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Wu X, Yang X, Dai Y, Zhao Z, Zhu J, Guo H, Yang R. Single-cell sequencing to multi-omics: technologies and applications. Biomark Res 2024; 12:110. [PMID: 39334490 PMCID: PMC11438019 DOI: 10.1186/s40364-024-00643-4] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2024] [Accepted: 08/17/2024] [Indexed: 09/30/2024] Open
Abstract
Cells, as the fundamental units of life, contain multidimensional spatiotemporal information. Single-cell RNA sequencing (scRNA-seq) is revolutionizing biomedical science by analyzing cellular state and intercellular heterogeneity. Undoubtedly, single-cell transcriptomics has emerged as one of the most vibrant research fields today. With the optimization and innovation of single-cell sequencing technologies, the intricate multidimensional details concealed within cells are gradually unveiled. The combination of scRNA-seq and other multi-omics is at the forefront of the single-cell field. This involves simultaneously measuring various omics data within individual cells, expanding our understanding across a broader spectrum of dimensions. Single-cell multi-omics precisely captures the multidimensional aspects of single-cell transcriptomes, immune repertoire, spatial information, temporal information, epitopes, and other omics in diverse spatiotemporal contexts. In addition to depicting the cell atlas of normal or diseased tissues, it also provides a cornerstone for studying cell differentiation and development patterns, disease heterogeneity, drug resistance mechanisms, and treatment strategies. Herein, we review traditional single-cell sequencing technologies and outline the latest advancements in single-cell multi-omics. We summarize the current status and challenges of applying single-cell multi-omics technologies to biological research and clinical applications. Finally, we discuss the limitations and challenges of single-cell multi-omics and potential strategies to address them.
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Affiliation(s)
- Xiangyu Wu
- Department of Urology, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, 321 Zhongshan Road, Nanjing, 210008, Jiangsu, China
| | - Xin Yang
- Department of Urology, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, 321 Zhongshan Road, Nanjing, 210008, Jiangsu, China
| | - Yunhan Dai
- Medical School, Nanjing University, Nanjing, China
| | - Zihan Zhao
- Department of Urology, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, 321 Zhongshan Road, Nanjing, 210008, Jiangsu, China
| | - Junmeng Zhu
- Department of Oncology, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, Nanjing, China
| | - Hongqian Guo
- Department of Urology, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, 321 Zhongshan Road, Nanjing, 210008, Jiangsu, China.
| | - Rong Yang
- Department of Urology, Nanjing Drum Tower Hospital, Affiliated Hospital of Medical School, Nanjing University, 321 Zhongshan Road, Nanjing, 210008, Jiangsu, China.
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Amini A, Klenerman P, Provine NM. Role of mucosal-associated invariant T cells in coronavirus disease 2019 vaccine immunogenicity. Curr Opin Virol 2024; 67:101412. [PMID: 38838550 PMCID: PMC11511680 DOI: 10.1016/j.coviro.2024.101412] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/18/2024] [Revised: 05/07/2024] [Accepted: 05/08/2024] [Indexed: 06/07/2024]
Abstract
Mucosal-associated invariant T (MAIT) cells are an unconventional T cell population that are highly abundant in humans. They possess a semi-invariant T cell receptor (TCR) that recognises microbial metabolites formed during riboflavin biosynthesis, presented on a nonpolymorphic MHC-like molecule MR1. MAIT cells possess an array of effector functions, including type 1, type 17, and tissue repair activity. Deployment of these functions depends on the stimuli they receive through their TCR and/or cytokine receptors. Strong cytokine signalling, such as in response to vaccination, can bypass TCR triggering and provokes a strong proinflammatory response. Although data are still emerging, multiple aspects of MAIT cell biology are associated with modulation of immunity induced by the coronavirus disease 2019 mRNA and adenovirus vector vaccines. In this review, we will address how MAIT cells may play a role in immunogenicity of vaccines against severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) and how these cells can be harnessed as cellular adjuvants.
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Affiliation(s)
- Ali Amini
- Translational Gastroenterology Unit, Nuffield Department of Medicine - Experimental Medicine, University of Oxford, UK
| | - Paul Klenerman
- Translational Gastroenterology Unit, Nuffield Department of Medicine - Experimental Medicine, University of Oxford, UK; Peter Medawar Building for Pathogen Research, Nuffield Department of Medicine, University of Oxford, UK; Pandemic Sciences Institute, Nuffield Department of Medicine, University of Oxford, UK.
| | - Nicholas M Provine
- Pandemic Sciences Institute, Nuffield Department of Medicine, University of Oxford, UK; Centre for Human Genetics, Nuffield Department of Medicine, University of Oxford, UK.
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Terzoli S, Marzano P, Cazzetta V, Piazza R, Sandrock I, Ravens S, Tan L, Prinz I, Balin S, Calvi M, Carletti A, Cancellara A, Coianiz N, Franzese S, Frigo A, Voza A, Calcaterra F, Di Vito C, Della Bella S, Mikulak J, Mavilio D. Expansion of memory Vδ2 T cells following SARS-CoV-2 vaccination revealed by temporal single-cell transcriptomics. NPJ Vaccines 2024; 9:63. [PMID: 38509155 PMCID: PMC10954735 DOI: 10.1038/s41541-024-00853-9] [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: 01/20/2023] [Accepted: 03/05/2024] [Indexed: 03/22/2024] Open
Abstract
γδ T cells provide rapid cellular immunity against pathogens. Here, we conducted matched single-cell RNA-sequencing and γδ-TCR-sequencing to delineate the molecular changes in γδ T cells during a longitudinal study following mRNA SARS-CoV-2 vaccination. While the first dose of vaccine primes Vδ2 T cells, it is the second administration that significantly boosts their immune response. Specifically, the second vaccination uncovers memory features of Vδ2 T cells, shaped by the induction of AP-1 family transcription factors and characterized by a convergent central memory signature, clonal expansion, and an enhanced effector potential. This temporally distinct effector response of Vδ2 T cells was also confirmed in vitro upon stimulation with SARS-CoV-2 spike-peptides. Indeed, the second challenge triggers a significantly higher production of IFNγ by Vδ2 T cells. Collectively, our findings suggest that mRNA SARS-CoV-2 vaccination might benefit from the establishment of long-lasting central memory Vδ2 T cells to confer protection against SARS-CoV-2 infection.
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Affiliation(s)
- Sara Terzoli
- Laboratory of Clinical and Experimental Immunology, IRCCS Humanitas Research Hospital, Milan, Rozzano, Italy
- Department of Biomedical Sciences, Humanitas University, Milan, Pieve Emanuele, Italy
| | - Paolo Marzano
- Department of Medical Biotechnology and Translational Medicine, University of Milan, Milan, Italy
| | - Valentina Cazzetta
- Laboratory of Clinical and Experimental Immunology, IRCCS Humanitas Research Hospital, Milan, Rozzano, Italy
- Department of Medical Biotechnology and Translational Medicine, University of Milan, Milan, Italy
| | - Rocco Piazza
- Department of Medicine and Surgery, University of Milan-Bicocca, Monza, Italy
| | - Inga Sandrock
- Institute of Immunology, Hannover Medical School (MHH), Hannover, Germany
| | - Sarina Ravens
- Institute of Immunology, Hannover Medical School (MHH), Hannover, Germany
| | - Likai Tan
- Institute of Systems Immunology, Hamburg Center for Translational Immunology (HCTI), University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Immo Prinz
- Institute of Immunology, Hannover Medical School (MHH), Hannover, Germany
- Institute of Systems Immunology, Hamburg Center for Translational Immunology (HCTI), University Medical Center Hamburg-Eppendorf, Hamburg, Germany
| | - Simone Balin
- Department of Medical Biotechnology and Translational Medicine, University of Milan, Milan, Italy
| | - Michela Calvi
- Laboratory of Clinical and Experimental Immunology, IRCCS Humanitas Research Hospital, Milan, Rozzano, Italy
- Department of Medical Biotechnology and Translational Medicine, University of Milan, Milan, Italy
| | - Anna Carletti
- Laboratory of Clinical and Experimental Immunology, IRCCS Humanitas Research Hospital, Milan, Rozzano, Italy
| | - Assunta Cancellara
- Laboratory of Clinical and Experimental Immunology, IRCCS Humanitas Research Hospital, Milan, Rozzano, Italy
- Department of Medical Biotechnology and Translational Medicine, University of Milan, Milan, Italy
| | - Nicolò Coianiz
- Laboratory of Clinical and Experimental Immunology, IRCCS Humanitas Research Hospital, Milan, Rozzano, Italy
| | - Sara Franzese
- Laboratory of Clinical and Experimental Immunology, IRCCS Humanitas Research Hospital, Milan, Rozzano, Italy
| | - Alessandro Frigo
- Laboratory of Clinical and Experimental Immunology, IRCCS Humanitas Research Hospital, Milan, Rozzano, Italy
- Department of Medical Biotechnology and Translational Medicine, University of Milan, Milan, Italy
| | - Antonio Voza
- Department of Biomedical Sciences, Humanitas University, Milan, Pieve Emanuele, Italy
- Department of Biomedical Unit, IRCCS Humanitas Research Hospital, Milan, Rozzano, Italy
| | - Francesca Calcaterra
- Laboratory of Clinical and Experimental Immunology, IRCCS Humanitas Research Hospital, Milan, Rozzano, Italy
| | - Clara Di Vito
- Laboratory of Clinical and Experimental Immunology, IRCCS Humanitas Research Hospital, Milan, Rozzano, Italy
| | - Silvia Della Bella
- Laboratory of Clinical and Experimental Immunology, IRCCS Humanitas Research Hospital, Milan, Rozzano, Italy
- Department of Medical Biotechnology and Translational Medicine, University of Milan, Milan, Italy
| | - Joanna Mikulak
- Laboratory of Clinical and Experimental Immunology, IRCCS Humanitas Research Hospital, Milan, Rozzano, Italy.
| | - Domenico Mavilio
- Laboratory of Clinical and Experimental Immunology, IRCCS Humanitas Research Hospital, Milan, Rozzano, Italy.
- Department of Medical Biotechnology and Translational Medicine, University of Milan, Milan, Italy.
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N’guessan KF, Machmach K, Swafford I, Costanzo MC, Wieczorek L, Kim D, Akapirat S, Polonis VR, Pitisuttithum P, Nitayaphan S, Gurunathan S, Sinangil F, Chariyalertsak S, Ake JA, O’connell RJ, Vasan S, Paquin-Proulx D. Innate immune cell activation after HIV-1 vaccine administration is associated with increased antibody production. Front Immunol 2024; 15:1339727. [PMID: 38420129 PMCID: PMC10900843 DOI: 10.3389/fimmu.2024.1339727] [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: 11/16/2023] [Accepted: 01/25/2024] [Indexed: 03/02/2024] Open
Abstract
The RV144 Thai phase III clinical trial's canarypox-protein HIV vaccine regimen showed modest efficacy in reducing infection. We therefore sought to determine the effects of vaccine administration on innate cell activation and subsequent associations with vaccine-induced immune responses. RV306 was a randomized, double-blind clinical trial in HIV-uninfected Thai adults that tested delayed boosting following the RV144 regimen. PBMC collected from RV306 participants prior to and 3 days after the last boost were used to investigate innate immune cell activation. Our analysis showed an increase in CD38+ mucosal associated invariant T (MAIT) cells, CD38+ invariant natural killer T (iNKT) cells, CD38+ γδ T cells, CD38+, CD69+ and HLA-DR+ NK cells 3 days after vaccine administration. An increase in CD14-CD16+ non-classical monocytes and CD14+CD16+ intermediate monocytes accompanied by a decrease in CD14+CD16- classical monocytes was also associated with vaccine administration. Inclusion of ALVAC-HIV in the boost did not further increase MAIT, iNKT, γδ T, and NK cell activation or increase the proportion of non-classical monocytes. Additionally, NK cell activation 3 days after vaccination was positively associated with antibody titers of HIV Env-specific total IgG and IgG1. Vδ1 T cell activation 3 days after vaccine administration was associated with HIV Env-specific IgG3 titers. Finally, we observed trending associations between MAIT cell activation and Env-specific IgG3 titers and between NK cell activation and TH023 pseudovirus neutralization titers. Our study identifies a potential role for innate cells, specifically NK, MAIT, and γδ T cells, in promoting antibody responses following HIV-1 vaccine administration.
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Affiliation(s)
- Kombo F. N’guessan
- United States Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, MD, United States
- Military HIV Research Program (MHRP), Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD, United States
| | - Kawthar Machmach
- United States Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, MD, United States
- Military HIV Research Program (MHRP), Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD, United States
| | - Isabella Swafford
- United States Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, MD, United States
- Military HIV Research Program (MHRP), Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD, United States
| | - Margaret C. Costanzo
- United States Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, MD, United States
- Military HIV Research Program (MHRP), Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD, United States
| | - Lindsay Wieczorek
- United States Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, MD, United States
- Military HIV Research Program (MHRP), Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD, United States
| | - Dohoon Kim
- United States Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, MD, United States
- Military HIV Research Program (MHRP), Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD, United States
| | - Siriwat Akapirat
- Military HIV Research Program (MHRP), Armed Forces Research Institute for Medical Sciences, Bangkok, Thailand
| | - Victoria R. Polonis
- United States Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, MD, United States
| | | | - Sorachai Nitayaphan
- Military HIV Research Program (MHRP), Armed Forces Research Institute for Medical Sciences, Bangkok, Thailand
| | | | - Faruk Sinangil
- Global Solutions for Infectious Diseases, Lafayette, CA, United States
| | - Suwat Chariyalertsak
- Research Institute for Health Sciences, Chiang Mai University, Chiang Mai, Thailand
- Faculty of Public Health, Chiang Mai University, Chiang Mai, Thailand
| | - Julie A. Ake
- United States Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, MD, United States
| | - Robert J. O’connell
- United States Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, MD, United States
- Military HIV Research Program (MHRP), Armed Forces Research Institute for Medical Sciences, Bangkok, Thailand
| | - Sandhya Vasan
- United States Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, MD, United States
- Military HIV Research Program (MHRP), Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD, United States
| | - Dominic Paquin-Proulx
- United States Military HIV Research Program, Walter Reed Army Institute of Research, Silver Spring, MD, United States
- Military HIV Research Program (MHRP), Henry M. Jackson Foundation for the Advancement of Military Medicine, Bethesda, MD, United States
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