2
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Kwok SJJ, Forward S, Fahlberg MD, Assita ER, Cosgriff S, Lee SH, Abbott GR, Zhu H, Minasian NH, Vote AS, Martino N, Yun SH. High-dimensional multi-pass flow cytometry via spectrally encoded cellular barcoding. Nat Biomed Eng 2024; 8:310-324. [PMID: 38036616 DOI: 10.1038/s41551-023-01144-9] [Citation(s) in RCA: 1] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2022] [Accepted: 10/21/2023] [Indexed: 12/02/2023]
Abstract
Advances in immunology, immuno-oncology, drug discovery and vaccine development demand improvements in the capabilities of flow cytometry to allow it to measure more protein markers per cell at multiple timepoints. However, the size of panels of fluorophore markers is limited by overlaps in fluorescence-emission spectra, and flow cytometers typically perform cell measurements at one timepoint. Here we describe multi-pass high-dimensional flow cytometry, a method leveraging cellular barcoding via microparticles emitting near-infrared laser light to track and repeatedly measure each cell using more markers and fewer colours. By using live human peripheral blood mononuclear cells, we show that the method enables the time-resolved characterization of the same cells before and after stimulation, their analysis via a 10-marker panel with minimal compensation for spectral spillover and their deep immunophenotyping via a 32-marker panel, where the same cells are analysed in 3 back-to-back cycles with 10-13 markers per cycle, reducing overall spillover and simplifying marker-panel design. Cellular barcoding in flow cytometry extends the utility of the technique for high-dimensional multi-pass single-cell analyses.
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Affiliation(s)
| | | | | | | | | | | | | | - Han Zhu
- LASE Innovation Inc., Woburn, MA, USA
| | | | | | - Nicola Martino
- Harvard Medical School and Wellman Center for Photomedicine, Massachusetts General Hospital, Cambridge, MA, USA
| | - Seok-Hyun Yun
- Harvard Medical School and Wellman Center for Photomedicine, Massachusetts General Hospital, Cambridge, MA, USA.
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4
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Kurth F, Tai YK, Parate D, van Oostrum M, Schmid YRF, Toh SJ, Yap JLY, Wollscheid B, Othman A, Dittrich PS, Franco-Obregón A. Cell-Derived Vesicles as TRPC1 Channel Delivery Systems for the Recovery of Cellular Respiratory and Proliferative Capacities. ACTA ACUST UNITED AC 2020; 4:e2000146. [PMID: 32875708 DOI: 10.1002/adbi.202000146] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/08/2020] [Revised: 07/28/2020] [Indexed: 11/07/2022]
Abstract
Pulsed electromagnetic fields (PEMFs) are capable of specifically activating a TRPC1-mitochondrial axis underlying cell expansion and mitohormetic survival adaptations. This study characterizes cell-derived vesicles (CDVs) generated from C2C12 murine myoblasts and shows that they are equipped with the sufficient molecular machinery to confer mitochondrial respiratory capacity and associated proliferative responses upon their fusion with recipient cells. CDVs derived from wild type C2C12 myoblasts include the cation-permeable transient receptor potential (TRP) channels, TRPC1 and TRPA1, and directly respond to PEMF exposure with TRPC1-mediated calcium entry. By contrast, CDVs derived from C2C12 muscle cells in which TRPC1 has been genetically knocked-down using CRISPR/Cas9 genome editing, do not. Wild type C2C12-derived CDVs are also capable of restoring PEMF-induced proliferative and mitochondrial activation in two C2C12-derived TRPC1 knockdown clonal cell lines in accordance to their endogenous degree of TRPC1 suppression. C2C12 wild type CDVs respond to menthol with calcium entry and accumulation, likewise verifying TRPA1 functional gating and further corroborating compartmental integrity. Proteomic and lipidomic analyses confirm the surface membrane origin of the CDVs providing an initial indication of the minimal cellular machinery required to recover mitochondrial function. CDVs hence possess the potential of restoring respiratory and proliferative capacities to senescent cells and tissues.
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Affiliation(s)
- Felix Kurth
- Department of Biosystems Science and Engineering, Bioanalytics Group, ETH Zurich, Mattenstrasse 26, Basel, 4058, Switzerland
| | - Yee Kit Tai
- Department of Surgery, Yong Loo Lin School of Medicine, National University of Singapore, MD6, 14 Medical Drive, Singapore, 117599, Singapore.,BioIonic Currents Electromagnetic Pulsing Systems Laboratory, BICEPS, National University of Singapore, MD6, 14 Medical Drive, Singapore, 117599, Singapore
| | - Dinesh Parate
- Department of Surgery, Yong Loo Lin School of Medicine, National University of Singapore, MD6, 14 Medical Drive, Singapore, 117599, Singapore.,BioIonic Currents Electromagnetic Pulsing Systems Laboratory, BICEPS, National University of Singapore, MD6, 14 Medical Drive, Singapore, 117599, Singapore
| | - Marc van Oostrum
- Institute of Translational Medicine, Department of Health Sciences and Technology, ETH Zurich, Otto-Stern-Weg 3, Zurich, 8093, Switzerland
| | - Yannick R F Schmid
- Department of Biosystems Science and Engineering, Bioanalytics Group, ETH Zurich, Mattenstrasse 26, Basel, 4058, Switzerland
| | - Shi Jie Toh
- Department of Surgery, Yong Loo Lin School of Medicine, National University of Singapore, MD6, 14 Medical Drive, Singapore, 117599, Singapore.,BioIonic Currents Electromagnetic Pulsing Systems Laboratory, BICEPS, National University of Singapore, MD6, 14 Medical Drive, Singapore, 117599, Singapore
| | - Jasmine Lye Yee Yap
- Department of Surgery, Yong Loo Lin School of Medicine, National University of Singapore, MD6, 14 Medical Drive, Singapore, 117599, Singapore.,BioIonic Currents Electromagnetic Pulsing Systems Laboratory, BICEPS, National University of Singapore, MD6, 14 Medical Drive, Singapore, 117599, Singapore
| | - Bernd Wollscheid
- Institute of Translational Medicine, Department of Health Sciences and Technology, ETH Zurich, Otto-Stern-Weg 3, Zurich, 8093, Switzerland
| | - Alaa Othman
- Institute of Translational Medicine, Department of Health Sciences and Technology, ETH Zurich, Otto-Stern-Weg 3, Zurich, 8093, Switzerland.,Institute of Molecular Systems Biology, Department of Biology, ETH Zurich, Zurich, 8093, Switzerland.,Institute for Clinical Chemistry, University Hospital Zurich, Zurich, 8091, Switzerland
| | - Petra S Dittrich
- Department of Biosystems Science and Engineering, Bioanalytics Group, ETH Zurich, Mattenstrasse 26, Basel, 4058, Switzerland
| | - Alfredo Franco-Obregón
- Department of Surgery, Yong Loo Lin School of Medicine, National University of Singapore, MD6, 14 Medical Drive, Singapore, 117599, Singapore.,BioIonic Currents Electromagnetic Pulsing Systems Laboratory, BICEPS, National University of Singapore, MD6, 14 Medical Drive, Singapore, 117599, Singapore.,Institute for Health Innovation & Technology, iHealthtech, National University of Singapore, MD6, 14 Medical Drive, Singapore, 117599, Singapore
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5
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Czechowska K, Lannigan J, Wang L, Arcidiacono J, Ashhurst TM, Barnard RM, Bauer S, Bispo C, Bonilla DL, Brinkman RR, Cabanski M, Chang HD, Chakrabarti L, Chojnowski G, Cotleur B, Degheidy H, Dela Cruz GV, Eck S, Elliott J, Errington R, Filby A, Gagnon D, Gardner R, Green C, Gregory M, Groves CJ, Hall C, Hammes F, Hedrick M, Hoffman R, Icha J, Ivaska J, Jenner DC, Jones D, Kerckhof FM, Kukat C, Lanham D, Leavesley S, Lee M, Lin-Gibson S, Litwin V, Liu Y, Molloy J, Moore JS, Müller S, Nedbal J, Niesner R, Nitta N, Ohlsson-Wilhelm B, Paul NE, Perfetto S, Portat Z, Props R, Radtke S, Rayanki R, Rieger A, Rogers S, Rubbens P, Salomon R, Schiemann M, Sharpe J, Sonder SU, Stewart JJ, Sun Y, Ulrich H, Van Isterdael G, Vitaliti A, van Vreden C, Weber M, Zimmermann J, Vacca G, Wallace P, Tárnok A. Cyt-Geist: Current and Future Challenges in Cytometry: Reports of the CYTO 2018 Conference Workshops. Cytometry A 2020; 95:598-644. [PMID: 31207046 DOI: 10.1002/cyto.a.23777] [Citation(s) in RCA: 16] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/30/2022]
Affiliation(s)
| | - Joanne Lannigan
- Flow Cytometry Core, University of Virginia, School of Medicine, 1300 Jefferson Park Ave., Charlottesville, Virginia
| | - Lili Wang
- Biosystems and Biomaterials Division, National Institute of Standards and Technology (NIST), 100 Bureau Drive, Stop 8312, Gaithersburg, Maryland
| | - Judith Arcidiacono
- Office of Tissues and Advanced Therapies, Center for Biologics Evaluation and Research, Food and Drug Administration, 10903 New Hampshire Avenue, Silver Spring, Maryland
| | - Thomas M Ashhurst
- Sydney Cytometry Facility, Discipline of Pathology, and Ramaciotti Facility for Human Systems Biology; Charles Perkins Centre, The University of Sydney and Centenary Institute, New South Wales, Australia
| | - Ruth M Barnard
- GlaxoSmithKline, Gunnels Wood Road, Stevenage, Herts SG1 2NY, UK
| | - Steven Bauer
- Office of Tissues and Advanced Therapies, Center for Biologics Evaluation and Research, Food and Drug Administration, 10903 New Hampshire Avenue, Silver Spring, Maryland
| | - Cláudia Bispo
- UCSF Parnassus Flow Cytometry Core Facility, 513 Parnassus Ave, San Francisco, California
| | - Diana L Bonilla
- Department of Immunology, The University of Texas MD Anderson Cancer Center, Houston, Texas
| | - Ryan R Brinkman
- Department of Medical Genetics, University of British Columbia, Vancouver, Canada.,Terry Fox Laboratory, BC Cancer, Vancouver, Canada
| | - Maciej Cabanski
- Novartis Pharma AG, Fabrikstrasse 10-4.27.02, CH-4056, Basel, Switzerland
| | - Hyun-Dong Chang
- Schwiete-Laboratory Microbiota and Inflammation, German Rheumatism Research Centre Berlin (DRFZ), a Leibniz Institute, Berlin, Germany
| | - Lina Chakrabarti
- Research and Development, MedImmune, an AstraZeneca Company, One Medimmune Way, Gaithersburg, Maryland
| | - Grace Chojnowski
- QIMR Berghofer Medical Research Institute, 300 Herston Road, Herston, Queensland 4006, Australia
| | | | - Heba Degheidy
- Office of Tissues and Advanced Therapies, Center for Biologics Evaluation and Research, Food and Drug Administration, 10903 New Hampshire Avenue, Silver Spring, Maryland
| | - Gelo V Dela Cruz
- Flow Cytometry Platform, Novo Nordisk Center for Stem Cell Biology - Danstem, University of Copenhagen, 3B Blegdamsvej, DK-2200, Copenhagen, Denmark
| | - Steven Eck
- Research and Development, MedImmune, an AstraZeneca Company, One Medimmune Way, Gaithersburg, Maryland
| | - John Elliott
- Biosystems and Biomaterials Division, National Institute of Standards and Technology (NIST), 100 Bureau Drive, Stop 8312, Gaithersburg, Maryland
| | | | - Andy Filby
- Newcastle University, Flow Cytometry Core Facility, Newcastle upon Tyne, Tyne and Wear NE1 7RU, UK
| | | | - Rui Gardner
- Memorial Sloan Kettering Cancer Center, Flow Cytometry Core, New York, New York
| | | | - Michael Gregory
- Division of Advanced Research Technologies, New York University Langone Health, New York, New York
| | - Christopher J Groves
- Research and Development, MedImmune, an AstraZeneca Company, One Medimmune Way, Gaithersburg, Maryland
| | | | - Frederik Hammes
- Eawag, Swiss Federal Institute of Aquatic Science and Technology, Dübendorf, Switzerland
| | | | | | - Jaroslav Icha
- Turku Centre for Biotechnology, University of Turku and Åbo Akademi University, Turku, Finland
| | - Johanna Ivaska
- Turku Centre for Biotechnology, University of Turku and Åbo Akademi University, Turku, Finland.,Department of Biochemistry, University of Turku, Turku, Finland
| | - Dominic C Jenner
- Defence Science and Technology Laboratory, Chemical Biological and Radiological Division, Porton Down, Salisbury, Wiltshire SP4 0JQ, UK
| | | | - Frederiek-Maarten Kerckhof
- Center for Microbial Ecology and Technology, Department of Biotechnology, Faculty of Bioscience Engineering, Ghent University, Ghent, Belgium
| | - Christian Kukat
- FACS & Imaging Core Facility, Max Planck Institute for Biology of Ageing, Joseph-Stelzmann-Str. 9b, 50931, Köln, Germany
| | | | | | - Michael Lee
- The University California San Francisco, 505 Parnassus Ave, San Francisco, California
| | - Sheng Lin-Gibson
- Biosystems and Biomaterials Division, National Institute of Standards and Technology (NIST), 100 Bureau Drive, Stop 8312, Gaithersburg, Maryland
| | - Virginia Litwin
- Memorial Sloan Kettering Cancer Center, Flow Cytometry Core, New York, New York
| | | | - Jenny Molloy
- Department of Plant Sciences, University of Cambridge, Cambridge, CB2 3EA, UK
| | | | - Susann Müller
- Working Group Flow Cytometry, Department of Environmental Microbiology, Helmholtz Center for Environmental Research (UFZ), Leipzig, Germany
| | - Jakub Nedbal
- Marylou Ingram ISAC Scholar, King's College London, UK
| | - Raluca Niesner
- Marylou Ingram ISAC Scholar, German Rheumatism Research Centre, Berlin, Germany
| | - Nao Nitta
- Department of Chemistry, The University of Tokyo
| | - Betsy Ohlsson-Wilhelm
- SciGro, North Central Office, Foster Plaza 5, Suite 300/PMB 20, 651 Holiday Drive, Pittsburgh, Pennsylvania
| | - Nicole E Paul
- LMA CyTOF Core, Dana-Faber Cancer Institute, 450 Brookline Avenue, Boston, Massachusetts
| | - Stephen Perfetto
- Vaccine Research Center, National Institute of Allergy and Infectious Diseases, National Institute of Health (NIH), 40 Convent Drive, Bethesda, Maryland
| | - Ziv Portat
- Weizmann Institute of Science, Life Sciences Core Facilities, Flow Cytometry Unit, Rehovot, 7610001, Israel
| | - Ruben Props
- Center for Microbial Ecology and Technology, Department of Biotechnology, Faculty of Bioscience Engineering, Ghent University, Ghent, Belgium
| | - Stefan Radtke
- Fred Hutchinson Cancer Research Center, 1100 Fairview Ave. N., Seattle, Washington
| | - Radhika Rayanki
- Research and Development, MedImmune, an AstraZeneca Company, One Medimmune Way, Gaithersburg, Maryland
| | - Aja Rieger
- Faculty of Medicine and Dentistry Flow Cytometry Facility, Department of Medical Microbiology & Immunology, University of Alberta, 6-020C Katz Group Centre for Pharmacy and Health Research, Canada
| | - Samson Rogers
- TTP plc, Melbourn Science Park, Melbourn, Hertfordshire SG8 6EE, UK
| | - Peter Rubbens
- KERMIT, Department of Data Analysis and Mathematical Modelling, Faculty of Bioscience Engineering, Ghent University, Ghent, Belgium
| | - Robert Salomon
- Garvan-Weizmann Centre for Cellular Genomics, Garvan Institute of Medical Research, New South Wales, Australia
| | - Matthias Schiemann
- Institute for Medical Microbiology, Immunology and Hygiene, Technische Universität München, Munich, Germany
| | - John Sharpe
- Cytonome/ST LLC, 9 Oak Park Drive, Bedford, Massachusetts
| | | | - Jennifer J Stewart
- Flow Contract Site Laboratory, LLC 18323, Bothell, Everett Highway, Suite 110, Bothell, Washington
| | | | - Henning Ulrich
- Department of Biochemistry, Institute of Chemistry, University of São Paulo, São Paulo, Brazil
| | - Gert Van Isterdael
- VIB Flow Core, VIB Center for Inflammation Research, Technologiepark-Zwijnaarde 71, B-9052, Ghent, Belgium.,Department of Biomedical Molecular Biology, Ghent University, Ghent, Belgium
| | | | - Caryn van Vreden
- Sydney Cytometry Facility and Ramaciotti Facility for Human Systems Biology, The University of Sydney and Centenary Institute, Camperdown, New South Wales 2050, Australia
| | - Michael Weber
- Department of Cell Biology, Harvard Medical School, Boston, Massachusetts
| | - Jacob Zimmermann
- Mucosal Immunology and Host-Microbial Mutualism laboratories, Department for BioMedical Research, University of Bern, Bern, Switzerland
| | | | - Paul Wallace
- Roswell Park Comprehensive Cancer Center, New York
| | - Attila Tárnok
- Institute for Medical Informatics, Statistics and Epidemiology (IMISE), University of Leipzig, Leipzig, Germany.,Department Therapy Validation, Fraunhofer Institute for Cell Therapy and Immunology IZI, Leipzig, Germany
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