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Jin J, Zhang R, Li J, Gao F, Liao Z, Yu Y, Wang Y, Bucci D, Xiao M, Ma R, Ma Q, Gao S, Lio J, Novais F, Huang SCC, Zhu J, Ghoneim H, Wen H, Li Z, Sun N, Xin G. The NAE1-mediated neddylation operates as an essential post-translational modification checkpoint for effector CD8 + T cells. Proc Natl Acad Sci U S A 2025; 122:e2424061122. [PMID: 40030035 PMCID: PMC11912420 DOI: 10.1073/pnas.2424061122] [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: 11/27/2024] [Accepted: 01/02/2025] [Indexed: 03/19/2025] Open
Abstract
Optimal activation of CD8+ T cells is crucial for immunity-mediated destruction of cancer, requiring a substantial amount of proteins involved in metabolism, proliferation, and effector function. Despite extensive studies emphasizing the role of transcriptional regulation in this process, paired transcriptomic and proteomic analyses reveal that the RNA profile is poorly correlated with protein levels. This discrepancy underscores the importance of post-translational modifications (PTMs) in controlling protein abundance during activation. However, the impact of PTMs on the CD8+ T cell protein dynamic remains underexplored. We identify that neddylation, a recently discovered PTM, is activated in response to T cell receptor (TCR) stimulation and enriched in effector CD8+ T cells from colon cancer patients. Mechanistically, we found the rate-limiting enzyme of neddylation, neural precursor cell expressed developmentally down-regulated protein 8 activating enzyme E1 (NAE1), is induced by the NFATc1, a critical transcription factor downstream of TCR signaling. Our observation revealed that genetic ablation of NAE1 significantly disturbed the proteomic landscape related to activation and mitochondrial function. As a result, CD8+ T cells lacking NAE1 exhibited severely compromised activation, proliferation, and survival, which was accompanied by impaired mitochondrial function. Consistently, deletion of NAE1 in CD8+ T cells abolished their antitumor function and promoted tumor progression. By contrast, the overexpression of NAE1 significantly improved the function of tumor-infiltrating CD8+ T cells. Overall, we uncovered neddylation, a previously underappreciated PTM, as a proteomic checkpoint for CD8+ T cell activation. Enforced expression of NAE1 offers promising therapeutic potential for boosting the antitumor CD8+ T cell responses.
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Affiliation(s)
- Jiacheng Jin
- Pelotonia Institute for Immuno-oncology, Comprehensive Cancer Center - James Cancer Hospital and Solove Research Institute, College of Medicine, The Ohio State University, Columbus, OH43210
- Department of Microbial Infection and Immunity, The Ohio State University College of Medicine, Columbus, OH43210
| | - Ruohan Zhang
- Department of Physiology and Cell Biology, College of Medicine, The Ohio State University Wexner Medical Center, Columbus, OH43210
| | - Jianying Li
- Pelotonia Institute for Immuno-oncology, Comprehensive Cancer Center - James Cancer Hospital and Solove Research Institute, College of Medicine, The Ohio State University, Columbus, OH43210
- Department of Microbial Infection and Immunity, The Ohio State University College of Medicine, Columbus, OH43210
| | - Fengxia Gao
- Pelotonia Institute for Immuno-oncology, Comprehensive Cancer Center - James Cancer Hospital and Solove Research Institute, College of Medicine, The Ohio State University, Columbus, OH43210
- Department of Microbial Infection and Immunity, The Ohio State University College of Medicine, Columbus, OH43210
| | - Zhiwei Liao
- Pelotonia Institute for Immuno-oncology, Comprehensive Cancer Center - James Cancer Hospital and Solove Research Institute, College of Medicine, The Ohio State University, Columbus, OH43210
- Department of Microbial Infection and Immunity, The Ohio State University College of Medicine, Columbus, OH43210
| | - Yanbao Yu
- Department of Chemistry and Biochemistry, Mass Spectrometry Facility, University of Delaware, Newark, DE19716
| | - Yi Wang
- Pelotonia Institute for Immuno-oncology, Comprehensive Cancer Center - James Cancer Hospital and Solove Research Institute, College of Medicine, The Ohio State University, Columbus, OH43210
| | - Donna Bucci
- Pelotonia Institute for Immuno-oncology, Comprehensive Cancer Center - James Cancer Hospital and Solove Research Institute, College of Medicine, The Ohio State University, Columbus, OH43210
- Department of Microbial Infection and Immunity, The Ohio State University College of Medicine, Columbus, OH43210
| | - Min Xiao
- Pelotonia Institute for Immuno-oncology, Comprehensive Cancer Center - James Cancer Hospital and Solove Research Institute, College of Medicine, The Ohio State University, Columbus, OH43210
- Department of Microbial Infection and Immunity, The Ohio State University College of Medicine, Columbus, OH43210
| | - Ruilin Ma
- Department of Chemistry, New York University, New York, NY10003
| | - Qin Ma
- Pelotonia Institute for Immuno-oncology, Comprehensive Cancer Center - James Cancer Hospital and Solove Research Institute, College of Medicine, The Ohio State University, Columbus, OH43210
- Department of Biomedical Informatics, The Ohio State University, Columbus, OH43210
| | - Shuaixin Gao
- Department of Human Sciences, College of Education and Human Ecology, The Ohio State University, Columbus, OH43210
| | - Jerry Lio
- Department of Microbial Infection and Immunity, The Ohio State University College of Medicine, Columbus, OH43210
| | - Fernanda Novais
- Department of Microbial Infection and Immunity, The Ohio State University College of Medicine, Columbus, OH43210
| | - Stanley Ching-Cheng Huang
- Pelotonia Institute for Immuno-oncology, Comprehensive Cancer Center - James Cancer Hospital and Solove Research Institute, College of Medicine, The Ohio State University, Columbus, OH43210
- Department of Microbial Infection and Immunity, The Ohio State University College of Medicine, Columbus, OH43210
| | - Jiangjiang Zhu
- Department of Human Sciences, College of Education and Human Ecology, The Ohio State University, Columbus, OH43210
| | - Hazem Ghoneim
- Pelotonia Institute for Immuno-oncology, Comprehensive Cancer Center - James Cancer Hospital and Solove Research Institute, College of Medicine, The Ohio State University, Columbus, OH43210
- Department of Microbial Infection and Immunity, The Ohio State University College of Medicine, Columbus, OH43210
| | - Haitao Wen
- Pelotonia Institute for Immuno-oncology, Comprehensive Cancer Center - James Cancer Hospital and Solove Research Institute, College of Medicine, The Ohio State University, Columbus, OH43210
- Department of Microbial Infection and Immunity, The Ohio State University College of Medicine, Columbus, OH43210
| | - Zihai Li
- Pelotonia Institute for Immuno-oncology, Comprehensive Cancer Center - James Cancer Hospital and Solove Research Institute, College of Medicine, The Ohio State University, Columbus, OH43210
| | - Nuo Sun
- Department of Physiology and Cell Biology, College of Medicine, The Ohio State University Wexner Medical Center, Columbus, OH43210
- Dorothy M. Davis Heart and Lung Research Institute, College of Medicine, The Ohio State University, Columbus, OH43210
| | - Gang Xin
- Pelotonia Institute for Immuno-oncology, Comprehensive Cancer Center - James Cancer Hospital and Solove Research Institute, College of Medicine, The Ohio State University, Columbus, OH43210
- Department of Microbial Infection and Immunity, The Ohio State University College of Medicine, Columbus, OH43210
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Woolley CR, Chariker JH, Rouchka EC, Ford EE, Hudson E, Rasche KM, Whitley CS, Vanwinkle Z, Casella CR, Smith ML, Mitchell TC. Full-length mRNA sequencing resolves novel variation in 5' UTR length for genes expressed during human CD4 T-cell activation. Immunogenetics 2025; 77:14. [PMID: 39904916 PMCID: PMC11794378 DOI: 10.1007/s00251-025-01371-1] [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: 11/14/2024] [Accepted: 01/23/2025] [Indexed: 02/06/2025]
Abstract
Isoform sequencing (Iso-Seq) uses long-read technology to produce highly accurate full-length reads of mRNA transcripts. Visualization of individual mRNA molecules can reveal new details of transcript variation within understudied portions of mRNA, such as the 5' untranslated region (UTR). Differential 5' UTRs may contain motifs, upstream open reading frames (uORFs), and secondary structures that can serve to regulate translation or further indicate changes in promoter usage, where transcriptional control may impact protein expression levels. To begin to explore isoform variation during T-cell activation, we generated the first Iso-Seq reference transcriptome of activated human CD4 T cells. Within this dataset, we discovered many novel splice- and end-variant transcripts. Remarkably, one in every eight genes expressed in our dataset was found to have a notable proportion of transcripts with 5' UTR lengthened by over 100 bp compared to the longest corresponding UTR within the Gencode dataset. Among these end-variant transcripts, two novel isoforms were identified for CXCR5, a chemokine receptor associated with T follicular helper cell (Tfh) function and differentiation. When investigated in a model cell system, these lengthened UTR conferred reduced transcript stability and, for one of these isoforms, short uORFs introduced by the added length altered protein expression kinetics. This study highlights instances in which current reference databases are incomplete relative to the information obtained by long-read sequencing of intact mRNA. Iso-Seq is thus a promising approach to better understanding the plasticity of promoter usage, alternative splicing, and UTR sequences that influence RNA stability and translation efficiency.
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Affiliation(s)
- Cassandra R Woolley
- Department of Microbiology and Immunology, University of Louisville School of Medicine, Louisville, KY, USA
| | - Julia H Chariker
- Department of Neuroscience Training, University of Louisville School of Medicine, KY, Louisville, USA
| | - Eric C Rouchka
- Department of Biochemistry and Molecular Genetics, University of Louisville School of Medicine, Louisville, KY, USA
- KY INBRE Bioinformatics Core, University of Louisville School of Medicine, Louisville, KY, USA
| | - Easton E Ford
- Department of Biochemistry and Molecular Genetics, University of Louisville School of Medicine, Louisville, KY, USA
| | - Elizabeth Hudson
- Department of Biochemistry and Molecular Genetics, University of Louisville School of Medicine, Louisville, KY, USA
| | - Kamille M Rasche
- Department of Microbiology and Immunology, University of Louisville School of Medicine, Louisville, KY, USA
| | - Caleb S Whitley
- Department of Microbiology and Immunology, University of Louisville School of Medicine, Louisville, KY, USA
| | - Zachary Vanwinkle
- Department of Biochemistry and Molecular Genetics, University of Louisville School of Medicine, Louisville, KY, USA
| | - Carolyn R Casella
- Department of Microbiology and Immunology, University of Louisville School of Medicine, Louisville, KY, USA
| | - Melissa L Smith
- Department of Biochemistry and Molecular Genetics, University of Louisville School of Medicine, Louisville, KY, USA
| | - Thomas C Mitchell
- Department of Microbiology and Immunology, University of Louisville School of Medicine, Louisville, KY, USA.
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Bakhashab S, Banafea GH, Ahmed F, Alsolami R, Schulten HJ, Gauthaman K, Naseer MI, Pushparaj PN. Acute and chronic impact of interleukin-33 stimulation on chemokines and growth factors in human cord blood-derived mast cells. PLoS One 2024; 19:e0311981. [PMID: 39432538 PMCID: PMC11493263 DOI: 10.1371/journal.pone.0311981] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/28/2024] [Accepted: 09/27/2024] [Indexed: 10/23/2024] Open
Abstract
BACKGROUND Mast cells (MCs) are multifaceted immune cells that are capable of recognizing and responding to various stimuli by releasing an array of cytokines. We aimed to use human cord blood-derived mast cells (hCBMCs) as a model to evaluate different conditions under which chemokines and growth factors are expressed and secreted as mediators upon stimulation with the alarmin interleukin-33 (IL-33). METHODS hCBMCs were stimulated with 10 ng/mL or 20 ng/mL of recombinant human IL-33 (rhIL-33) for 6 h (acute) or 24 h (chronic). The mRNA expression of chemokines and growth factors was analyzed using microarrays, and the mediators released in the supernatant were evaluated using a multiplex assay. RESULTS The mRNA expression levels of C-C chemokine ligands (CCL) CCL1, CCL5, granulocyte macrophage colony-stimulating factor (GM-CSF), and macrophage inflammatory protein (MIP)-4/CCL18 were upregulated under all conditions. In contrast, C-X-C motif chemokine ligand (CXCL) CXCL8 and CCL24 levels increased only under acute (6 h) and prolonged (24 h) conditions, respectively. Moreover, high levels of CXCL8, MIP-1α, and MIP-1β were secreted during acute inflammation, whereas the release of GM-CSF and CXCL9 proteins increased under all four conditions. CONCLUSIONS This study highlights the sentinel role of MCs in mounting a specific immune response against a pathogenic-like stimulus in a timely and dose-dependent manner and is relevant for improving inflammatory treatment options.
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Affiliation(s)
- Sherin Bakhashab
- Department of Biochemistry, King Abdulaziz University, Jeddah, Saudi Arabia
- Center of Excellence in Genomic Medicine Research, King Abdulaziz University, Jeddah, Saudi Arabia
| | - Ghalya H. Banafea
- Department of Biochemistry, King Abdulaziz University, Jeddah, Saudi Arabia
| | - Farid Ahmed
- Center of Excellence in Genomic Medicine Research, King Abdulaziz University, Jeddah, Saudi Arabia
- Department of Medical Laboratory Technology, Faculty of Applied Medical Sciences, King Abdulaziz University, Jeddah, Saudi Arabia
| | - Reem Alsolami
- Department of Medical Laboratory Technology, Faculty of Applied Medical Sciences, King Abdulaziz University, Jeddah, Saudi Arabia
| | - Hans-Juergen Schulten
- Center of Excellence in Genomic Medicine Research, King Abdulaziz University, Jeddah, Saudi Arabia
- Department of Medical Laboratory Technology, Faculty of Applied Medical Sciences, King Abdulaziz University, Jeddah, Saudi Arabia
| | - Kalamegam Gauthaman
- Department of Pharmacology, Center for Transdisciplinary Research, Saveetha Dental College and Hospitals, Saveetha Institute of Medical and Technical Sciences, Saveetha University, Chennai, India
| | - Muhammad Imran Naseer
- Center of Excellence in Genomic Medicine Research, King Abdulaziz University, Jeddah, Saudi Arabia
- Department of Medical Laboratory Technology, Faculty of Applied Medical Sciences, King Abdulaziz University, Jeddah, Saudi Arabia
| | - Peter Natesan Pushparaj
- Center of Excellence in Genomic Medicine Research, King Abdulaziz University, Jeddah, Saudi Arabia
- Department of Medical Laboratory Technology, Faculty of Applied Medical Sciences, King Abdulaziz University, Jeddah, Saudi Arabia
- Department of Pharmacology, Center for Transdisciplinary Research, Saveetha Dental College and Hospitals, Saveetha Institute of Medical and Technical Sciences, Saveetha University, Chennai, India
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4
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Huang Y, Urban C, Hubel P, Stukalov A, Pichlmair A. Protein turnover regulation is critical for influenza A virus infection. Cell Syst 2024; 15:911-929.e8. [PMID: 39368468 DOI: 10.1016/j.cels.2024.09.004] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/19/2023] [Revised: 08/16/2024] [Accepted: 09/13/2024] [Indexed: 10/07/2024]
Abstract
The abundance of a protein is defined by its continuous synthesis and degradation, a process known as protein turnover. Here, we systematically profiled the turnover of proteins in influenza A virus (IAV)-infected cells using a pulse-chase stable isotope labeling by amino acids in cell culture (SILAC)-based approach combined with downstream statistical modeling. We identified 1,798 virus-affected proteins with turnover changes (tVAPs) out of 7,739 detected proteins (data available at pulsechase.innatelab.org). In particular, the affected proteins were involved in RNA transcription, splicing and nuclear transport, protein translation and stability, and energy metabolism. Many tVAPs appeared to be known IAV-interacting proteins that regulate virus propagation, such as KPNA6, PPP6C, and POLR2A. Notably, our analysis identified additional IAV host and restriction factors, such as the splicing factor GPKOW, that exhibit significant turnover rate changes while their total abundance is minimally affected. Overall, we show that protein turnover is a critical factor both for virus replication and antiviral defense.
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Affiliation(s)
- Yiqi Huang
- Institute of Virology, Technical University of Munich, School of Medicine, Munich, Germany
| | - Christian Urban
- Institute of Virology, Technical University of Munich, School of Medicine, Munich, Germany
| | - Philipp Hubel
- Core Facility Hohenheim, Universität Hohenheim, Stuttgart, Germany
| | - Alexey Stukalov
- Institute of Virology, Technical University of Munich, School of Medicine, Munich, Germany
| | - Andreas Pichlmair
- Institute of Virology, Technical University of Munich, School of Medicine, Munich, Germany; Institute of Virology, Helmholtz Munich, Munich, Germany; German Centre for Infection Research (DZIF), Partner Site, Munich, Germany.
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5
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Mauro D, Lin X, Pontarini E, Wehr P, Guggino G, Tang Y, Deng C, Gandolfo S, Xiao F, Rui K, Huang E, Tian J, Raimondo S, Rischmueller M, Boroky J, Downie-Doyle S, Nel H, Baz-Morelli A, Hsu A, Maraskovsky E, Barr A, Hemon P, Chatzis L, Boschetti CE, Colella G, Alessandro R, Rizzo A, Pers JO, Bombardieri M, Thomas R, Lu L, Ciccia F. CD8 + tissue-resident memory T cells are expanded in primary Sjögren's disease and can be therapeutically targeted by CD103 blockade. Ann Rheum Dis 2024; 83:1345-1357. [PMID: 38777379 DOI: 10.1136/ard-2023-225069] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2023] [Accepted: 05/04/2024] [Indexed: 05/25/2024]
Abstract
OBJECTIVE Tissue-resident memory cells (Trm) are a subset of T cells residing persistently and long-term within specific tissues that contribute to persistent inflammation and tissue damage. We characterised the phenotype and function of Trm and the role of CD103 in primary Sjogren's syndrome (pSS). METHODS In both pSS and non-pSS sicca syndrome patients, we examined Trm frequency, cytokine production in salivary glands (SG) and peripheral blood (PB). We also analysed Trm-related gene expression in SG biopsies through bulk and single-cell RNA sequencing (scRNAseq). Additionally, we investigated Trm properties in an immunisation-induced animal model of pSS (experimental SS, ESS) mouse model and assessed the effects of Trm inhibition via intraglandular anti-CD103 monoclonal antibody administration. RESULTS Transcriptomic pSS SG showed an upregulation of genes associated with tissue recruitment and long-term survival of Trm cells, confirmed by a higher frequency of CD8+CD103+CD69+ cells in pSS SG, compared with non-specific sialadenitis (nSS). In SG, CD8+ CD103+ Trm contributed to the secretion of granzyme-B and interferon-γ, CD8+ Trm cells were localised within inflammatory infiltrates, where PD1+CD8+ T cells were also increased compared with nSS and MALT lymphoma. scRNAseq of PB and pSS SG T cells confirmed expression of CD69, ITGAE, GZMB, GZMK and HLA-DRB1 among CD3+CD8+ SG T cells. In the SG of ESS, CD8+CD69+CD103+ Trm producing Granzyme B progressively expanded. However, intraglandular blockade of CD103 in ESS reduced Trm, reduced glandular damage and improved salivary flow. CONCLUSIONS CD103+CD8+Trm cells are expanded in the SG of pSS and ESS, participate in tissue inflammation and can be therapeutically targeted.
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Affiliation(s)
- Daniele Mauro
- Dipartimento di Medicina di Precisione, Università degli Studi della Campania Luigi Vanvitelli, Napoli, Italy
| | - Xiang Lin
- Department of Pathology and Shenzhen Institute of Research and Innovation, The University of Hong Kong, Hong Kong, Hong Kong
| | - Elena Pontarini
- Centre for Experimental Medicine and Rheumatology, William Harvey Research Institute, London, UK
| | - Pascale Wehr
- Translational Research Institute, University of Queensland Diamantina Institute, Brisbane, Queensland, Australia
| | - Giuliana Guggino
- PROMISE -Department of Health Promotion, Mother and Child Care, Internal Medicine and Medical Specialties, Rheumatology section - "P. Giaccone", University of Palermo, Palermo, Italy
| | - Yuan Tang
- Department of Pathology, The University of Hong Kong, Hong Kong, Hong Kong
| | - Chong Deng
- Department of Pathology and Shenzhen Institute of Research and Innovation, The University of Hong Kong, Hong Kong, Hong Kong
| | - Saviana Gandolfo
- Rheumatology Unit, Naples, Ospedale San Giovanni Bosco, Napoli, Italy
| | - Fan Xiao
- Department of Pathology and Shenzhen Institute of Research and Innovation, The University of Hong Kong, Hong Kong, Hong Kong
| | - Ke Rui
- Department of Laboratory Medicine, Affiliated Hospital and Institute of Medical Immunology, Jiangsu University, Zhenjiang, Jiangsu, China
| | - Enyu Huang
- Department of Pathology and Shenzhen Institute of Research and Innovation, The University of Hong Kong, Hong Kong, Hong Kong
| | - Jie Tian
- Department of Laboratory Medicine, Affiliated Hospital and Institute of Medical Immunology, Jiangsu University, Zhenjiang, Jiangsu, China
| | - Stefania Raimondo
- Dipartimento di Biomedicina, Neuroscienze e Diagnostica Avanzata (Bi.N.D), University of Palermo, Palermo, Italy
| | - Maureen Rischmueller
- The Queen Elizabeth Hospital and Medical School, University of Adelaide, South Australia, South Australia, Australia
| | - Jane Boroky
- The Queen Elizabeth Hospital and Medical School, University of Adelaide, South Australia, South Australia, Australia
| | - Sarah Downie-Doyle
- The Queen Elizabeth Hospital and Medical School, University of Adelaide, South Australia, South Australia, Australia
| | - Hendrik Nel
- Translational Research Institute, University of Queensland Diamantina Institute, Brisbane, Queensland, Australia
| | | | - Arthur Hsu
- Bio21 Institute, CSL Limited, Parkville, Victoria, Australia
| | | | - Adele Barr
- Bio21 Institute, CSL Limited, Parkville, Victoria, Australia
| | - Patrice Hemon
- Université de Brest, Centre Hospitalier Universitaire de Brest, INSERM, Paris, France
| | - Loukas Chatzis
- National and Kapodistrian University of Athens Faculty of Medicine, Athens, Greece
| | - Ciro Emiliano Boschetti
- Dipartimento Multidisciplinare di Specialità Medico-Chirurgiche e Odontoiatriche, University of Campania Luigi Vanvitelli, Caserta, Italy
| | - Giuseppe Colella
- Dipartimento Multidisciplinare di Specialità Medico-Chirurgiche e Odontoiatriche, University of Campania Luigi Vanvitelli, Caserta, Italy
| | - Riccardo Alessandro
- Dipartimento di Biomedicina, Neuroscienze e Diagnostica Avanzata (Bi.N.D), University of Palermo, Palermo, Italy
| | - Aroldo Rizzo
- Azienda Ospedaliera Villa Sofia-Cervello, Palermo, Italy
| | - Jacques-Olivier Pers
- Hospitalier Universitaire de Brest, INSERM, Paris, France
- FOC Iroise, Brest, France
| | - Michele Bombardieri
- Centre for Experimental Medicine and Rheumatology, William Harvey Research Institute, London, UK
| | - Ranjeny Thomas
- University of Queensland Diamantina Institute, Brisbane, Queensland, Australia
| | - Liwei Lu
- Department of Pathology, The University of Hong Kong, Hong Kong, Hong Kong
| | - Francesco Ciccia
- Dipartimento di Medicina di Precisione, Università degli Studi della Campania Luigi Vanvitelli, Napoli, Italy
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Argentieri MA, Xiao S, Bennett D, Winchester L, Nevado-Holgado AJ, Ghose U, Albukhari A, Yao P, Mazidi M, Lv J, Millwood I, Fry H, Rodosthenous RS, Partanen J, Zheng Z, Kurki M, Daly MJ, Palotie A, Adams CJ, Li L, Clarke R, Amin N, Chen Z, van Duijn CM. Proteomic aging clock predicts mortality and risk of common age-related diseases in diverse populations. Nat Med 2024; 30:2450-2460. [PMID: 39117878 PMCID: PMC11405266 DOI: 10.1038/s41591-024-03164-7] [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: 09/14/2023] [Accepted: 06/27/2024] [Indexed: 08/10/2024]
Abstract
Circulating plasma proteins play key roles in human health and can potentially be used to measure biological age, allowing risk prediction for age-related diseases, multimorbidity and mortality. Here we developed a proteomic age clock in the UK Biobank (n = 45,441) using a proteomic platform comprising 2,897 plasma proteins and explored its utility to predict major disease morbidity and mortality in diverse populations. We identified 204 proteins that accurately predict chronological age (Pearson r = 0.94) and found that proteomic aging was associated with the incidence of 18 major chronic diseases (including diseases of the heart, liver, kidney and lung, diabetes, neurodegeneration and cancer), as well as with multimorbidity and all-cause mortality risk. Proteomic aging was also associated with age-related measures of biological, physical and cognitive function, including telomere length, frailty index and reaction time. Proteins contributing most substantially to the proteomic age clock are involved in numerous biological functions, including extracellular matrix interactions, immune response and inflammation, hormone regulation and reproduction, neuronal structure and function and development and differentiation. In a validation study involving biobanks in China (n = 3,977) and Finland (n = 1,990), the proteomic age clock showed similar age prediction accuracy (Pearson r = 0.92 and r = 0.94, respectively) compared to its performance in the UK Biobank. Our results demonstrate that proteomic aging involves proteins spanning multiple functional categories and can be used to predict age-related functional status, multimorbidity and mortality risk across geographically and genetically diverse populations.
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Affiliation(s)
- M Austin Argentieri
- Nuffield Department of Population Health, University of Oxford, Oxford, UK.
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA.
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Boston, MA, USA.
| | - Sihao Xiao
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
- King Abdulaziz University and the University of Oxford Centre for Artificial Intelligence in Precision Medicine (KO-CAIPM), Jeddah, Saudi Arabia
| | - Derrick Bennett
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Laura Winchester
- King Abdulaziz University and the University of Oxford Centre for Artificial Intelligence in Precision Medicine (KO-CAIPM), Jeddah, Saudi Arabia
- Department of Psychiatry, University of Oxford, Oxford, UK
| | - Alejo J Nevado-Holgado
- King Abdulaziz University and the University of Oxford Centre for Artificial Intelligence in Precision Medicine (KO-CAIPM), Jeddah, Saudi Arabia
- Department of Psychiatry, University of Oxford, Oxford, UK
| | - Upamanyu Ghose
- King Abdulaziz University and the University of Oxford Centre for Artificial Intelligence in Precision Medicine (KO-CAIPM), Jeddah, Saudi Arabia
- Department of Psychiatry, University of Oxford, Oxford, UK
| | - Ashwag Albukhari
- King Abdulaziz University and the University of Oxford Centre for Artificial Intelligence in Precision Medicine (KO-CAIPM), Jeddah, Saudi Arabia
- Biochemistry Department, Faculty of Science, King Abdulaziz University, Jeddah, Saudi Arabia
| | - Pang Yao
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Mohsen Mazidi
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Jun Lv
- Department of Epidemiology and Biostatistics, School of Public Health, Peking University, Beijing, China
- Peking University Center for Public Health and Epidemic Preparedness and Response, Beijing, China
- Key Laboratory of Epidemiology of Major Diseases (Peking University), Ministry of Education, Beijing, China
| | - Iona Millwood
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Hannah Fry
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | | | - Jukka Partanen
- Research and Development, Finnish Red Cross Blood Service, Helsinki, Finland
| | - Zhili Zheng
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
| | - Mitja Kurki
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
| | - Mark J Daly
- Analytic and Translational Genetics Unit, Massachusetts General Hospital, Boston, MA, USA
- Program in Medical and Population Genetics, Broad Institute of MIT and Harvard, Boston, MA, USA
| | - Aarno Palotie
- Institute for Molecular Medicine Finland (FIMM), HiLIFE, University of Helsinki, Helsinki, Finland
| | - Cassandra J Adams
- King Abdulaziz University and the University of Oxford Centre for Artificial Intelligence in Precision Medicine (KO-CAIPM), Jeddah, Saudi Arabia
- Centre for Medicines Discovery, Nuffield Department of Medicine, University of Oxford, Oxford, UK
| | - Liming Li
- Department of Epidemiology and Biostatistics, School of Public Health, Peking University, Beijing, China
- Peking University Center for Public Health and Epidemic Preparedness and Response, Beijing, China
- Key Laboratory of Epidemiology of Major Diseases (Peking University), Ministry of Education, Beijing, China
| | - Robert Clarke
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Najaf Amin
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Zhengming Chen
- Nuffield Department of Population Health, University of Oxford, Oxford, UK
| | - Cornelia M van Duijn
- Nuffield Department of Population Health, University of Oxford, Oxford, UK.
- King Abdulaziz University and the University of Oxford Centre for Artificial Intelligence in Precision Medicine (KO-CAIPM), Jeddah, Saudi Arabia.
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7
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Cohen NR, Krinos AI, Kell RM, Chmiel RJ, Moran DM, McIlvin MR, Lopez PZ, Barth AJ, Stone JP, Alanis BA, Chan EW, Breier JA, Jakuba MV, Johnson R, Alexander H, Saito MA. Microeukaryote metabolism across the western North Atlantic Ocean revealed through autonomous underwater profiling. Nat Commun 2024; 15:7325. [PMID: 39183190 PMCID: PMC11345423 DOI: 10.1038/s41467-024-51583-4] [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: 11/28/2023] [Accepted: 08/13/2024] [Indexed: 08/27/2024] Open
Abstract
Microeukaryotes are key contributors to marine carbon cycling. Their physiology, ecology, and interactions with the chemical environment are poorly understood in offshore ecosystems, and especially in the deep ocean. Using the Autonomous Underwater Vehicle Clio, microbial communities along a 1050 km transect in the western North Atlantic Ocean were surveyed at 10-200 m vertical depth increments to capture metabolic signatures spanning oligotrophic, continental margin, and productive coastal ecosystems. Microeukaryotes were examined using a paired metatranscriptomic and metaproteomic approach. Here we show a diverse surface assemblage consisting of stramenopiles, dinoflagellates and ciliates represented in both the transcript and protein fractions, with foraminifera, radiolaria, picozoa, and discoba proteins enriched at >200 m, and fungal proteins emerging in waters >3000 m. In the broad microeukaryote community, nitrogen stress biomarkers were found at coastal sites, with phosphorus stress biomarkers offshore. This multi-omics dataset broadens our understanding of how microeukaryotic taxa and their functional processes are structured along environmental gradients of temperature, light, and nutrients.
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Affiliation(s)
- Natalie R Cohen
- University of Georgia Skidaway Institute of Oceanography, Savannah, GA, 31411, USA.
- Woods Hole Oceanographic Institution, Woods Hole, Falmouth, MA, 02543, USA.
| | - Arianna I Krinos
- Woods Hole Oceanographic Institution, Woods Hole, Falmouth, MA, 02543, USA
- MIT-WHOI Joint Program in Oceanography/Applied Ocean Science and Engineering, Cambridge and Woods Hole, Cambridge, MA, 02543, USA
| | - Riss M Kell
- Woods Hole Oceanographic Institution, Woods Hole, Falmouth, MA, 02543, USA
- Gloucester Marine Genomics Institute, Gloucester, MA, 01930, USA
| | - Rebecca J Chmiel
- Woods Hole Oceanographic Institution, Woods Hole, Falmouth, MA, 02543, USA
| | - Dawn M Moran
- Woods Hole Oceanographic Institution, Woods Hole, Falmouth, MA, 02543, USA
| | - Matthew R McIlvin
- Woods Hole Oceanographic Institution, Woods Hole, Falmouth, MA, 02543, USA
| | - Paloma Z Lopez
- Woods Hole Oceanographic Institution, Woods Hole, Falmouth, MA, 02543, USA
- Bermuda Institute of Ocean Sciences, St. George's, GE, 01, Bermuda
| | | | | | | | - Eric W Chan
- University of Texas Rio Grande Valley, Edinburg, TX, 78539, USA
| | - John A Breier
- University of Texas Rio Grande Valley, Edinburg, TX, 78539, USA
| | - Michael V Jakuba
- Woods Hole Oceanographic Institution, Woods Hole, Falmouth, MA, 02543, USA
| | - Rod Johnson
- Bermuda Institute of Ocean Sciences, St. George's, GE, 01, Bermuda
- Arizona State University, Tempe, AZ, USA
| | - Harriet Alexander
- Woods Hole Oceanographic Institution, Woods Hole, Falmouth, MA, 02543, USA
| | - Mak A Saito
- Woods Hole Oceanographic Institution, Woods Hole, Falmouth, MA, 02543, USA.
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8
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Soni J, Chattopadhyay P, Mehta P, Mohite R, Tardalkar K, Joshi M, Pandey R. Dynamics of Whole Transcriptome Analysis (WTA) and Surface markers expression (AbSeq) in Immune Cells of COVID-19 Patients and Recovered captured through Single Cell Genomics. Front Med (Lausanne) 2024; 11:1297001. [PMID: 38357647 PMCID: PMC10864604 DOI: 10.3389/fmed.2024.1297001] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/19/2023] [Accepted: 01/15/2024] [Indexed: 02/16/2024] Open
Abstract
Introduction Single-cell multi-omics studies, such as multidimensional transcriptomics (whole transcriptomic analysis, WTA), and surface marker analysis (antibody sequencing, AbSeq), have turned out to be valuable techniques that offer inaccessible possibilities for single-cell profiling of mRNA, lncRNA, and proteins. Methods We used this technique to understand the dynamics of mRNA and protein-level differences in healthy, COVID-19-infected and recovered individuals using peripheral blood mononuclear cells (PBMCs). Our results demonstrate that compared to mRNA expression, protein abundance is a better indicator of the disease state. Results We demonstrate that compared to mRNA expression, protein abundance is a better indicator of the disease state. We observed high levels of cell identity and regulatory markers, CD3E, CD4, CD8A, CD5, CD7, GITR, and KLRB1 in healthy individuals, whereas markers related to cell activation, CD38, CD28, CD69, CD62L, CD14, and CD16 elevated in the SARS-CoV-2 infected patients at both WTA and AbSeq levels. Curiously, in recovered individuals, there was a high expression of cytokine and chemokine receptors (CCR5, CCR7, CCR4, CXCR3, and PTGRD2). We also observed variations in the expression of markers within cell populations under different states. Discussion Furthermore, our study emphasizes the significance of employing an oligo-based method (AbSeq) that can help in diagnosis, prognosis, and protection from disease/s by identifying cell surface markers that are unique to different cell types or states. It also allows simultaneous study of a vast array of markers, surpassing the constraints of techniques like FACS to query the vast repertoire of proteins.
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Affiliation(s)
- Jyoti Soni
- Division of Immunology and Infectious Disease Biology, INtegrative GENomics of HOst-PathogEn (INGEN-HOPE) Laboratory, CSIR-Institute of Genomics and Integrative Biology (CSIR-IGIB), Delhi, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, India
| | - Partha Chattopadhyay
- Division of Immunology and Infectious Disease Biology, INtegrative GENomics of HOst-PathogEn (INGEN-HOPE) Laboratory, CSIR-Institute of Genomics and Integrative Biology (CSIR-IGIB), Delhi, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, India
| | - Priyanka Mehta
- Division of Immunology and Infectious Disease Biology, INtegrative GENomics of HOst-PathogEn (INGEN-HOPE) Laboratory, CSIR-Institute of Genomics and Integrative Biology (CSIR-IGIB), Delhi, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, India
| | - Ramakant Mohite
- Division of Immunology and Infectious Disease Biology, INtegrative GENomics of HOst-PathogEn (INGEN-HOPE) Laboratory, CSIR-Institute of Genomics and Integrative Biology (CSIR-IGIB), Delhi, India
| | - Kishore Tardalkar
- Department of Stem Cells & Regenerative Medicine, D. Y. Patil Education Society, Kolhapur, India
| | - Meghnad Joshi
- Department of Stem Cells & Regenerative Medicine, D. Y. Patil Education Society, Kolhapur, India
| | - Rajesh Pandey
- Division of Immunology and Infectious Disease Biology, INtegrative GENomics of HOst-PathogEn (INGEN-HOPE) Laboratory, CSIR-Institute of Genomics and Integrative Biology (CSIR-IGIB), Delhi, India
- Academy of Scientific and Innovative Research (AcSIR), Ghaziabad, India
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9
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Freen-van Heeren JJ. Posttranscriptional Events Orchestrate Immune Homeostasis of CD8 + T Cells. Methods Mol Biol 2024; 2782:65-80. [PMID: 38622392 DOI: 10.1007/978-1-0716-3754-8_4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/17/2024]
Abstract
Maintaining immune homeostasis is instrumental for host health. Immune cells, such as T cells, are instrumental for the eradication of pathogenic bacteria, fungi and viruses. Furthermore, T cells also play a major role in the fight against cancer. Through the formation of immunological memory, a pool of antigen-experienced T cells remains in the body to rapidly protect the host upon reinfection or retransformation. In order to perform their protective function, T cells produce cytolytic molecules, such as granzymes and perforin, and cytokines such as interferon γ and tumor necrosis factor α. Recently, it has become evident that posttranscriptional regulatory events dictate the kinetics and magnitude of cytokine production by murine and human CD8+ T cells. Here, the recent literature regarding the role posttranscriptional regulation plays in maintaining immune homeostasis of antigen-experienced CD8+ T cells is reviewed.
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10
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Hikmet F, Rassy M, Backman M, Méar L, Mattsson JSM, Djureinovic D, Botling J, Brunnström H, Micke P, Lindskog C. Expression of cancer-testis antigens in the immune microenvironment of non-small cell lung cancer. Mol Oncol 2023; 17:2603-2617. [PMID: 37341056 DOI: 10.1002/1878-0261.13474] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/15/2022] [Revised: 05/15/2023] [Accepted: 06/19/2023] [Indexed: 06/22/2023] Open
Abstract
The antigenic repertoire of tumors is critical for successful anti-cancer immune response and the efficacy of immunotherapy. Cancer-testis antigens (CTAs) are targets of humoral and cellular immune reactions. We aimed to characterize CTA expression in non-small cell lung cancer (NSCLC) in the context of the immune microenvironment. Of 90 CTAs validated by RNA sequencing, eight CTAs (DPEP3, EZHIP, MAGEA4, MAGEB2, MAGEC2, PAGE1, PRAME, and TKTL1) were selected for immunohistochemical profiling in cancer tissues from 328 NSCLC patients. CTA expression was compared with immune cell densities in the tumor environment and with genomic, transcriptomic, and clinical data. Most NSCLC cases (79%) expressed at least one of the analyzed CTAs, and CTA protein expression correlated generally with RNA expression. CTA profiles were associated with immune profiles: high MAGEA4 expression was related to M2 macrophages (CD163) and regulatory T cells (FOXP3), low MAGEA4 was associated with T cells (CD3), and high EZHIP was associated with plasma cell infiltration (adj. P-value < 0.05). None of the CTAs correlated with clinical outcomes. The current study provides a comprehensive evaluation of CTAs and suggests that their association with immune cells may indicate in situ immunogenic effects. The findings support the rationale to harness CTAs as targets for immunotherapy.
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Affiliation(s)
- Feria Hikmet
- Department of Immunology, Genetics and Pathology, Rudbeck Laboratory, Uppsala University, Sweden
| | - Marc Rassy
- Department of Immunology, Genetics and Pathology, Rudbeck Laboratory, Uppsala University, Sweden
| | - Max Backman
- Department of Immunology, Genetics and Pathology, Rudbeck Laboratory, Uppsala University, Sweden
| | - Loren Méar
- Department of Immunology, Genetics and Pathology, Rudbeck Laboratory, Uppsala University, Sweden
| | | | - Dijana Djureinovic
- Department of Immunology, Genetics and Pathology, Rudbeck Laboratory, Uppsala University, Sweden
- Department of Medicine (Medical Oncology), Yale University School of Medicine, New Haven, CT, USA
| | - Johan Botling
- Department of Immunology, Genetics and Pathology, Rudbeck Laboratory, Uppsala University, Sweden
| | - Hans Brunnström
- Division of Pathology, Department of Clinical Sciences Lund, Lund University, Sweden
| | - Patrick Micke
- Department of Immunology, Genetics and Pathology, Rudbeck Laboratory, Uppsala University, Sweden
| | - Cecilia Lindskog
- Department of Immunology, Genetics and Pathology, Rudbeck Laboratory, Uppsala University, Sweden
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11
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Johanna I, Daudeij A, Devina F, Nijenhuis C, Nuijen B, Romberg B, de Haar C, Haanen J, Dolstra H, Bremer E, Sebestyen Z, Straetemans T, Jedema I, Kuball J. Basics of advanced therapy medicinal product development in academic pharma and the role of a GMP simulation unit. IMMUNO-ONCOLOGY TECHNOLOGY 2023; 20:100411. [PMID: 38192616 PMCID: PMC10772236 DOI: 10.1016/j.iotech.2023.100411] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/10/2024]
Abstract
Following successes of authorized chimeric antigen receptor T-cell products being commercially marketed in the United States and European Union, product development of T-cell-based cancer immunotherapy consisting of cell-based advanced therapy medicinal products (ATMPs) has gained further momentum. Due to their complex characteristics, pharmacological properties of living cell products are, in contrast to classical biological drugs such as small molecules, more difficult to define. Despite the availability of many new advanced technologies that facilitate ATMP manufacturing, translation from research-grade to clinical-grade manufacturing in accordance with Good Manufacturing Practices (cGMP) needs a thorough product development process in order to maintain the same product characteristics and activity of the therapeutic product after full-scale clinical GMP production as originally developed within a research setting. The same holds true for transferring a fully developed GMP-grade production process between different GMP facilities. Such product development from the research to GMP-grade manufacturing and technology transfer processes of established GMP-compliant procedures between facilities are challenging. In this review, we highlight some of the main obstacles related to the product development, manufacturing process, and product analysis, as well as how these hinder rapid access to ATMPs. We elaborate on the role of academia, also referred to as 'academic pharma', and the added value of GMP production and GMP simulation facilities to keep innovation moving by reducing the development time and to keep final production costs reasonable.
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Affiliation(s)
- I. Johanna
- Department of Hematology, University Medical Center Utrecht, Utrecht
- Center for Translational Immunology, University Medical Center Utrecht, Utrecht
| | - A. Daudeij
- Center for Translational Immunology, University Medical Center Utrecht, Utrecht
| | - F. Devina
- Center for Translational Immunology, University Medical Center Utrecht, Utrecht
| | - C. Nijenhuis
- Department of Pharmacy & Pharmacology, Netherlands Cancer Institute, Amsterdam
| | - B. Nuijen
- Department of Pharmacy & Pharmacology, Netherlands Cancer Institute, Amsterdam
| | - B. Romberg
- Department of Pharmacy, University Medical Center Utrecht, Utrecht
| | - C. de Haar
- Department of Pharmacy, University Medical Center Utrecht, Utrecht
| | - J. Haanen
- Department of Medical Oncology, Netherlands Cancer Institute, Amsterdam
- Division of Molecular Oncology and Immunology, Netherlands Cancer Institute, Amsterdam
| | - H. Dolstra
- Laboratory of Hematology, Department of Laboratory Medicine, Radboud University Medical Center, Nijmegen
| | - E. Bremer
- Department of Hematology, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands
| | - Z. Sebestyen
- Center for Translational Immunology, University Medical Center Utrecht, Utrecht
| | - T. Straetemans
- Department of Hematology, University Medical Center Utrecht, Utrecht
- Center for Translational Immunology, University Medical Center Utrecht, Utrecht
| | - I. Jedema
- Division of Molecular Oncology and Immunology, Netherlands Cancer Institute, Amsterdam
| | - J. Kuball
- Department of Hematology, University Medical Center Utrecht, Utrecht
- Center for Translational Immunology, University Medical Center Utrecht, Utrecht
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12
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Rojsajjakul T, Hordeaux JJ, Choudhury GR, Hinderer CJ, Mesaros C, Wilson JM, Blair IA. Quantification of human mature frataxin protein expression in nonhuman primate hearts after gene therapy. Commun Biol 2023; 6:1093. [PMID: 37891254 PMCID: PMC10611776 DOI: 10.1038/s42003-023-05472-z] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/10/2023] [Accepted: 10/16/2023] [Indexed: 10/29/2023] Open
Abstract
Deficiency in human mature frataxin (hFXN-M) protein is responsible for the devastating neurodegenerative and cardiodegenerative disease of Friedreich's ataxia (FRDA). It results primarily through epigenetic silencing of the FXN gene by GAA triplet repeats on intron 1 of both alleles. GAA repeat lengths are most commonly between 600 and 1200 but can reach 1700. A subset of approximately 3% of FRDA patients have GAA repeats on one allele and a mutation on the other. FRDA patients die most commonly in their 30s from heart disease. Therefore, increasing expression of heart hFXN-M using gene therapy offers a way to prevent early mortality in FRDA. We used rhesus macaque monkeys to test the pharmacology of an adeno-associated virus (AAV)hu68.CB7.hFXN therapy. The advantage of using non-human primates for hFXN-M gene therapy studies is that hFXN-M and monkey FXN-M (mFXN-M) are 98.5% identical, which limits potential immunologic side-effects. However, this presented a formidable bioanalytical challenge in quantification of proteins with almost identical sequences. This could be overcome by the development of a species-specific quantitative mass spectrometry-based method, which has revealed for the first time, robust transgene-specific human protein expression in monkey heart tissue. The dose response is non-linear resulting in a ten-fold increase in monkey heart hFXN-M protein expression with only a three-fold increase in dose of the vector.
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Affiliation(s)
- Teerapat Rojsajjakul
- Penn/CHOP Friedreich's Ataxia Center of Excellence and Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Juliette J Hordeaux
- Gene Therapy Program, Departments of Medicine and Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Gourav R Choudhury
- Gene Therapy Program, Departments of Medicine and Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Christian J Hinderer
- Gene Therapy Program, Departments of Medicine and Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - Clementina Mesaros
- Penn/CHOP Friedreich's Ataxia Center of Excellence and Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA
| | - James M Wilson
- Gene Therapy Program, Departments of Medicine and Pediatrics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA.
| | - Ian A Blair
- Penn/CHOP Friedreich's Ataxia Center of Excellence and Department of Systems Pharmacology and Translational Therapeutics, Perelman School of Medicine, University of Pennsylvania, Philadelphia, PA, 19104, USA.
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13
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Gallardo-Dodd CJ, Oertlin C, Record J, Galvani RG, Sommerauer C, Kuznetsov NV, Doukoumopoulos E, Ali L, Oliveira MMS, Seitz C, Percipalle M, Nikić T, Sadova AA, Shulgina SM, Shmarov VA, Kutko OV, Vlasova DD, Orlova KD, Rykova MP, Andersson J, Percipalle P, Kutter C, Ponomarev SA, Westerberg LS. Exposure of volunteers to microgravity by dry immersion bed over 21 days results in gene expression changes and adaptation of T cells. SCIENCE ADVANCES 2023; 9:eadg1610. [PMID: 37624890 PMCID: PMC10456848 DOI: 10.1126/sciadv.adg1610] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/08/2022] [Accepted: 07/25/2023] [Indexed: 08/27/2023]
Abstract
The next steps of deep space exploration are manned missions to Moon and Mars. For safe space missions for crew members, it is important to understand the impact of space flight on the immune system. We studied the effects of 21 days dry immersion (DI) exposure on the transcriptomes of T cells isolated from blood samples of eight healthy volunteers. Samples were collected 7 days before DI, at day 7, 14, and 21 during DI, and 7 days after DI. RNA sequencing of CD3+ T cells revealed transcriptional alterations across all time points, with most changes occurring 14 days after DI exposure. At day 21, T cells showed evidence of adaptation with a transcriptional profile resembling that of 7 days before DI. At 7 days after DI, T cells again changed their transcriptional profile. These data suggest that T cells adapt by rewiring their transcriptomes in response to simulated weightlessness and that remodeling cues persist when reexposed to normal gravity.
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Affiliation(s)
- Carlos J. Gallardo-Dodd
- Department of Microbiology, Tumor and Cell Biology, Karolinska Institutet, Stockholm, Sweden
- Science for Life Laboratory, Karolinska Institutet, Stockholm, Sweden
| | - Christian Oertlin
- Department of Microbiology, Tumor and Cell Biology, Karolinska Institutet, Stockholm, Sweden
| | - Julien Record
- Department of Microbiology, Tumor and Cell Biology, Karolinska Institutet, Stockholm, Sweden
| | - Rômulo G. Galvani
- Department of Microbiology, Tumor and Cell Biology, Karolinska Institutet, Stockholm, Sweden
- Laboratory of Bioinformatics and Computational Biology, Division of Experimental and Translational Research, Brazilian National Cancer Institute (INCA), Rio de Janeiro, RJ, Brazil
- Universidade Veiga de Almeida, Rio de Janeiro, Brazil
- Laboratory for Thymus Research (LPT), Oswaldo Cruz Institute, Oswaldo Cruz Foundation (FIOCRUZ), Rio de Janeiro, Brazil
| | - Christian Sommerauer
- Department of Microbiology, Tumor and Cell Biology, Karolinska Institutet, Stockholm, Sweden
- Science for Life Laboratory, Karolinska Institutet, Stockholm, Sweden
| | - Nikolai V. Kuznetsov
- Department of Microbiology, Tumor and Cell Biology, Karolinska Institutet, Stockholm, Sweden
- Russian Federation State Research Center Institute of Biomedical Problems RAS, Moscow, Russia
| | | | - Liaqat Ali
- Program in Biology, Division of Science and Mathematics, New York University Abu Dhabi (NYUAD), Abu Dhabi, United Arab Emirates
- Core Technology Platform, NYUAD, Abu Dhabi, United Arab Emirates
| | - Mariana M. S. Oliveira
- Department of Microbiology, Tumor and Cell Biology, Karolinska Institutet, Stockholm, Sweden
| | - Christina Seitz
- Department of Microbiology, Tumor and Cell Biology, Karolinska Institutet, Stockholm, Sweden
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Mathias Percipalle
- Department of Microbiology, Tumor and Cell Biology, Karolinska Institutet, Stockholm, Sweden
| | - Tijana Nikić
- Department of Microbiology, Tumor and Cell Biology, Karolinska Institutet, Stockholm, Sweden
| | - Anastasia A. Sadova
- Russian Federation State Research Center Institute of Biomedical Problems RAS, Moscow, Russia
| | - Sofia M. Shulgina
- Russian Federation State Research Center Institute of Biomedical Problems RAS, Moscow, Russia
| | - Vjacheslav A. Shmarov
- Russian Federation State Research Center Institute of Biomedical Problems RAS, Moscow, Russia
| | - Olga V. Kutko
- Russian Federation State Research Center Institute of Biomedical Problems RAS, Moscow, Russia
| | - Daria D. Vlasova
- Russian Federation State Research Center Institute of Biomedical Problems RAS, Moscow, Russia
| | - Kseniya D. Orlova
- Russian Federation State Research Center Institute of Biomedical Problems RAS, Moscow, Russia
| | - Marina P. Rykova
- Russian Federation State Research Center Institute of Biomedical Problems RAS, Moscow, Russia
| | - John Andersson
- Institute of Environmental Medicine, Karolinska Institutet, Stockholm, Sweden
| | - Piergiorgio Percipalle
- Program in Biology, Division of Science and Mathematics, New York University Abu Dhabi (NYUAD), Abu Dhabi, United Arab Emirates
- Center for Genomics and Systems Biology, NYUAD, Abu Dhabi, United Arab Emirates
- Department of Molecular Biosciences, The Wenner-Gren Institute, Stockholm University, Stockholm, Sweden
| | - Claudia Kutter
- Department of Microbiology, Tumor and Cell Biology, Karolinska Institutet, Stockholm, Sweden
- Science for Life Laboratory, Karolinska Institutet, Stockholm, Sweden
| | - Sergey A. Ponomarev
- Russian Federation State Research Center Institute of Biomedical Problems RAS, Moscow, Russia
| | - Lisa S. Westerberg
- Department of Microbiology, Tumor and Cell Biology, Karolinska Institutet, Stockholm, Sweden
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14
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Salerno F, Howden AJM, Matheson LS, Gizlenci Ö, Screen M, Lingel H, Brunner-Weinzierl MC, Turner M. An integrated proteome and transcriptome of B cell maturation defines poised activation states of transitional and mature B cells. Nat Commun 2023; 14:5116. [PMID: 37612319 PMCID: PMC10447577 DOI: 10.1038/s41467-023-40621-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/09/2023] [Accepted: 08/03/2023] [Indexed: 08/25/2023] Open
Abstract
During B cell maturation, transitional and mature B cells acquire cell-intrinsic features that determine their ability to exit quiescence and mount effective immune responses. Here we use label-free proteomics to quantify the proteome of B cell subsets from the mouse spleen and map the differential expression of environmental sensing, transcription, and translation initiation factors that define cellular identity and function. Cross-examination of the full-length transcriptome and proteome identifies mRNAs related to B cell activation and antibody secretion that are not accompanied by detection of the encoded proteins. In addition, proteomic data further suggests that the translational repressor PDCD4 restrains B cell responses, in particular those from marginal zone B cells, to a T-cell independent antigen. In summary, our molecular characterization of B cell maturation presents a valuable resource to further explore the mechanisms underpinning the specialized functions of B cell subsets, and suggest the presence of 'poised' mRNAs that enable expedited B cell responses.
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Affiliation(s)
- Fiamma Salerno
- Immunology programme, The Babraham Institute, Cambridge, UK.
| | | | | | - Özge Gizlenci
- Immunology programme, The Babraham Institute, Cambridge, UK
| | - Michael Screen
- Immunology programme, The Babraham Institute, Cambridge, UK
| | - Holger Lingel
- Department of Experimental Pediatrics, Otto-von-Guericke-University, Magdeburg, Germany
| | | | - Martin Turner
- Immunology programme, The Babraham Institute, Cambridge, UK.
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15
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Bechara R, Vagner S, Mariette X. Post-transcriptional checkpoints in autoimmunity. Nat Rev Rheumatol 2023; 19:486-502. [PMID: 37311941 DOI: 10.1038/s41584-023-00980-y] [Citation(s) in RCA: 7] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 05/10/2023] [Indexed: 06/15/2023]
Abstract
Post-transcriptional regulation is a fundamental process in gene expression that has a role in diverse cellular processes, including immune responses. A core concept underlying post-transcriptional regulation is that protein abundance is not solely determined by transcript abundance. Indeed, transcription and translation are not directly coupled, and intervening steps occur between these processes, including the regulation of mRNA stability, localization and alternative splicing, which can impact protein abundance. These steps are controlled by various post-transcription factors such as RNA-binding proteins and non-coding RNAs, including microRNAs, and aberrant post-transcriptional regulation has been implicated in various pathological conditions. Indeed, studies on the pathogenesis of autoimmune and inflammatory diseases have identified various post-transcription factors as important regulators of immune cell-mediated and target effector cell-mediated pathological conditions. This Review summarizes current knowledge regarding the roles of post-transcriptional checkpoints in autoimmunity, as evidenced by studies in both haematopoietic and non-haematopoietic cells, and discusses the relevance of these findings for developing new anti-inflammatory therapies.
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Affiliation(s)
- Rami Bechara
- Université Paris-Saclay, Inserm, CEA, Immunologie des maladies virales, auto-immunes, hématologiques et bactériennes (IMVA-HB/IDMIT/UMR1184), Le Kremlin Bicêtre, France.
| | - Stephan Vagner
- Institut Curie, CNRS UMR3348, INSERM U1278, PSL Research University, Université Paris-Saclay, Orsay, France
| | - Xavier Mariette
- Université Paris-Saclay, Inserm, CEA, Immunologie des maladies virales, auto-immunes, hématologiques et bactériennes (IMVA-HB/IDMIT/UMR1184), Le Kremlin Bicêtre, France
- Assistance Publique - Hôpitaux de Paris, Hôpital Bicêtre, Department of Rheumatology, Le Kremlin Bicêtre, France
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16
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Blair I, Rojsajjakul T, Hordeaux J, Chaudhary G, Hinderer C, Mesaros C, Wilson J. Quantification of human mature frataxin protein expression in nonhuman primate hearts after gene therapy. RESEARCH SQUARE 2023:rs.3.rs-3121549. [PMID: 37461697 PMCID: PMC10350221 DOI: 10.21203/rs.3.rs-3121549/v1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 07/29/2023]
Abstract
Deficiency in human mature frataxin (hFXN-M) protein is responsible for the devastating neurodegenerative and cardiodegenerative disease of Friedreich's ataxia (FRDA). It results primarily by epigenetic silencing the FXN gene due to up to 1400 GAA triplet repeats in intron 1 of both alleles of the gene; a subset of approximately 3% of FRDA patients have a mutation on one allele. FRDA patients die most commonly in their 30s from heart disease. Therefore, increasing expression of heart hFXN-M using gene therapy offers a way to prevent early mortality in FRDA. We used rhesus macaque monkeys to test the pharmacology of an adeno-associated virus (AAV)hu68.CB7.hFXN therapy. The advantage of using non-human primates for hFXN-M gene therapy studies is that hFXN-M and monkey FXN-M (mFXN-M) are 98.5% identical, which limits potential immunologic side-effects. However, this presented a formidable bioanalytical challenge in quantification of proteins with almost identical sequences. This was overcome by development of a species-specific quantitative mass spectrometry-based method, which revealed for the first time, robust transgene-specific human protein expression in monkey heart tissue. The dose response was non-linear resulting in a ten-fold increase in monkey heart hFXN-M protein expression with only a three-fold increase in dose of the vector.
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Wu T, Womersley HJ, Wang JR, Scolnick J, Cheow LF. Time-resolved assessment of single-cell protein secretion by sequencing. Nat Methods 2023; 20:723-734. [PMID: 37037998 DOI: 10.1038/s41592-023-01841-y] [Citation(s) in RCA: 6] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/21/2022] [Accepted: 03/06/2023] [Indexed: 04/12/2023]
Abstract
Secreted proteins play critical roles in cellular communication. Methods enabling concurrent measurement of cellular protein secretion, phenotypes and transcriptomes are still unavailable. Here we describe time-resolved assessment of protein secretion from single cells by sequencing (TRAPS-seq). Released proteins are trapped onto the cell surface and probed by oligonucleotide-barcoded antibodies before being simultaneously sequenced with transcriptomes in single cells. We demonstrate that TRAPS-seq helps unravel the phenotypic and transcriptional determinants of the secretion of pleiotropic TH1 cytokines (IFNγ, IL-2 and TNF) in activated T cells. In addition, we show that TRAPS-seq can be used to track the secretion of multiple cytokines over time, uncovering unique molecular signatures that govern the dynamics of single-cell cytokine secretions. Our results revealed that early central memory T cells with CD45RA expression (TCMRA) are important in both the production and maintenance of polyfunctional cytokines. TRAPS-seq presents a unique tool for seamless integration of secretomics measurements with multi-omics profiling in single cells.
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Affiliation(s)
- Tongjin Wu
- Department of Biomedical Engineering, College of Design and Engineering, National University of Singapore, Singapore, Singapore
- Institute for Health Innovation and Technology, National University of Singapore, Singapore, Singapore
| | - Howard John Womersley
- Institute for Health Innovation and Technology, National University of Singapore, Singapore, Singapore
| | | | - Jonathan Scolnick
- Singleron Biotechnologies Pte. Ltd., Singapore, Singapore
- Healthy Longevity Translational Research Program, Department of Physiology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
| | - Lih Feng Cheow
- Department of Biomedical Engineering, College of Design and Engineering, National University of Singapore, Singapore, Singapore.
- Institute for Health Innovation and Technology, National University of Singapore, Singapore, Singapore.
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Turner M. Regulation and function of poised mRNAs in lymphocytes. Bioessays 2023; 45:e2200236. [PMID: 37009769 DOI: 10.1002/bies.202200236] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/07/2022] [Revised: 02/15/2023] [Accepted: 02/17/2023] [Indexed: 04/04/2023]
Abstract
Pre-existing but untranslated or 'poised' mRNA exists as a means to rapidly induce the production of specific proteins in response to stimuli and as a safeguard to limit the actions of these proteins. The translation of poised mRNA enables immune cells to express quickly genes that enhance immune responses. The molecular mechanisms that repress the translation of poised mRNA and, upon stimulation, enable translation have yet to be elucidated. They likely reflect intrinsic properties of the mRNAs and their interactions with trans-acting factors that direct poised mRNAs away from or into the ribosome. Here, I discuss mechanisms by which this might be regulated.
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Affiliation(s)
- Martin Turner
- Immunology Programme, The Babraham Institute, Cambridge, UK
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