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Liang M, Tang Q, Zhong J, Ai Y. Machine learning empowered multi-stress level electromechanical phenotyping for high-dimensional single cell analysis. Biosens Bioelectron 2023; 225:115086. [PMID: 36696849 DOI: 10.1016/j.bios.2023.115086] [Citation(s) in RCA: 10] [Impact Index Per Article: 10.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2022] [Revised: 11/17/2022] [Accepted: 01/16/2023] [Indexed: 01/20/2023]
Abstract
Microfluidics provides a powerful platform for biological analysis by harnessing the ability to precisely manipulate fluids and microparticles with integrated microsensors. Here, we introduce an imaging and impedance cell analyzer (IM2Cell), which implements single cell level impedance analysis and hydrodynamic mechanical phenotyping simultaneously. For the first time, IM2Cell demonstrates the capability of multi-stress level mechanical phenotyping. Specifically, IM2Cell is capable of characterizing cell diameter, three deformability responses, and four electrical properties. It presents high-dimensional information to give insight into subcellular components such as cell membrane, cytoplasm, cytoskeleton, and nucleus. In this work, we first validate imaging and impedance-based cell analyses separately. Then, the two techniques are combined to obtain both imaging and impedance data analyzed by machine learning method, exhibiting an improved prediction accuracy from 83.1% to 95.4% between fixed and living MDA-MB-231 breast cancer cells. Next, IM2Cell demonstrates 91.2% classification accuracy in a mixture of unlabeled MCF-10A, MCF-7, and MDA-MB-231 cell lines. Finally, an application demonstrates the potential of IM2Cell for the deformability studies of peripheral blood mononuclear cells (PBMCs) subpopulations without cumbersome isolation or labeling steps.
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Affiliation(s)
- Minhui Liang
- Pillar of Engineering Product Development, Singapore University of Technology and Design, 8 Somapah Road, Singapore, 487372, Singapore
| | - Qiang Tang
- Jiangsu Provincal Engineering Research Center for Biomedical Materials and Advanced Medical Devices, Faculty of Mechanical and Material Engineering, Huaiyin Institute of Technology, Huaian, 223003, China
| | - Jianwei Zhong
- Pillar of Engineering Product Development, Singapore University of Technology and Design, 8 Somapah Road, Singapore, 487372, Singapore
| | - Ye Ai
- Pillar of Engineering Product Development, Singapore University of Technology and Design, 8 Somapah Road, Singapore, 487372, Singapore.
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2
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Ng LG. Immune imaging: Seeing the immune system in a new light. Cell Immunol 2020; 350:104067. [PMID: 32115181 DOI: 10.1016/j.cellimm.2020.104067] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/19/2022]
Affiliation(s)
- Lai Guan Ng
- SIgN (Singapore Immunology Network), 8A, Biomedical Grove, #3 Immunos, Biopolis, Singapore 138648, Singapore.
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3
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Abstract
Humans have a close phylogenetic relationship with nonhuman primates (NHPs) and share many physiological parallels, such as highly similar immune systems, with them. Importantly, NHPs can be infected with many human or related simian viruses. In many cases, viruses replicate in the same cell types as in humans, and infections are often associated with the same pathologies. In addition, many reagents that are used to study the human immune response cross-react with NHP molecules. As such, NHPs are often used as models to study viral vaccine efficacy and antiviral therapeutic safety and efficacy and to understand aspects of viral pathogenesis. With several emerging viral infections becoming epidemic, NHPs are proving to be a very beneficial benchmark for investigating human viral infections.
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Affiliation(s)
- Jacob D Estes
- AIDS and Cancer Virus Program, Frederick National Laboratory for Cancer Research, Leidos Biomedical Research, Frederick, MD, USA
- Vaccine and Gene Therapy Institute, Oregon Health and Science University, Beaverton, OR, USA
| | - Scott W Wong
- Vaccine and Gene Therapy Institute, Oregon Health and Science University, Beaverton, OR, USA
| | - Jason M Brenchley
- Barrier Immunity Section, Laboratory of Parasitic Diseases, National Institute of Allergy and Infectious Diseases, NIH, Bethesda, MD, USA.
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4
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Hickman HD. New insights into antiviral immunity gained through intravital imaging. Curr Opin Virol 2017; 22:59-63. [PMID: 28081484 DOI: 10.1016/j.coviro.2016.11.010] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2016] [Accepted: 11/22/2016] [Indexed: 01/25/2023]
Abstract
Viral infections pose an ongoing challenge for mankind. Much of our knowledge of the immune response to viral infections comes from ex vivo analyses of infected animals, which provide important yet static information about events occurring within the host. Recently, a relatively new technique known as intravital microscopy (IVM) has been applied to the study of antiviral immunity. Intravital imaging affords a unique, real-time view of both viral dynamics and the ensuing immune response (along with their interplay) in the living animal. This review details some of the newest observations about the antiviral immune response gained using IVM.
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Affiliation(s)
- Heather D Hickman
- Laboratory of Viral Diseases, National Institutes of Allergy and Infectious Diseases, National Institutes of Health, Bethesda, MD 20892, United States.
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Hickman HD, Reynoso GV, Ngudiankama BF, Cush SS, Gibbs J, Bennink JR, Yewdell JW. CXCR3 chemokine receptor enables local CD8(+) T cell migration for the destruction of virus-infected cells. Immunity 2015; 42:524-37. [PMID: 25769612 DOI: 10.1016/j.immuni.2015.02.009] [Citation(s) in RCA: 155] [Impact Index Per Article: 17.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2014] [Revised: 01/08/2015] [Accepted: 02/20/2015] [Indexed: 12/16/2022]
Abstract
CD8(+) T cells play a critical role in limiting peripheral virus replication, yet how they locate virus-infected cells within tissues is unknown. Here, we have examined the environmental signals that CD8(+) T cells use to localize and eliminate virus-infected skin cells. Epicutaneous vaccinia virus (VV) infection, mimicking human smallpox vaccination, greatly increased expression of the CXCR3 chemokine receptor ligands CXCL9 and CXCL10 in VV-infected skin. Despite normal T cell numbers in the skin, Cxcr3(-/-) mice exhibited dramatically impaired CD8(+)-T-cell-dependent virus clearance. Intravital microscopy revealed that Cxcr3(-/-) T cells were markedly deficient in locating, engaging, and killing virus-infected cells. Further, transfer of wild-type CD8(+) T cells restored viral clearance in Cxcr3(-/-) animals. These findings demonstrate a function for CXCR3 in enhancing the ability of tissue-localized CD8(+) T cells to locate virus-infected cells and thereby exert anti-viral effector functions.
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Affiliation(s)
- Heather D Hickman
- Cell Biology and Viral Immunology Sections, Laboratory of Viral Diseases, National Institutes of Allergy and Infectious Diseases, NIH, Bethesda, MD 20892, USA.
| | - Glennys V Reynoso
- Cell Biology and Viral Immunology Sections, Laboratory of Viral Diseases, National Institutes of Allergy and Infectious Diseases, NIH, Bethesda, MD 20892, USA
| | - Barbara F Ngudiankama
- Cell Biology and Viral Immunology Sections, Laboratory of Viral Diseases, National Institutes of Allergy and Infectious Diseases, NIH, Bethesda, MD 20892, USA
| | - Stephanie S Cush
- Cell Biology and Viral Immunology Sections, Laboratory of Viral Diseases, National Institutes of Allergy and Infectious Diseases, NIH, Bethesda, MD 20892, USA
| | - James Gibbs
- Cell Biology and Viral Immunology Sections, Laboratory of Viral Diseases, National Institutes of Allergy and Infectious Diseases, NIH, Bethesda, MD 20892, USA
| | - Jack R Bennink
- Cell Biology and Viral Immunology Sections, Laboratory of Viral Diseases, National Institutes of Allergy and Infectious Diseases, NIH, Bethesda, MD 20892, USA
| | - Jonathan W Yewdell
- Cell Biology and Viral Immunology Sections, Laboratory of Viral Diseases, National Institutes of Allergy and Infectious Diseases, NIH, Bethesda, MD 20892, USA
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Abstract
The Gram-negative enteroinvasive bacterium Shigella flexneri is responsible for the endemic form of bacillary dysentery, an acute rectocolitis in humans. S. flexneri uses a type III secretion system to inject effector proteins into host cells, thus diverting cellular functions to its own benefit. Protective immunity to reinfection requires several rounds of infection to be elicited and is short-lasting, suggesting that S. flexneri interferes with the priming of specific immunity. Considering the key role played by T-lymphocyte trafficking in priming of adaptive immunity, we investigated the impact of S. flexneri on T-cell dynamics in vivo. By using two-photon microscopy to visualize bacterium-T-cell cross-talks in the lymph nodes, where the adaptive immunity is initiated, we provide evidence that S. flexneri, via its type III secretion system, impairs the migration pattern of CD4(+) T cells independently of cognate recognition of bacterial antigens. We show that bacterial invasion of CD4(+) T lymphocytes occurs in vivo, and results in cell migration arrest. In the absence of invasion, CD4(+) T-cell migration parameters are also dramatically altered. Signals resulting from S. flexneri interactions with subcapsular sinus macrophages and dendritic cells, and recruitment of polymorphonuclear cells are likely to contribute to this phenomenon. These findings indicate that S. flexneri targets T lymphocytes in vivo and highlight the role of type III effector secretion in modulating host adaptive immune responses.
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Mueller SN, Gebhardt T, Carbone FR, Heath WR. Memory T cell subsets, migration patterns, and tissue residence. Annu Rev Immunol 2012; 31:137-61. [PMID: 23215646 DOI: 10.1146/annurev-immunol-032712-095954] [Citation(s) in RCA: 580] [Impact Index Per Article: 48.3] [Reference Citation Analysis] [Abstract] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
Tissues such as the skin and mucosae are frequently exposed to microbial pathogens. Infectious agents must be quickly and efficiently controlled by our immune system, but the low frequency of naive T cells specific for any one pathogen means dependence on primary responses initiated in draining lymph nodes, often allowing time for serious infection to develop. These responses imprint effectors with the capacity to home to infected tissues; this process, combined with inflammatory signals, ensures the effective targeting of primary immunity. Upon vaccination or previous pathogen exposure, increased pathogen-specific T cell numbers together with altered migratory patterns of memory T cells can greatly improve immune efficacy, ensuring infections are prevented or at least remain subclinical. Until recently, memory T cell populations were considered to comprise central memory T cells (TCM), which are restricted to the secondary lymphoid tissues and blood, and effector memory T cells (TEM), which broadly migrate between peripheral tissues, the blood, and the spleen. Here we review evidence for these two memory populations, highlight a relatively new player, the tissue-resident memory T cell (TRM), and emphasize the potential differences between the migratory patterns of CD4(+) and CD8(+) T cells. This new understanding raises important considerations for vaccine design and for the measurement of immune parameters critical to the control of infectious disease, autoimmunity, and cancer.
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Affiliation(s)
- Scott N Mueller
- Department of Microbiology and Immunology, The University of Melbourne, Parkville, Victoria 3010, Australia.
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Abstract
The migration of neutrophils between tissue compartments is an important aspect of innate immune surveillance. This process is regulated by a cascade of cellular and molecular signals to avoid unnecessary crowding of neutrophils at the periphery, to allow rapid mobilization of neutrophils in response to inflammatory stimuli, and to return to a state of homeostasis after the response. Intravital microscopy approaches have been fundamental in unraveling many aspects of neutrophil behavior, providing important mechanistic information on the processes involved in basal and disease states. Here, we provide a broad overview of the current state of research on neutrophil biology, describing the processes in the typical life cycle of neutrophils, from their first appearance in the bone marrow until their eventual destruction. We will focus on novel aspects of neutrophil behavior, which had previously been elusive until their recent elucidation by advanced intravital microscopy techniques.
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Affiliation(s)
- Jackson LiangYao Li
- Singapore Immunology Network, Agency for Science, Technology and Research (A*STAR), 8A Biomedical Grove, #03 Immunos, Biopolis, Singapore
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Gebhardt T, Whitney PG, Zaid A, Mackay LK, Brooks AG, Heath WR, Carbone FR, Mueller SN. Different patterns of peripheral migration by memory CD4+ and CD8+ T cells. Nature 2011; 477:216-9. [PMID: 21841802 DOI: 10.1038/nature10339] [Citation(s) in RCA: 403] [Impact Index Per Article: 31.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/17/2010] [Accepted: 06/28/2011] [Indexed: 12/19/2022]
Abstract
Infections localized to peripheral tissues such as the skin result in the priming of T-cell responses that act to control pathogens. Activated T cells undergo migrational imprinting within the draining lymph nodes, resulting in memory T cells that provide local and systemic protection. Combinations of migrating and resident memory T cells have been implicated in long-term peripheral immunity, especially at the surfaces that form pathogen entry points into the body. However, T-cell immunity consists of separate CD4(+) helper T cells and CD8(+) killer T cells, with distinct effector and memory programming requirements. Whether these subsets also differ in their ability to form a migrating pool involved in peripheral immunosurveillance or a separate resident population responsible for local infection control has not been explored. Here, using mice, we show key differences in the migration and tissue localization of memory CD4(+) and CD8(+) T cells following infection of the skin by herpes simplex virus. On resolution of infection, the skin contained two distinct virus-specific memory subsets; a slow-moving population of sequestered CD8(+) T cells that were resident in the epidermis and confined largely to the original site of infection, and a dynamic population of CD4(+) T cells that trafficked rapidly through the dermis as part of a wider recirculation pattern. Unique homing-molecule expression by recirculating CD4(+) T effector-memory cells mirrored their preferential skin-migratory capacity. Overall, these results identify a complexity in memory T-cell migration, illuminating previously unappreciated differences between the CD4(+) and CD8(+) subsets.
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Affiliation(s)
- Thomas Gebhardt
- Department of Microbiology and Immunology, The University of Melbourne, Melbourne, Victoria 3010, Australia.
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Sattentau QJ. Cell-to-Cell Spread of Retroviruses. Viruses 2010; 2:1306-1321. [PMID: 21994681 PMCID: PMC3185708 DOI: 10.3390/v2061306] [Citation(s) in RCA: 100] [Impact Index Per Article: 7.1] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/19/2010] [Revised: 06/02/2010] [Accepted: 06/03/2010] [Indexed: 12/19/2022] Open
Abstract
Viruses from several families use direct cell-to-cell infection to disseminate between cells. Retroviruses are a relatively recent addition to this list, and appear to spread cell-to-cell by induction of multimolecular complexes termed virological synapses that assemble at the interface between infected and receptor-expressing target cells. Over the past five years, detailed insight into the cellular and molecular basis of virological synapse-mediated retroviral cell-to-cell spread has been obtained, but important questions and controversies have been raised that remain to be resolved. This review will focus on recent advances in the field with emphasis on areas in which work still needs to be done.
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Affiliation(s)
- Quentin J. Sattentau
- The Sir William Dunn School of Pathology, The University of Oxford, South Parks Road, Oxford OX13RE, UK; E-Mail: ; Tel.: +44 1865 275511; Fax: +44 1865 275515
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