Gnocchi, University of Florence, Florence, Italy
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Downie ML, Gupta S, Voinescu C, Levine AP, Sadeghi-Alavijeh O, Dufek-Kamperis S, Cao J, Christian M, Kari JA, Thalgahagoda S, Ranawaka R, Abeyagunawardena A, Gbadegesin R, Parekh R, Kleta R, Bockenhauer D, Stanescu HC, Gale DP. Common Risk Variants in AHI1 Are Associated With Childhood Steroid Sensitive Nephrotic Syndrome. Kidney Int Rep 2023; 8:1562-1574. [PMID: 37547536 PMCID: PMC10403666 DOI: 10.1016/j.ekir.2023.05.018] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2023] [Revised: 04/21/2023] [Accepted: 05/22/2023] [Indexed: 08/08/2023] Open
Abstract
Introduction Steroid-sensitive nephrotic syndrome (SSNS) is the most common form of kidney disease in children worldwide. Genome-wide association studies (GWAS) have demonstrated the association of SSNS with genetic variation at HLA-DQ/DR and have identified several non-HLA loci that aid in further understanding of disease pathophysiology. We sought to identify additional genetic loci associated with SSNS in children of Sri Lankan and European ancestry. Methods We conducted a GWAS in a cohort of Sri Lankan individuals comprising 420 pediatric patients with SSNS and 2339 genetic ancestry matched controls obtained from the UK Biobank. We then performed a transethnic meta-analysis with a previously reported European cohort of 422 pediatric patients and 5642 controls. Results Our GWAS confirmed the previously reported association of SSNS with HLA-DR/DQ (rs9271602, P = 1.12 × 10-27, odds ratio [OR] = 2.75). Transethnic meta-analysis replicated these findings and identified a novel association at AHI1 (rs2746432, P = 2.79 × 10-8, OR = 1.37), which was also replicated in an independent South Asian cohort. AHI1 is implicated in ciliary protein transport and immune dysregulation, with rare variation in this gene contributing to Joubert syndrome type 3. Conclusions Common variation in AHI1 confers risk of the development of SSNS in both Sri Lankan and European populations. The association with common variation in AHI1 further supports the role of immune dysregulation in the pathogenesis of SSNS and demonstrates that variation across the allele frequency spectrum in a gene can contribute to disparate monogenic and polygenic diseases.
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Affiliation(s)
- Mallory L. Downie
- Department of Renal Medicine, University College London, London, UK
- Paediatric Nephrology, Great Ormond Street Hospital for Children NHS Foundation Trust, London, UK
| | - Sanjana Gupta
- Department of Renal Medicine, University College London, London, UK
| | - Catalin Voinescu
- Department of Renal Medicine, University College London, London, UK
| | - Adam P. Levine
- Department of Pathology, University College London, London, UK
| | | | | | - Jingjing Cao
- Division of Nephrology, Department of Pediatrics, The Hospital for Sick Children, Toronto, Canada
| | | | - Jameela A. Kari
- Pediatric Nephrology Centre of Excellence, King Abdulaziz University, Jeddah, Kingdom of Saudi Arabia
| | | | - Randula Ranawaka
- Department of Pediatrics, University of Peradeniya, Peradeniya, Sri Lanka
| | | | - Rasheed Gbadegesin
- Department of Pediatrics, Duke University School of Medicine, Durham, North Carolina, USA
| | - Rulan Parekh
- Division of Nephrology, Department of Pediatrics, The Hospital for Sick Children, Toronto, Canada
- Department of Medicine, Women’s College Hospital, Toronto, Canada
| | - Robert Kleta
- Department of Renal Medicine, University College London, London, UK
- Paediatric Nephrology, Great Ormond Street Hospital for Children NHS Foundation Trust, London, UK
| | - Detlef Bockenhauer
- Department of Renal Medicine, University College London, London, UK
- Paediatric Nephrology, Great Ormond Street Hospital for Children NHS Foundation Trust, London, UK
| | | | - Daniel P. Gale
- Department of Renal Medicine, University College London, London, UK
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Abell NS, DeGorter MK, Gloudemans MJ, Greenwald E, Smith KS, He Z, Montgomery SB. Multiple causal variants underlie genetic associations in humans. Science 2022; 375:1247-1254. [PMID: 35298243 PMCID: PMC9725108 DOI: 10.1126/science.abj5117] [Citation(s) in RCA: 99] [Impact Index Per Article: 33.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
Associations between genetic variation and traits are often in noncoding regions with strong linkage disequilibrium (LD), where a single causal variant is assumed to underlie the association. We applied a massively parallel reporter assay (MPRA) to functionally evaluate genetic variants in high, local LD for independent cis-expression quantitative trait loci (eQTL). We found that 17.7% of eQTLs exhibit more than one major allelic effect in tight LD. The detected regulatory variants were highly and specifically enriched for activating chromatin structures and allelic transcription factor binding. Integration of MPRA profiles with eQTL/complex trait colocalizations across 114 human traits and diseases identified causal variant sets demonstrating how genetic association signals can manifest through multiple, tightly linked causal variants.
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Affiliation(s)
- Nathan S. Abell
- Department of Genetics, School of Medicine, Stanford University, Stanford, CA, 94305, USA
| | - Marianne K. DeGorter
- Department of Pathology, School of Medicine, Stanford University, Stanford, CA, 94305, USA
| | | | - Emily Greenwald
- Department of Genetics, School of Medicine, Stanford University, Stanford, CA, 94305, USA
| | - Kevin S. Smith
- Department of Pathology, School of Medicine, Stanford University, Stanford, CA, 94305, USA
| | - Zihuai He
- Department of Neurology and Neurological Sciences, Stanford University, Stanford, CA 94305, USA
- Quantitative Sciences Unit, Department of Medicine, Stanford University, Stanford, CA, 94305, USA
| | - Stephen B. Montgomery
- Department of Genetics, School of Medicine, Stanford University, Stanford, CA, 94305, USA
- Department of Pathology, School of Medicine, Stanford University, Stanford, CA, 94305, USA
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Han Q, Bradley T, Williams WB, Cain DW, Montefiori DC, Saunders KO, Parks RJ, Edwards RW, Ferrari G, Mueller O, Shen X, Wiehe KJ, Reed S, Fox CB, Rountree W, Vandergrift NA, Wang Y, Sutherland LL, Santra S, Moody MA, Permar SR, Tomaras GD, Lewis MG, Van Rompay KKA, Haynes BF. Neonatal Rhesus Macaques Have Distinct Immune Cell Transcriptional Profiles following HIV Envelope Immunization. Cell Rep 2020; 30:1553-1569.e6. [PMID: 32023469 PMCID: PMC7243677 DOI: 10.1016/j.celrep.2019.12.091] [Citation(s) in RCA: 11] [Impact Index Per Article: 2.2] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/28/2019] [Revised: 10/16/2019] [Accepted: 12/24/2019] [Indexed: 12/30/2022] Open
Abstract
HIV-1-infected infants develop broadly neutralizing antibodies (bnAbs) more rapidly than adults, suggesting differences in the neonatal versus adult responses to the HIV-1 envelope (Env). Here, trimeric forms of HIV-1 Env immunogens elicit increased gp120- and gp41-specific antibodies more rapidly in neonatal macaques than adult macaques. Transcriptome analyses of neonatal versus adult immune cells after Env vaccination reveal that neonatal macaques have higher levels of the apoptosis regulator BCL2 in T cells and lower levels of the immunosuppressive interleukin-10 (IL-10) receptor alpha (IL10RA) mRNA transcripts in T cells, B cells, natural killer (NK) cells, and monocytes. In addition, immunized neonatal macaques exhibit increased frequencies of activated blood T follicular helper-like (Tfh) cells compared to adults. Thus, neonatal macaques have transcriptome signatures of decreased immunosuppression and apoptosis compared with adult macaques, providing an immune landscape conducive to early-life immunization prior to sexual debut.
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Affiliation(s)
- Qifeng Han
- Duke Human Vaccine Institute, Duke University School of Medicine, Durham, NC, USA
| | - Todd Bradley
- Duke Human Vaccine Institute, Duke University School of Medicine, Durham, NC, USA
| | - Wilton B Williams
- Duke Human Vaccine Institute, Duke University School of Medicine, Durham, NC, USA
| | - Derek W Cain
- Duke Human Vaccine Institute, Duke University School of Medicine, Durham, NC, USA
| | - David C Montefiori
- Duke Human Vaccine Institute, Duke University School of Medicine, Durham, NC, USA
| | - Kevin O Saunders
- Duke Human Vaccine Institute, Duke University School of Medicine, Durham, NC, USA
| | - Robert J Parks
- Duke Human Vaccine Institute, Duke University School of Medicine, Durham, NC, USA
| | - Regina W Edwards
- Duke Human Vaccine Institute, Duke University School of Medicine, Durham, NC, USA
| | - Guido Ferrari
- Duke Human Vaccine Institute, Duke University School of Medicine, Durham, NC, USA
| | - Olaf Mueller
- Center for Genomics of Microbial Systems, Duke University Medical Center, Durham, NC, USA
| | - Xiaoying Shen
- Duke Human Vaccine Institute, Duke University School of Medicine, Durham, NC, USA
| | - Kevin J Wiehe
- Duke Human Vaccine Institute, Duke University School of Medicine, Durham, NC, USA
| | | | | | - Wes Rountree
- Duke Human Vaccine Institute, Duke University School of Medicine, Durham, NC, USA
| | - Nathan A Vandergrift
- Duke Human Vaccine Institute, Duke University School of Medicine, Durham, NC, USA
| | - Yunfei Wang
- Duke Human Vaccine Institute, Duke University School of Medicine, Durham, NC, USA
| | - Laura L Sutherland
- Duke Human Vaccine Institute, Duke University School of Medicine, Durham, NC, USA
| | - Sampa Santra
- Center for Virology and Vaccine Research, Beth Israel Deaconess Medical Center, Harvard Medical School, Boston, MA, USA
| | - M Anthony Moody
- Duke Human Vaccine Institute, Duke University School of Medicine, Durham, NC, USA
| | - Sallie R Permar
- Duke Human Vaccine Institute, Duke University School of Medicine, Durham, NC, USA
| | - Georgia D Tomaras
- Duke Human Vaccine Institute, Duke University School of Medicine, Durham, NC, USA
| | | | - Koen K A Van Rompay
- California National Primate Research Center, University of California, Davis, Davis, CA, USA
| | - Barton F Haynes
- Duke Human Vaccine Institute, Duke University School of Medicine, Durham, NC, USA.
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5
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Sud A, Thomsen H, Orlando G, Försti A, Law PJ, Broderick P, Cooke R, Hariri F, Pastinen T, Easton DF, Pharoah PDP, Dunning AM, Peto J, Canzian F, Eeles R, Kote-Jarai ZS, Muir K, Pashayan N, Campa D, Hoffmann P, Nöthen MM, Jöckel KH, von Strandmann EP, Swerdlow AJ, Engert A, Orr N, Hemminki K, Houlston RS. Genome-wide association study implicates immune dysfunction in the development of Hodgkin lymphoma. Blood 2018; 132:2040-2052. [PMID: 30194254 PMCID: PMC6236462 DOI: 10.1182/blood-2018-06-855296] [Citation(s) in RCA: 16] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/01/2018] [Accepted: 08/19/2018] [Indexed: 02/08/2023] Open
Abstract
To further our understanding of inherited susceptibility to Hodgkin lymphoma (HL), we performed a meta-analysis of 7 genome-wide association studies totaling 5325 HL cases and 22 423 control patients. We identify 5 new HL risk loci at 6p21.31 (rs649775; P = 2.11 × 10-10), 6q23.3 (rs1002658; P = 2.97 × 10-8), 11q23.1 (rs7111520; P = 1.44 × 10-11), 16p11.2 (rs6565176; P = 4.00 × 10-8), and 20q13.12 (rs2425752; P = 2.01 × 10-8). Integration of gene expression, histone modification, and in situ promoter capture Hi-C data at the 5 new and 13 known risk loci implicates dysfunction of the germinal center reaction, disrupted T-cell differentiation and function, and constitutive NF-κB activation as mechanisms of predisposition. These data provide further insights into the genetic susceptibility and biology of HL.
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Affiliation(s)
- Amit Sud
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, United Kingdom
| | - Hauke Thomsen
- Division of Molecular Genetic Epidemiology, German Cancer Research Center, Heidelberg, Germany
| | - Giulia Orlando
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, United Kingdom
| | - Asta Försti
- Division of Molecular Genetic Epidemiology, German Cancer Research Center, Heidelberg, Germany
- Center for Primary Health Care Research, Lund University, Malmö, Sweden
| | - Philip J Law
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, United Kingdom
| | - Peter Broderick
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, United Kingdom
| | - Rosie Cooke
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, United Kingdom
| | - Fadi Hariri
- Department of Human Genetics, McGill University and Genome Quebec Innovation Centre, McGill University, Montreal, QC, Canada
| | - Tomi Pastinen
- Department of Human Genetics, McGill University and Genome Quebec Innovation Centre, McGill University, Montreal, QC, Canada
| | - Douglas F Easton
- Centre for Cancer Genetic Epidemiology, Department of Oncology, and
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, United Kingdom
| | - Paul D P Pharoah
- Centre for Cancer Genetic Epidemiology, Department of Oncology, and
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, United Kingdom
| | - Alison M Dunning
- Centre for Cancer Genetic Epidemiology, Department of Oncology, and
| | - Julian Peto
- Department of Non-Communicable Disease Epidemiology, London School of Hygiene and Tropical Medicine, London, United Kingdom
| | - Federico Canzian
- Genomic Epidemiology Group, German Cancer Research Center, Heidelberg, Germany
| | - Rosalind Eeles
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, United Kingdom
- Royal Marsden NHS Foundation Trust, London, United Kingdom
| | - ZSofia Kote-Jarai
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, United Kingdom
| | - Kenneth Muir
- Institute of Population Health, University of Manchester, Manchester, United Kingdom
- Division of Health Sciences, Warwick Medical School, Warwick University, Coventry, United Kingdom
| | - Nora Pashayan
- Centre for Cancer Genetic Epidemiology, Department of Public Health and Primary Care, University of Cambridge, Cambridge, United Kingdom
- Department of Applied Health Research, University College London, London, United Kingdom
| | - Daniele Campa
- Department of Biology, University of Pisa, Pisa, Italy
| | - Per Hoffmann
- Human Genomic Research Group, Department of Biomedicine, University of Basel, Basel, Switzerland
- Institute of Human Genetics and
- Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany
| | - Markus M Nöthen
- Institute of Human Genetics and
- Department of Genomics, Life & Brain Center, University of Bonn, Bonn, Germany
| | | | - Elke Pogge von Strandmann
- Experimental Tumor Research, Center for Tumor Biology and Immunology, Clinic for Hematology, Oncology and Immunology, Philipps University, Marburg, Germany
| | - Anthony J Swerdlow
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, United Kingdom
- Division of Breast Cancer Research, The Institute of Cancer Research, London, United Kingdom; and
| | - Andreas Engert
- Department of Internal Medicine, University Hospital of Cologne, Cologne, Germany
| | - Nick Orr
- Division of Breast Cancer Research, The Institute of Cancer Research, London, United Kingdom; and
| | - Kari Hemminki
- Division of Molecular Genetic Epidemiology, German Cancer Research Center, Heidelberg, Germany
- Center for Primary Health Care Research, Lund University, Malmö, Sweden
| | - Richard S Houlston
- Division of Genetics and Epidemiology, The Institute of Cancer Research, London, United Kingdom
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