1
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Samimi K, Pasachhe O, Guzman EC, Riendeau J, Gillette AA, Pham DL, Wiech KJ, Moore DL, Skala MC. Autofluorescence lifetime flow cytometry with time-correlated single photon counting. Cytometry A 2024. [PMID: 38943226 DOI: 10.1002/cyto.a.24883] [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: 04/01/2024] [Revised: 05/24/2024] [Accepted: 06/14/2024] [Indexed: 07/01/2024]
Abstract
Autofluorescence lifetime imaging microscopy (FLIM) is sensitive to metabolic changes in single cells based on changes in the protein-binding activities of the metabolic co-enzymes NAD(P)H. However, FLIM typically relies on time-correlated single-photon counting (TCSPC) detection electronics on laser-scanning microscopes, which are expensive, low-throughput, and require substantial post-processing time for cell segmentation and analysis. Here, we present a fluorescence lifetime-sensitive flow cytometer that offers the same TCSPC temporal resolution in a flow geometry, with low-cost single-photon excitation sources, a throughput of tens of cells per second, and real-time single-cell analysis. The system uses a 375 nm picosecond-pulsed diode laser operating at 50 MHz, alkali photomultiplier tubes, an FPGA-based time tagger, and can provide real-time phasor-based classification (i.e., gating) of flowing cells. A CMOS camera produces simultaneous brightfield images using far-red illumination. A second PMT provides two-color analysis. Cells are injected into the microfluidic channel using a syringe pump at 2-5 mm/s with nearly 5 ms integration time per cell, resulting in a light dose of 2.65 J/cm2 that is well below damage thresholds (25 J/cm2 at 375 nm). Our results show that cells remain viable after measurement, and the system is sensitive to autofluorescence lifetime changes in Jurkat T cells with metabolic perturbation (sodium cyanide), quiescent versus activated (CD3/CD28/CD2) primary human T cells, and quiescent versus activated primary adult mouse neural stem cells, consistent with prior studies using multiphoton FLIM. This TCSPC-based autofluorescence lifetime flow cytometer provides a valuable label-free method for real-time analysis of single-cell function and metabolism with higher throughput than laser-scanning microscopy systems.
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Affiliation(s)
- Kayvan Samimi
- Morgridge Institute for Research, Madison, Wisconsin, USA
| | | | | | | | | | - Dan L Pham
- Department of Biomedical Engineering, University of Wisconsin, Madison, Wisconsin, USA
| | - Kasia J Wiech
- Department of Biomedical Engineering, University of Wisconsin, Madison, Wisconsin, USA
| | - Darcie L Moore
- Department of Neuroscience, University of Wisconsin, Madison, Wisconsin, USA
| | - Melissa C Skala
- Morgridge Institute for Research, Madison, Wisconsin, USA
- Department of Biomedical Engineering, University of Wisconsin, Madison, Wisconsin, USA
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2
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Yan Z, Kavanagh T, Harrabi RDS, Lust ST, Tang C, Beavil R, Müller MM, Beavil A, Ameer-Beg S, da Silva RM, Gentleman E. FRET Sensor-Modified Synthetic Hydrogels for Real-Time Monitoring of Cell-Derived Matrix Metalloproteinase Activity using Fluorescence Lifetime Imaging. ADVANCED FUNCTIONAL MATERIALS 2024; 34:adfm.202309711. [PMID: 38779415 PMCID: PMC7615971 DOI: 10.1002/adfm.202309711] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 08/15/2023] [Indexed: 05/25/2024]
Abstract
Matrix remodeling plays central roles in a range of physiological and pathological processes and is driven predominantly by the activity of matrix metalloproteinases (MMPs), which degrade extracellular matrix (ECM) proteins. Our understanding of how MMPs regulate cell and tissue dynamics is often incomplete as in vivo approaches are lacking and many in vitro strategies cannot provide high-resolution, quantitative measures of enzyme activity in situ within tissue-like 3D microenvironments. Here, we incorporate a Förster resonance energy transfer (FRET) sensor of MMP activity into fully synthetic hydrogels that mimic many properties of the native ECM. We then use fluorescence lifetime imaging to provide a real-time, fluorophore concentration-independent quantification of MMP activity, establishing a highly accurate, readily adaptable platform for studying MMP dynamics in situ. MCF7 human breast cancer cells encapsulated within hydrogels highlight the detection of MMP activity both locally, at the sub-micron level, and within the bulk hydrogel. Our versatile platform may find use in a range of biological studies to explore questions in the dynamics of cancer metastasis, development, and tissue repair by providing high-resolution, quantitative and in situ readouts of local MMP activity within native tissue-like environments.
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Affiliation(s)
- Ziqian Yan
- Centre for Craniofacial and Regenerative Biology, King’s College London, London, UK
| | - Thomas Kavanagh
- Richard Dimbleby Laboratory of Cancer Research, School of Cancer and Pharmaceutical Sciences, King’s College London, London, UK
| | | | - Suzette T. Lust
- Centre for Craniofacial and Regenerative Biology, King’s College London, London, UK
| | - Chunling Tang
- Centre for Craniofacial and Regenerative Biology, King’s College London, London, UK
| | - Rebecca Beavil
- Randall Centre of Cell and Molecular Biophysics, King’s College London, London, UK
| | | | - Andrew Beavil
- Randall Centre of Cell and Molecular Biophysics, King’s College London, London, UK
| | - Simon Ameer-Beg
- Richard Dimbleby Laboratory of Cancer Research, School of Cancer and Pharmaceutical Sciences, King’s College London, London, UK
| | | | - Eileen Gentleman
- Centre for Craniofacial and Regenerative Biology, King’s College London, London, UK
- Department of Biomedical Sciences, University of Lausanne, Lausanne, Switzerland
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3
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von Lersner A, Fernandes F, Ozawa PM, Jackson M, Masureel M, Ho H, Lima SM, Vagner T, Sung BH, Wehbe M, Franze K, Pua H, Wilson JT, Irish JM, Weaver AM, Di Vizio D, Zijlstra A. Multiparametric Single-Vesicle Flow Cytometry Resolves Extracellular Vesicle Heterogeneity and Reveals Selective Regulation of Biogenesis and Cargo Distribution. ACS NANO 2024; 18:10464-10484. [PMID: 38578701 PMCID: PMC11025123 DOI: 10.1021/acsnano.3c11561] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/20/2023] [Revised: 03/19/2024] [Accepted: 03/27/2024] [Indexed: 04/07/2024]
Abstract
Mammalian cells release a heterogeneous array of extracellular vesicles (EVs) that contribute to intercellular communication by means of the cargo that they carry. To resolve EV heterogeneity and determine if cargo is partitioned into select EV populations, we developed a method named "EV Fingerprinting" that discerns distinct vesicle populations using dimensional reduction of multiparametric data collected by quantitative single-EV flow cytometry. EV populations were found to be discernible by a combination of membrane order and EV size, both of which were obtained through multiparametric analysis of fluorescent features from the lipophilic dye Di-8-ANEPPS incorporated into the lipid bilayer. Molecular perturbation of EV secretion and biogenesis through respective ablation of the small GTPase Rab27a and overexpression of the EV-associated tetraspanin CD63 revealed distinct and selective alterations in EV populations, as well as cargo distribution. While Rab27a disproportionately affects all small EV populations with high membrane order, the overexpression of CD63 selectively increased the production of one small EV population of intermediate membrane order. Multiplexing experiments subsequently revealed that EV cargos have a distinct, nonrandom distribution with CD63 and CD81 selectively partitioning into smaller vs larger EVs, respectively. These studies not only present a method to probe EV biogenesis but also reveal how the selective partitioning of cargo contributes to EV heterogeneity.
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Affiliation(s)
- Ariana
K. von Lersner
- Program in
Cancer Biology, Vanderbilt University, Nashville, Tennessee 37232, United
States
| | - Fabiane Fernandes
- Department
of Pathology, Microbiology and Immunology, Vanderbilt University Medical Center, Nashville, Tennessee 37232, United States
- Institute
of Applied Biosciences and Chemistry, Hogeschool
Arnhem en Nijmegen University of Applied Sciences, Nijmegen 6525 EM, Gelderland, Netherlands
| | - Patricia Midori
Murobushi Ozawa
- The
Center
for EV Research, Vanderbilt University, Nashville, Tennessee 37232, United States
- Department
of Cell and Developmental Biology, Vanderbilt
University School of Medicine, Nashville, Tennessee 37232, United States
| | - Marques Jackson
- Department
of Research Pathology, Genentech, San Francisco, California 94080, United States
| | - Matthieu Masureel
- Department
of Structural Biology, Genentech, San Francisco, California 94080, United States
| | - Hoangdung Ho
- Department
of Structural Biology, Genentech, San Francisco, California 94080, United States
| | - Sierra M. Lima
- Department
of Cell and Developmental Biology, Vanderbilt
University School of Medicine, Nashville, Tennessee 37232, United States
| | - Tatyana Vagner
- Department
of Surgery, Cedars-Sinai Medical Center, Los Angeles, California 90048, United States
| | - Bong Hwan Sung
- The
Center
for EV Research, Vanderbilt University, Nashville, Tennessee 37232, United States
- Department
of Cell and Developmental Biology, Vanderbilt
University School of Medicine, Nashville, Tennessee 37232, United States
| | - Mohamed Wehbe
- Department
of Chemical and Biomolecular Engineering, Vanderbilt University, Nashville, Tennessee 37232, United States
| | - Kai Franze
- Department
of Research Pathology, Genentech, San Francisco, California 94080, United States
- KNIME
GmbH, Konstanz 78467, Germany
| | - Heather Pua
- Department
of Pathology, Microbiology and Immunology, Vanderbilt University Medical Center, Nashville, Tennessee 37232, United States
- The
Center
for EV Research, Vanderbilt University, Nashville, Tennessee 37232, United States
| | - John T. Wilson
- Program in
Cancer Biology, Vanderbilt University, Nashville, Tennessee 37232, United
States
- Department
of Pathology, Microbiology and Immunology, Vanderbilt University Medical Center, Nashville, Tennessee 37232, United States
- The
Center
for EV Research, Vanderbilt University, Nashville, Tennessee 37232, United States
- Department
of Chemical and Biomolecular Engineering, Vanderbilt University, Nashville, Tennessee 37232, United States
| | - Jonathan M. Irish
- Program in
Cancer Biology, Vanderbilt University, Nashville, Tennessee 37232, United
States
- Department
of Pathology, Microbiology and Immunology, Vanderbilt University Medical Center, Nashville, Tennessee 37232, United States
- Department
of Cell and Developmental Biology, Vanderbilt
University School of Medicine, Nashville, Tennessee 37232, United States
| | - Alissa M. Weaver
- Program in
Cancer Biology, Vanderbilt University, Nashville, Tennessee 37232, United
States
- Department
of Pathology, Microbiology and Immunology, Vanderbilt University Medical Center, Nashville, Tennessee 37232, United States
- The
Center
for EV Research, Vanderbilt University, Nashville, Tennessee 37232, United States
- Department
of Cell and Developmental Biology, Vanderbilt
University School of Medicine, Nashville, Tennessee 37232, United States
| | - Dolores Di Vizio
- Department
of Surgery, Cedars-Sinai Medical Center, Los Angeles, California 90048, United States
| | - Andries Zijlstra
- Program in
Cancer Biology, Vanderbilt University, Nashville, Tennessee 37232, United
States
- Department
of Pathology, Microbiology and Immunology, Vanderbilt University Medical Center, Nashville, Tennessee 37232, United States
- The
Center
for EV Research, Vanderbilt University, Nashville, Tennessee 37232, United States
- Department
of Research Pathology, Genentech, San Francisco, California 94080, United States
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4
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Houston JP, Valentino S, Bitton A. Fluorescence Lifetime Measurements and Analyses: Protocols Using Flow Cytometry and High-Throughput Microscopy. Methods Mol Biol 2024; 2779:323-351. [PMID: 38526793 DOI: 10.1007/978-1-0716-3738-8_15] [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: 03/27/2024]
Abstract
This chapter focuses on applications and protocols that involve the measurement of the fluorescence lifetime as an informative cytometric parameter. The timing of fluorescence decay has been well-studied for cell counting, sorting, and imaging. Therefore, provided herein is an overview of the techniques used, how they enhance cytometry protocols, and the modern techniques used for lifetime analysis. The background and theory behind fluorescence decay kinetic measurements in cells is first discussed followed by the history of the development of time-resolved flow cytometry. These sections are followed by a review of applications that benefit from the quantitative nature of fluorescence lifetimes as a photophysical trait. Lastly, perspectives on the modern ways in which the fluorescence lifetime is scanned at high throughputs which include high-speed microscopy and machine learning are provided.
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Affiliation(s)
- Jessica P Houston
- Department of Chemical & Materials Engineering, New Mexico State University, Las Cruces, NM, USA.
| | - Samantha Valentino
- Department of Chemical & Materials Engineering, New Mexico State University, Las Cruces, NM, USA
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5
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García-Hernández LA, Martínez-Martínez E, Pazos-Solís D, Aguado-Preciado J, Dutt A, Chávez-Ramírez AU, Korgel B, Sharma A, Oza G. Optical Detection of Cancer Cells Using Lab-on-a-Chip. BIOSENSORS 2023; 13:bios13040439. [PMID: 37185514 PMCID: PMC10136345 DOI: 10.3390/bios13040439] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/28/2023] [Revised: 03/23/2023] [Accepted: 03/28/2023] [Indexed: 05/17/2023]
Abstract
The global need for accurate and efficient cancer cell detection in biomedicine and clinical diagnosis has driven extensive research and technological development in the field. Precision, high-throughput, non-invasive separation, detection, and classification of individual cells are critical requirements for successful technology. Lab-on-a-chip devices offer enormous potential for solving biological and medical problems and have become a priority research area for microanalysis and manipulating cells. This paper reviews recent developments in the detection of cancer cells using the microfluidics-based lab-on-a-chip method, focusing on describing and explaining techniques that use optical phenomena and a plethora of probes for sensing, amplification, and immobilization. The paper describes how optics are applied in each experimental method, highlighting their advantages and disadvantages. The discussion includes a summary of current challenges and prospects for cancer diagnosis.
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Affiliation(s)
- Luis Abraham García-Hernández
- Centro de Investigación y Desarrollo Tecnológico en Electroquímica, Parque Tecnológico Querétaro, Pedro Escobedo, Querétaro C.P. 76703, Mexico
| | | | - Denni Pazos-Solís
- Tecnologico de Monterrey, School of Engineering and Sciences, Centre of Bioengineering, Campus Queretaro, Querétaro C.P. 76130, Mexico
| | - Javier Aguado-Preciado
- Tecnologico de Monterrey, School of Engineering and Sciences, Centre of Bioengineering, Campus Queretaro, Querétaro C.P. 76130, Mexico
| | - Ateet Dutt
- Instituto de Investigaciones en Materiales, Circuito Exterior S/N Ciudad Universitaria, Mexico City C.P. 04510, Mexico
| | - Abraham Ulises Chávez-Ramírez
- Centro de Investigación y Desarrollo Tecnológico en Electroquímica, Parque Tecnológico Querétaro, Pedro Escobedo, Querétaro C.P. 76703, Mexico
| | - Brian Korgel
- McKetta Department of Chemical Engineering and Texas Materials Institute, The University of Texas at Austin, Austin, TX 78712-1062, USA
| | - Ashutosh Sharma
- Tecnologico de Monterrey, School of Engineering and Sciences, Centre of Bioengineering, Campus Queretaro, Querétaro C.P. 76130, Mexico
| | - Goldie Oza
- Centro de Investigación y Desarrollo Tecnológico en Electroquímica, Parque Tecnológico Querétaro, Pedro Escobedo, Querétaro C.P. 76703, Mexico
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6
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Abstract
This unit describes the basic principles of Förster resonance energy transfer (FRET). Beginning with a brief summary of the history of FRET applications, the theory of FRET is introduced in detail using figures to explain all the important parameters of the FRET process. After listing various approaches for measuring FRET efficiency, several pieces of advice are given on choosing the appropriate instrumentation. The unit concludes with a discussion of the limitations of FRET measurements followed by a few examples of the latest FRET applications, including new developments such as spectral flow cytometric FRET, single-molecule FRET, and combinations of FRET with super-resolution or lifetime imaging microscopy and with molecular dynamics simulations. © 2022 The Authors. Current Protocols published by Wiley Periodicals LLC.
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Affiliation(s)
- Ágnes Szabó
- Department of Biophysics and Cell Biology, Faculty of Medicine, University of Debrecen, Debrecen, Hungary
- ELKH-DE Cell Biology and Signaling Research Group, Faculty of Medicine, University of Debrecen, Debrecen, Hungary
| | - János Szöllősi
- Department of Biophysics and Cell Biology, Faculty of Medicine, University of Debrecen, Debrecen, Hungary
- ELKH-DE Cell Biology and Signaling Research Group, Faculty of Medicine, University of Debrecen, Debrecen, Hungary
| | - Peter Nagy
- Department of Biophysics and Cell Biology, Faculty of Medicine, University of Debrecen, Debrecen, Hungary
- ELKH-DE Cell Biology and Signaling Research Group, Faculty of Medicine, University of Debrecen, Debrecen, Hungary
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7
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Blaha ME, Hasan S, Dusny C, Belder D. Fluorescence lifetime activated droplet sorting (FLADS) for label-free sorting of Synechocystis sp. PCC6803. LAB ON A CHIP 2022; 22:1604-1614. [PMID: 35332894 DOI: 10.1039/d2lc00032f] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 06/14/2023]
Abstract
This study presents the label-free sorting of cyanobacterial cells in droplets with single-cell sensitivity based on their fluorescence lifetime. We separated living and dead cyanobacteria (Synechocystis sp. PCC6803) using fluorescence lifetime signals of the photopigment autofluorescence to indicate their photosynthetic activity. We developed a setup and a chip design to achieve live/dead sorting accuracies of more than 97% at a droplet frequency of 100 Hz with a PDMS-based chip system and standard optics using fluorescence lifetime as the sorting criterion. The obtained sorting accuracies could be experimentally confirmed by cell plating and observing the droplet sorting process via a high-speed camera. The herein presented results demonstrate the capabilities of the developed system for studying the effects of stressors on cyanobacterial physiology and the subsequent deterministic sorting of different stress-response phenotypes. This technology eliminates the need for tedious staining of cyanobacterial cells, which makes it particularly attractive for its application in the field of phototrophic microbial bio(techno)logic and in the context of cell secretion studies.
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Affiliation(s)
| | - Sadat Hasan
- Institute for Analytical Chemistry, Leipzig University, Linnéstraße 3, 04103 Leipzig, Germany.
| | - Christian Dusny
- Department Solar Materials, Helmoltz-Centre for Environmental Research - UFZ Leipzig, Permoserstr. 15, 04318 Leipzig, Germany
| | - Detlev Belder
- Institute for Analytical Chemistry, Leipzig University, Linnéstraße 3, 04103 Leipzig, Germany.
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8
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Xiao D, Zang Z, Sapermsap N, Wang Q, Xie W, Chen Y, Uei Li DD. Dynamic fluorescence lifetime sensing with CMOS single-photon avalanche diode arrays and deep learning processors. BIOMEDICAL OPTICS EXPRESS 2021; 12:3450-3462. [PMID: 34221671 PMCID: PMC8221960 DOI: 10.1364/boe.425663] [Citation(s) in RCA: 7] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 03/19/2021] [Revised: 05/07/2021] [Accepted: 05/10/2021] [Indexed: 06/13/2023]
Abstract
Measuring fluorescence lifetimes of fast-moving cells or particles have broad applications in biomedical sciences. This paper presents a dynamic fluorescence lifetime sensing (DFLS) system based on the time-correlated single-photon counting (TCSPC) principle. It integrates a CMOS 192 × 128 single-photon avalanche diode (SPAD) array, offering an enormous photon-counting throughput without pile-up effects. We also proposed a quantized convolutional neural network (QCNN) algorithm and designed a field-programmable gate array embedded processor for fluorescence lifetime determinations. The processor uses a simple architecture, showing unparallel advantages in accuracy, analysis speed, and power consumption. It can resolve fluorescence lifetimes against disturbing noise. We evaluated the DFLS system using fluorescence dyes and fluorophore-tagged microspheres. The system can effectively measure fluorescence lifetimes within a single exposure period of the SPAD sensor, paving the way for portable time-resolved devices and shows potential in various applications.
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Affiliation(s)
- Dong Xiao
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, Glasgow G4 0RE, Scotland, UK
- Department of Biomedical Engineering, University of Strathclyde, Glasgow G1 1XQ, Scotland, UK
| | - Zhenya Zang
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, Glasgow G4 0RE, Scotland, UK
- Department of Biomedical Engineering, University of Strathclyde, Glasgow G1 1XQ, Scotland, UK
| | - Natakorn Sapermsap
- Department of Physics, University of Strathclyde, Glasgow, G4 0RE, Scotland, UK
| | - Quan Wang
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, Glasgow G4 0RE, Scotland, UK
- Department of Biomedical Engineering, University of Strathclyde, Glasgow G1 1XQ, Scotland, UK
| | - Wujun Xie
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, Glasgow G4 0RE, Scotland, UK
- Department of Biomedical Engineering, University of Strathclyde, Glasgow G1 1XQ, Scotland, UK
| | - Yu Chen
- Department of Physics, University of Strathclyde, Glasgow, G4 0RE, Scotland, UK
| | - David Day Uei Li
- Strathclyde Institute of Pharmacy and Biomedical Sciences, University of Strathclyde, Glasgow G4 0RE, Scotland, UK
- Department of Biomedical Engineering, University of Strathclyde, Glasgow G1 1XQ, Scotland, UK
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9
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Samimi K, Guzman EC, Trier SM, Pham DL, Qian T, Skala MC. Time-domain single photon-excited autofluorescence lifetime for label-free detection of T cell activation. OPTICS LETTERS 2021; 46:2168-2171. [PMID: 33929445 PMCID: PMC8109150 DOI: 10.1364/ol.422445] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/09/2021] [Accepted: 04/01/2021] [Indexed: 05/12/2023]
Abstract
Fluorescence lifetime imaging microscopy (FLIM) is a powerful technique, capable of label-free assessment of the metabolic state and function within single cells. The FLIM measurements of autofluorescence were recently shown to be sensitive to the functional state and subtype of T cells. Therefore, autofluorescence FLIM could improve cell manufacturing technologies for adoptive immunotherapy, which currently require a time-intensive process of cell labeling with fluorescent antibodies. However, current autofluorescence FLIM implementations are typically too slow, bulky, and prohibitively expensive for use in cell manufacturing pipelines. Here we report a single photon-excited confocal whole-cell autofluorescence system that uses fast field-programmable gate array-based time tagging electronics to achieve time-correlated single photon counting (TCSPC) of single-cell autofluorescence. The system includes simultaneous near-infrared bright-field imaging and is sensitive to variations in the fluorescence decay profile of the metabolic coenzyme NAD(P)H in human T cells due to the activation state. The classification of activated and quiescent T cells achieved high accuracy and precision (area under the receiver operating characteristic curve, AUC = 0.92). The lower-cost, higher acquisition speed, and resistance to pile-up effects at high photon flux compared to traditional multiphoton-excited FLIM and TCSPC implementations with similar SNR make this system attractive for integration into flow cytometry, sorting, and quality control in cell manufacturing.
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Affiliation(s)
| | | | | | - Dan L. Pham
- Morgridge Institute for Research, Madison, WI 53715
- Department of Biomedical Engineering, University of Wisconsin-Madison, Madison, WI 53706
| | | | - Melissa C. Skala
- Morgridge Institute for Research, Madison, WI 53715
- Department of Biomedical Engineering, University of Wisconsin-Madison, Madison, WI 53706
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10
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Bitton A, Sambrano J, Valentino S, Houston JP. A Review of New High-Throughput Methods Designed for Fluorescence Lifetime Sensing From Cells and Tissues. FRONTIERS IN PHYSICS 2021; 9:648553. [PMID: 34007839 PMCID: PMC8127321 DOI: 10.3389/fphy.2021.648553] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/07/2023]
Abstract
Though much of the interest in fluorescence in the past has been on measuring spectral qualities such as wavelength and intensity, there are two other highly useful intrinsic properties of fluorescence: lifetime (or decay) and anisotropy (or polarization). Each has its own set of unique advantages, limitations, and challenges in detection when it comes to use in biological studies. This review will focus on the property of fluorescence lifetime, providing a brief background on instrumentation and theory, and examine the recent advancements and applications of measuring lifetime in the fields of high-throughput fluorescence lifetime imaging microscopy (HT-FLIM) and time-resolved flow cytometry (TRFC). In addition, the crossover of these two methods and their outlooks will be discussed.
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11
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Lifetime encoding in flow cytometry for bead-based sensing of biomolecular interaction. Sci Rep 2020; 10:19477. [PMID: 33173064 PMCID: PMC7655863 DOI: 10.1038/s41598-020-76150-x] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2020] [Accepted: 10/07/2020] [Indexed: 12/19/2022] Open
Abstract
To demonstrate the potential of time-resolved flow cytometry (FCM) for bioanalysis, clinical diagnostics, and optically encoded bead-based assays, we performed a proof-of-principle study to detect biomolecular interactions utilizing fluorescence lifetime (LT)-encoded micron-sized polymer beads bearing target-specific bioligands and a recently developed prototype lifetime flow cytometer (LT-FCM setup). This instrument is equipped with a single excitation light source and different fluorescence detectors, one operated in the photon-counting mode for time-resolved measurements of fluorescence decays and three detectors for conventional intensity measurements in different spectral windows. First, discrimination of bead-bound biomolecules was demonstrated in the time domain exemplarily for two targets, Streptavidin (SAv) and the tumor marker human chorionic gonadotropin (HCG). In a second step, the determination of biomolecule concentration levels was addressed representatively for the inflammation-related biomarker tumor necrosis factor (TNF-α) utilizing fluorescence intensity measurements in a second channel of the LT-FCM instrument. Our results underline the applicability of LT-FCM in the time domain for measurements of biomolecular interactions in suspension assays. In the future, the combination of spectral and LT encoding and multiplexing and the expansion of the time scale from the lower nanosecond range to the longer nanosecond and the microsecond region is expected to provide many distinguishable codes. This enables an increasing degree of multiplexing which could be attractive for high throughput screening applications.
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12
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Bene L, Damjanovich L. When the Complex Makes It Easy: Phasor Plotting as a Model Independent Representation of Fluorescence Decay in Flow Cytometry. Cytometry A 2020; 97:1211-1216. [PMID: 32876394 DOI: 10.1002/cyto.a.24223] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/18/2020] [Revised: 08/07/2020] [Accepted: 08/14/2020] [Indexed: 11/07/2022]
Affiliation(s)
- László Bene
- Department of Surgery, Faculty of Medicine, University of Debrecen, Debrecen, Hungary.,Department of Biophysics and Cell Biology, Faculty of Medicine, University of Debrecen, Debrecen, Hungary
| | - László Damjanovich
- Department of Surgery, Faculty of Medicine, University of Debrecen, Debrecen, Hungary
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13
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Poudel C, Mela I, Kaminski CF. High-throughput, multi-parametric, and correlative fluorescence lifetime imaging. Methods Appl Fluoresc 2020; 8:024005. [PMID: 32028271 PMCID: PMC8208541 DOI: 10.1088/2050-6120/ab7364] [Citation(s) in RCA: 27] [Impact Index Per Article: 6.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2019] [Revised: 12/18/2019] [Accepted: 02/06/2020] [Indexed: 12/11/2022]
Abstract
In this review, we discuss methods and advancements in fluorescence lifetime imaging microscopy that permit measurements to be performed at faster speed and higher resolution than previously possible. We review fast single-photon timing technologies and the use of parallelized detection schemes to enable high-throughput and high content imaging applications. We appraise different technological implementations of fluorescence lifetime imaging, primarily in the time-domain. We also review combinations of fluorescence lifetime with other imaging modalities to capture multi-dimensional and correlative information from a single sample. Throughout the review, we focus on applications in biomedical research. We conclude with a critical outlook on current challenges and future opportunities in this rapidly developing field.
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Affiliation(s)
- Chetan Poudel
- Department of Chemical Engineering and Biotechnology,
Philippa Fawcett Drive, University of
Cambridge, Cambridge CB3 0AS, United
Kingdom
| | - Ioanna Mela
- Department of Chemical Engineering and Biotechnology,
Philippa Fawcett Drive, University of
Cambridge, Cambridge CB3 0AS, United
Kingdom
| | - Clemens F Kaminski
- Department of Chemical Engineering and Biotechnology,
Philippa Fawcett Drive, University of
Cambridge, Cambridge CB3 0AS, United
Kingdom
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14
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Wang Y, Sayyadi N, Zheng X, Woods TA, Leif RC, Shi B, Graves SW, Piper JA, Lu Y. Time-resolved microfluidic flow cytometer for decoding luminescence lifetimes in the microsecond region. LAB ON A CHIP 2020; 20:655-664. [PMID: 31934716 DOI: 10.1039/c9lc00895k] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/12/2023]
Abstract
Time-resolved luminescence detection using long-lived probes with lifetimes in the microsecond region have shown great potential in ultrasensitive and multiplexed bioanalysis. In flow cytometry, however, the long lifetime poses a significant challenge to measure wherein the detection window is often too short to determine the decay characteristics. Here we report a time-resolved microfluidic flow cytometer (tr-mFCM) incorporating an acoustic-focusing chip, which allows slowing down of the flow while providing the same detection conditions for every target, achieving accurate lifetime measurement free of autofluorescence interference. Through configuration of the flow velocity and detection aperture with respect to the time-gating sequence, a multi-cycle luminescence decay profile is captured for every event under maximum excitation and detection efficiency. A custom fitting algorithm is then developed to resolve europium-stained polymer microspheres as well as leukemia cells against abundant fluorescent particles, achieving counting efficiency approaching 100% and lifetime CVs (coefficient of variation) around 2-6%. We further demonstrate lifetime-multiplexed detection of prostate and bladder cancer cells stained with different europium probes. Our acoustic-focusing tr-mFCM offers a practical technique for rapid screening of biofluidic samples containing multiple cell types, especially in resource-limited environments such as regional and/or underdeveloped areas as well as for point-of-care applications.
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Affiliation(s)
- Yan Wang
- ARC Centre of Excellence for Nanoscale BioPhotonics (CNBP), Macquarie University, Sydney, New South Wales 2109, Australia. and Department of Physics and Astronomy, Macquarie University, Sydney, New South Wales 2109, Australia
| | - Nima Sayyadi
- ARC Centre of Excellence for Nanoscale BioPhotonics (CNBP), Macquarie University, Sydney, New South Wales 2109, Australia. and Department of Molecular Sciences, Macquarie University, Sydney, New South Wales 2109, Australia
| | - Xianlin Zheng
- ARC Centre of Excellence for Nanoscale BioPhotonics (CNBP), Macquarie University, Sydney, New South Wales 2109, Australia. and Department of Physics and Astronomy, Macquarie University, Sydney, New South Wales 2109, Australia
| | - Travis A Woods
- Centre for Biomedical Engineering, University of New Mexico, Albuquerque, New Mexico 87131, USA
| | - Robert C Leif
- Newport Instruments, 3345 Hopi Place, San Diego, California 92117-3516, USA
| | - Bingyang Shi
- ARC Centre of Excellence for Nanoscale BioPhotonics (CNBP), Macquarie University, Sydney, New South Wales 2109, Australia. and Department of Biomedical Sciences, Macquarie University, Sydney, New South Wales 2109, Australia
| | - Steven W Graves
- Centre for Biomedical Engineering, University of New Mexico, Albuquerque, New Mexico 87131, USA
| | - James A Piper
- ARC Centre of Excellence for Nanoscale BioPhotonics (CNBP), Macquarie University, Sydney, New South Wales 2109, Australia. and Department of Physics and Astronomy, Macquarie University, Sydney, New South Wales 2109, Australia
| | - Yiqing Lu
- ARC Centre of Excellence for Nanoscale BioPhotonics (CNBP), Macquarie University, Sydney, New South Wales 2109, Australia. and Department of Physics and Astronomy, Macquarie University, Sydney, New South Wales 2109, Australia and School of Engineering, Macquarie University, Sydney, New South Wales 2109, Australia
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15
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Kage D, Hoffmann K, Nifontova G, Krivenkov V, Sukhanova A, Nabiev I, Resch-Genger U. Tempo-spectral multiplexing in flow cytometry with lifetime detection using QD-encoded polymer beads. Sci Rep 2020; 10:653. [PMID: 31959852 PMCID: PMC6971033 DOI: 10.1038/s41598-019-56938-2] [Citation(s) in RCA: 12] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/19/2019] [Accepted: 12/18/2019] [Indexed: 01/09/2023] Open
Abstract
Semiconductor quantum dots (QDs) embedded into polymer microbeads are known to be very attractive emitters for spectral multiplexing and colour encoding. Their luminescence lifetimes or decay kinetics have been, however, rarely exploited as encoding parameter, although they cover time ranges which are not easily accessible with other luminophores. We demonstrate here the potential of QDs made from II/VI semiconductors with luminescence lifetimes of several 10 ns to expand the lifetime range of organic encoding luminophores in multiplexing applications using time-resolved flow cytometry (LT-FCM). For this purpose, two different types of QD-loaded beads were prepared and characterized by photoluminescence measurements on the ensemble level and by single-particle confocal laser scanning microscopy. Subsequently, these lifetime-encoded microbeads were combined with dye-encoded microparticles in systematic studies to demonstrate the potential of these QDs to increase the number of lifetime codes for lifetime multiplexing and combined multiplexing in the time and colour domain (tempo-spectral multiplexing). These studies were done with a recently developed novel luminescence lifetime flow cytometer (LT-FCM setup) operating in the time-domain, that presents an alternative to reports on phase-sensitive lifetime detection in flow cytometry.
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Affiliation(s)
- Daniel Kage
- Federal Institute for Materials Research and Testing (BAM), Biophotonics Division 1.2, Richard-Willstätter-Str. 11, D-12489, Berlin, Germany.,Department of Physics, Humboldt-Universität zu Berlin, Newtonstr. 15, D-12489, Berlin, Germany
| | - Katrin Hoffmann
- Federal Institute for Materials Research and Testing (BAM), Biophotonics Division 1.2, Richard-Willstätter-Str. 11, D-12489, Berlin, Germany
| | - Galina Nifontova
- Laboratory of Nano-bioengineering, National Research Nuclear University MEPhI (Moscow Engineering Physics Institute), 115409, Moscow, Russian Federation
| | - Victor Krivenkov
- Laboratory of Nano-bioengineering, National Research Nuclear University MEPhI (Moscow Engineering Physics Institute), 115409, Moscow, Russian Federation
| | - Alyona Sukhanova
- Laboratoire de Recherche en Nanosciences, LRN-EA4682, Université de Reims Champagne-Ardenne, 51100, Reims, France
| | - Igor Nabiev
- Laboratory of Nano-bioengineering, National Research Nuclear University MEPhI (Moscow Engineering Physics Institute), 115409, Moscow, Russian Federation.,Laboratoire de Recherche en Nanosciences, LRN-EA4682, Université de Reims Champagne-Ardenne, 51100, Reims, France.,Sechenov First Moscow State Medical University, 119991, Moscow, Russian Federation
| | - Ute Resch-Genger
- Federal Institute for Materials Research and Testing (BAM), Biophotonics Division 1.2, Richard-Willstätter-Str. 11, D-12489, Berlin, Germany.
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16
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Hochreiter B, Kunze M, Moser B, Schmid JA. Advanced FRET normalization allows quantitative analysis of protein interactions including stoichiometries and relative affinities in living cells. Sci Rep 2019; 9:8233. [PMID: 31160659 PMCID: PMC6547726 DOI: 10.1038/s41598-019-44650-0] [Citation(s) in RCA: 20] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/19/2018] [Accepted: 05/20/2019] [Indexed: 12/31/2022] Open
Abstract
FRET (Fluorescence Resonance Energy Transfer) measurements are commonly applied to proof protein-protein interactions. However, standard methods of live cell FRET microscopy and signal normalization only allow a principle assessment of mutual binding and are unable to deduce quantitative information of the interaction. We present an evaluation and normalization procedure for 3-filter FRET measurements, which reflects the process of complex formation by plotting FRET-saturation curves. The advantage of this approach relative to traditional signal normalizations is demonstrated by mathematical simulations. Thereby, we also identify the contribution of critical parameters such as the total amount of donor and acceptor molecules and their molar ratio. When combined with a fitting procedure, this normalization facilitates the extraction of key properties of protein complexes such as the interaction stoichiometry or the apparent affinity of the binding partners. Finally, the feasibility of our method is verified by investigating three exemplary protein complexes. Altogether, our approach offers a novel method for a quantitative analysis of protein interactions by 3-filter FRET microscopy, as well as flow cytometry. To facilitate the application of this method, we created macros and routines for the programs ImageJ, R and MS-Excel, which we make publicly available.
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Affiliation(s)
- Bernhard Hochreiter
- Medical University Vienna, Center for Physiology and Pharmacology, Institute for Vascular Biology and Thrombosis Research, Vienna, Austria
| | - Markus Kunze
- Medical University Vienna, Center for Brain Research, Department of Pathobiology of the Nervous System, Vienna, Austria
| | - Bernhard Moser
- Medical University Vienna, Center for Physiology and Pharmacology, Institute for Vascular Biology and Thrombosis Research, Vienna, Austria
| | - Johannes A Schmid
- Medical University Vienna, Center for Physiology and Pharmacology, Institute for Vascular Biology and Thrombosis Research, Vienna, Austria.
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17
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Tovar M, Hengoju S, Weber T, Mahler L, Choudhary M, Becker T, Roth M. One Sensor for Multiple Colors: Fluorescence Analysis of Microdroplets in Microbiological Screenings by Frequency-Division Multiplexing. Anal Chem 2019; 91:3055-3061. [PMID: 30689354 DOI: 10.1021/acs.analchem.8b05451] [Citation(s) in RCA: 15] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/22/2022]
Abstract
High-speed multiwavelength fluorescence measurements are of paramount importance in microfluidic analytics. However, multicolor detection requires an intricate arrangement of multiple detectors and meticulously aligned filters and dichroic beamsplitters that counteract the simplicity, versatility, and low cost of microfluidic approaches. To break free from the restrictions of optical setup complexity, we introduce a simpler single-sensor setup based on laser-frequency modulation and frequency-division multiplexing (FDM). We modulate lasers to excite the sample with four non-overlapping frequency signals. A single photomultiplier tube detects all the modulated emitted light collected by an optical fiber in the microfluidic chip. Signal demodulation is performed with a lock-in amplifier separating the emitted light into four color channels in real time. This approach not only reduces complexity and provides setup flexibility but also results in improved signal quality and, thus, higher signal-to-noise ratios that translate into increased sensitivity. To validate the setup for high-throughput biological applications, we measured multiple signals from different microorganisms and fluorescently encoded droplet populations for exploring beneficial or antagonistic roles in microbial cocultivation systems, as is the case for antibiotic screening assays.
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Affiliation(s)
- Miguel Tovar
- Bio Pilot Plant , Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute , 07745 Jena , Germany.,Faculty of Biology and Pharmacy , Friedrich Schiller University , 07743 Jena , Germany
| | - Sundar Hengoju
- Bio Pilot Plant , Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute , 07745 Jena , Germany.,Faculty of Biology and Pharmacy , Friedrich Schiller University , 07743 Jena , Germany
| | - Thomas Weber
- Bio Pilot Plant , Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute , 07745 Jena , Germany.,Ilmenau University of Technology , 98693 Ilmenau , Germany
| | - Lisa Mahler
- Bio Pilot Plant , Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute , 07745 Jena , Germany.,Faculty of Biology and Pharmacy , Friedrich Schiller University , 07743 Jena , Germany
| | - Mahipal Choudhary
- Bio Pilot Plant , Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute , 07745 Jena , Germany
| | | | - Martin Roth
- Bio Pilot Plant , Leibniz Institute for Natural Product Research and Infection Biology, Hans Knöll Institute , 07745 Jena , Germany
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18
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Aluko J, Perrin C, Devauges V, Nedbal J, Poland S, Matthews D, Whittaker J, Ameer-Beg S. Semi-autonomous real-time programmable fluorescence lifetime segmentation with a digital micromirror device. OPTICS EXPRESS 2018; 26:31055-31074. [PMID: 30650697 DOI: 10.1364/oe.26.031055] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 07/11/2018] [Accepted: 08/22/2018] [Indexed: 06/09/2023]
Abstract
Time-correlated single-photon counting (TCSPC) is the gold standard for performing lifetime spectroscopy in biological assays. Traditional fluorescence lifetime imaging (FLIM) using laser scanning microscopes are inherently slow due to point scanning all pixels in the field-of-view. Wide-field implementations of TCSPC spectroscopy using microchannel plates benefit from particularly fast acquisition times at the expense of temporal resolution, and are fundamentally limited by photon counting rates. Here, we introduce programmable lifetime imaging (PLI), combining the advantages of wide-field imaging using total internal reflection excitation with state-of-the-art TCSPC detector technology for accurate lifetime determination in an object-oriented manner using a digital micromirror device (DMD). The fluorescent emission is projected onto the DMD to facilitate the sequential segmentation of fluorescence from individual objects in the field-of-view, allowing for both image acquisition and fluorescence lifetime determination of the assay. The sensitivity of PLI is demonstrated by manually segmenting fluorescence from fixed cell assays. We also demonstrate an automated implementation of PLI, using a camera as a feedback mechanism to segment fluorescence produced by emitting objects of interest in the imaging field-of-view, highlighting the advantages of measurement only in areas where valuable information exists. As a result, PLI is able to reduce acquisition time of fluorescence lifetime data by at least an order of magnitude compared to laser scanning implementations.
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19
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Kage D, Hoffmann K, Wittkamp M, Ameskamp J, Göhde W, Resch-Genger U. Luminescence lifetime encoding in time-domain flow cytometry. Sci Rep 2018; 8:16715. [PMID: 30425307 PMCID: PMC6233182 DOI: 10.1038/s41598-018-35137-5] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/06/2018] [Accepted: 10/30/2018] [Indexed: 01/04/2023] Open
Abstract
Time-resolved flow cytometry represents an alternative to commonly applied spectral or intensity multiplexing in bioanalytics. At present, the vast majority of the reports on this topic focuses on phase-domain techniques and specific applications. In this report, we present a flow cytometry platform with time-resolved detection based on a compact setup and straightforward time-domain measurements utilizing lifetime-encoded beads with lifetimes in the nanosecond range. We provide general assessment of time-domain flow cytometry and discuss the concept of this platform to address achievable resolution limits, data analysis, and requirements on suitable encoding dyes. Experimental data are complemented by numerical calculations on photon count numbers and impact of noise and measurement time on the obtained lifetime values.
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Affiliation(s)
- Daniel Kage
- Federal Institute for Materials Research and Testing (BAM), Biophotonics Division 1.2, Richard-Willstätter-Str. 11, D-12489, Berlin, Germany
- Department of Physics, Humboldt-Universität zu Berlin, Newtonstr. 15, D-12489, Berlin, Germany
| | - Katrin Hoffmann
- Federal Institute for Materials Research and Testing (BAM), Biophotonics Division 1.2, Richard-Willstätter-Str. 11, D-12489, Berlin, Germany
| | - Marc Wittkamp
- Quantum Analysis GmbH, Mendelstraße 17, D-48149, Münster, Germany
| | - Jens Ameskamp
- Quantum Analysis GmbH, Mendelstraße 17, D-48149, Münster, Germany
| | - Wolfgang Göhde
- Quantum Analysis GmbH, Mendelstraße 17, D-48149, Münster, Germany
| | - Ute Resch-Genger
- Federal Institute for Materials Research and Testing (BAM), Biophotonics Division 1.2, Richard-Willstätter-Str. 11, D-12489, Berlin, Germany.
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20
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Manna P, Hung ST, Mukherjee S, Friis P, Simpson DM, Lo MN, Palmer AE, Jimenez R. Directed evolution of excited state lifetime and brightness in FusionRed using a microfluidic sorter. Integr Biol (Camb) 2018; 10:516-526. [PMID: 30094420 PMCID: PMC6141309 DOI: 10.1039/c8ib00103k] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/31/2022]
Abstract
Green fluorescent proteins (GFP) and their blue, cyan and red counterparts offer unprecedented advantages as biological markers owing to their genetic encodability and straightforward expression in different organisms. Although significant advancements have been made towards engineering the key photo-physical properties of red fluorescent proteins (RFPs), they continue to perform sub-optimally relative to GFP variants. Advanced engineering strategies are needed for further evolution of RFPs in the pursuit of improving their photo-physics. In this report, a microfluidic sorter that discriminates members of a cell-based library based on their excited state lifetime and fluorescence intensity is used for the directed evolution of the photo-physical properties of FusionRed. In-flow measurements of the fluorescence lifetime are performed in a frequency-domain approach with sub-millisecond sampling times. Promising clones are sorted by optical force trapping with an infrared laser. Using this microfluidic sorter, mutants are generated with longer lifetimes than their precursor, FusionRed. This improvement in the excited state lifetime of the mutants leads to an increase in their fluorescence quantum yield up to 1.8-fold. In the course of evolution, we also identified one key mutation (L177M), which generated a mutant (FusionRed-M) that displayed ∼2-fold higher brightness than its precursor upon expression in mammalian (HeLa) cells. Photo-physical and mutational analyses of clones isolated at the different stages of mutagenesis reveal the photo-physical evolution towards higher in vivo brightness.
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Affiliation(s)
- Premashis Manna
- JILA, NIST and University of Colorado, Boulder, Colorado 80309, USA.
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21
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Sambrano J, Chigaev A, Nichani KS, Smagley Y, Sklar LA, Houston JP. Evaluating integrin activation with time-resolved flow cytometry. JOURNAL OF BIOMEDICAL OPTICS 2018; 23:1-10. [PMID: 29992797 PMCID: PMC6232766 DOI: 10.1117/1.jbo.23.7.075004] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 03/26/2018] [Accepted: 06/13/2018] [Indexed: 05/12/2023]
Abstract
Förster resonance energy transfer (FRET) continues to be a useful tool to study movement and interaction between proteins within living cells. When FRET as an optical technique is measured with flow cytometry, conformational changes of proteins can be rapidly measured cell-by-cell for the benefit of screening and profiling. We exploit FRET to study the extent of activation of α4β1 integrin dimers expressed on the surface of leukocytes. The stalk-like transmembrane heterodimers when not active lay bent and upon activation extend outward. Integrin extension is determined by changes in the distance of closest approach between an FRET donor and acceptor, bound at the integrin head and cell membrane, respectively. Time-resolved flow cytometry analysis revealed donor emission increases up to 17%, fluorescence lifetime shifts over 1.0 ns during activation, and FRET efficiencies of 37% and 26% corresponding to the inactive and active integrin state, respectively. Last, a graphical phasor analysis, including population clustering, gating, and formation of an FRET trajectory, added precision to a comparative analysis of populations undergoing FRET, partial donor recovery, and complete donor recovery. This work establishes a quantitative cytometric approach for profiling fluorescence donor decay kinetics during integrin conformational changes on a single-cell level.
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Affiliation(s)
- Jesus Sambrano
- New Mexico State University, Department of Chemical and Materials Engineering, Las Cruces, New Mexico, United States
| | - Alexandre Chigaev
- University of New Mexico, School of Medicine and Center for Molecular Discovery, Albuquerque, New Mexico, United States
| | - Kapil S. Nichani
- New Mexico State University, Department of Chemical and Materials Engineering, Las Cruces, New Mexico, United States
| | - Yelena Smagley
- University of New Mexico, School of Medicine and Center for Molecular Discovery, Albuquerque, New Mexico, United States
| | - Larry A. Sklar
- University of New Mexico, School of Medicine and Center for Molecular Discovery, Albuquerque, New Mexico, United States
| | - Jessica P. Houston
- New Mexico State University, Department of Chemical and Materials Engineering, Las Cruces, New Mexico, United States
- Address all correspondence to: Jessica P. Houston, E-mail:
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22
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Shrirao AB, Fritz Z, Novik EM, Yarmush GM, Schloss RS, Zahn JD, Yarmush ML. Microfluidic flow cytometry: The role of microfabrication methodologies, performance and functional specification. TECHNOLOGY 2018; 6:1-23. [PMID: 29682599 PMCID: PMC5907470 DOI: 10.1142/s2339547818300019] [Citation(s) in RCA: 26] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/03/2023]
Abstract
Flow cytometry is an invaluable tool utilized in modern biomedical research and clinical applications requiring high throughput, high resolution particle analysis for cytometric characterization and/or sorting of cells and particles as well as for analyzing results from immunocytometric assays. In recent years, research has focused on developing microfluidic flow cytometers with the motivation of creating smaller, less expensive, simpler, and more autonomous alternatives to conventional flow cytometers. These devices could ideally be highly portable, easy to operate without extensive user training, and utilized for research purposes and/or point-of-care diagnostics especially in limited resource facilities or locations requiring on-site analyses. However, designing a device that fulfills the criteria of high throughput analysis, automation and portability, while not sacrificing performance is not a trivial matter. This review intends to present the current state of the field and provide considerations for further improvement by focusing on the key design components of microfluidic flow cytometers. The recent innovations in particle focusing and detection strategies are detailed and compared. This review outlines performance matrix parameters of flow cytometers that are interdependent with each other, suggesting trade offs in selection based on the requirements of the applications. The ongoing contribution of microfluidics demonstrates that it is a viable technology to advance the current state of flow cytometry and develop automated, easy to operate and cost-effective flow cytometers.
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Affiliation(s)
- Anil B Shrirao
- Department of Biomedical Engineering, Rutgers University, 599, Taylor Road, Piscataway, NJ 08854
| | - Zachary Fritz
- Department of Biomedical Engineering, Rutgers University, 599, Taylor Road, Piscataway, NJ 08854
| | - Eric M Novik
- Hurel Corporation, 671, Suite B, U.S. Highway 1, North Brunswick, NJ 08902
| | - Gabriel M Yarmush
- Department of Biomedical Engineering, Rutgers University, 599, Taylor Road, Piscataway, NJ 08854
| | - Rene S Schloss
- Department of Biomedical Engineering, Rutgers University, 599, Taylor Road, Piscataway, NJ 08854
| | - Jeffrey D Zahn
- Department of Biomedical Engineering, Rutgers University, 599, Taylor Road, Piscataway, NJ 08854
| | - Martin L Yarmush
- Department of Biomedical Engineering, Rutgers University, 599, Taylor Road, Piscataway, NJ 08854
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23
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Houston JP, Yang Z, Sambrano J, Li W, Nichani K, Vacca G. Overview of Fluorescence Lifetime Measurements in Flow Cytometry. Methods Mol Biol 2018; 1678:421-446. [PMID: 29071689 DOI: 10.1007/978-1-4939-7346-0_18] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 06/07/2023]
Abstract
The focus of this chapter is time-resolved flow cytometry, which is broadly defined as the ability to measure the timing of fluorescence decay from excited fluorophores that pass through cytometers or high-throughput cell counting and cell sorting instruments. We focus on this subject for two main reasons: first, to discuss the nuances of hardware and software modifications needed for these measurements because currently, there are no widespread time-resolved cytometers nor a one-size-fits-all approach; and second, to summarize the application space for fluorescence lifetime-based cell counting/sorting owing to the recent increase in the number of investigators interested in this approach. Overall, this chapter is structured into three sections: (1) theory of fluorescence decay kinetics, (2) modern time-resolved flow cytometry systems, and (3) cell counting and sorting applications. These commentaries are followed by conclusions and discussion about new directions and opportunities for fluorescence lifetime measurements in flow cytometry.
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Affiliation(s)
- Jessica P Houston
- Department of Chemical & Materials Engineering, New Mexico State University, MSC, PO Box 30001, Las Cruces, NM, 88003, USA.
| | - Zhihua Yang
- Department of Chemical & Materials Engineering, New Mexico State University, MSC, PO Box 30001, Las Cruces, NM, 88003, USA
| | - Jesse Sambrano
- Department of Chemical & Materials Engineering, New Mexico State University, MSC, PO Box 30001, Las Cruces, NM, 88003, USA
| | - Wenyan Li
- Department of Chemical & Materials Engineering, New Mexico State University, MSC, PO Box 30001, Las Cruces, NM, 88003, USA
| | - Kapil Nichani
- Department of Chemical & Materials Engineering, New Mexico State University, MSC, PO Box 30001, Las Cruces, NM, 88003, USA
| | - Giacomo Vacca
- Kinetic River Corp., 897, Independence Avenue, Suite 4A, Mountain View, CA, 94043-2357, USA
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24
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Abstract
In the past decades, investigation of protein-protein interactions in situ in living or intact cells has gained expanding importance as structure/function relationships proposed from bulk biochemistry and molecular modeling experiments required confirmation at the cellular level. Förster (fluorescence) resonance energy transfer (FRET)-based methods are excellent tools for determining proximity and supramolecular organization of biomolecules at the cell surface or inside the cell. This could well be the basis for the increasing popularity of FRET. In fact, the number of publications exploiting FRET has exploded since the turn of the millennium. Interestingly, most applications are microscope-based, and only a fraction employs flow cytometry, even though the latter offers great statistical power owed to the potentially huge number of individually measured cells. However, with the increased availability of multi-laser flow cytometers, strategies to obtain absolute FRET efficiencies can now be relatively facilely implemented. In this chapter, we intend to provide generally useable protocols for measuring FRET in flow cytometry. After a concise theoretical introduction, recipes are provided for successful labeling techniques and measurement approaches. The simple, quenching-based population-level measurement, the classic ratiometric, intensity-based technique providing cell-by-cell actual FRET efficiencies, and a more advanced version of the latter, allowing for cell-by-cell autofluorescence correction are described. An Excel macro pre-loaded with spectral data of the most commonly used fluorophores is also provided for easy calculation of average FRET efficiencies. Finally, points of caution are given to help design proper experiments and critically interpret the results.
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Affiliation(s)
- László Ujlaky-Nagy
- Department of Biophysics and Cell Biology, MTA-DE Cell Biology and Signaling Research Group, Faculty of Medicine, University of Debrecen, Debrecen, Hungary
| | - Péter Nagy
- Department of Biophysics and Cell Biology, Faculty of Medicine, University of Debrecen, Debrecen, Hungary
| | - János Szöllősi
- Department of Biophysics and Cell Biology, MTA-DE Cell Biology and Signaling Research Group, Faculty of Medicine, University of Debrecen, Debrecen, Hungary
| | - György Vereb
- Department of Biophysics and Cell Biology, MTA-DE Cell Biology and Signaling Research Group, Faculty of Medicine, Faculty of Pharmacy, University of Debrecen, Debrecen, Hungary.
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25
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Skilitsi AI, Turko T, Cianfarani D, Barre S, Uhring W, Hassiepen U, Léonard J. Towards sensitive, high-throughput, biomolecular assays based on fluorescence lifetime. Methods Appl Fluoresc 2017; 5:034002. [PMID: 28699919 DOI: 10.1088/2050-6120/aa7f66] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.6] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 02/06/2023]
Abstract
Time-resolved fluorescence detection for robust sensing of biomolecular interactions is developed by implementing time-correlated single photon counting in high-throughput conditions. Droplet microfluidics is used as a promising platform for the very fast handling of low-volume samples. We illustrate the potential of this very sensitive and cost-effective technology in the context of an enzymatic activity assay based on fluorescently-labeled biomolecules. Fluorescence lifetime detection by time-correlated single photon counting is shown to enable reliable discrimination between positive and negative control samples at a throughput as high as several hundred samples per second.
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Affiliation(s)
- Anastasia Ioanna Skilitsi
- Université de Strasbourg, CNRS, Institut de Physique et Chimie des Matériaux de Strasbourg, UMR 7504, F-67000 Strasbourg, France
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26
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Huang C, Lan W, Wang F, Zhang C, Liu X, Chen Q. Establishment of a Human Breast Cancer Model by Fusion PCR for In Vivo and In Vitro Fluorescence Imaging of Human Breast Cancer. DNA Cell Biol 2016; 36:50-57. [PMID: 27893280 DOI: 10.1089/dna.2016.3531] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.1] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/31/2023] Open
Abstract
This study aimed to construct a breast cancer model that could continuously express the genes of luciferase and green fluorescent protein. The genes luciferase, EGFP, and Neo were obtained by fusion polymerase chain reaction (PCR) and inserted into pAAV-MCS. The pAAV-Luciferase-EGFP-Neo vector was transfected into MDA-MB-231 cells. After antibiotic resistance gene screening and limiting dilution assay, we constructed a monoclonal stable cell line that expresses the fusion protein Luciferase-EGFP. In comparison with the polyclonal stable cell line, the monoclonal cell line had good genetic stability and was not different from the parental cell line MDA-MB-231. The monoclonal stable cell line would be ideal for a breast cancer model. Indices of fluorescence imaging can be applied to fluorescence imaging in vitro and in vivo, providing a straightforward and reliable system for breast cancer and drug discovery research.
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Affiliation(s)
- Can Huang
- 1 College of Life Science, Shanghai University , Shanghai, China .,2 Suzhou Institute of Biomedical Engineering and Technology , Chinese Academy of Sciences, Suzhou, China
| | - Wenjun Lan
- 3 College of Life Science and Technology, China Pharmaceutical University , Nanjing, China
| | - Feifei Wang
- 1 College of Life Science, Shanghai University , Shanghai, China .,2 Suzhou Institute of Biomedical Engineering and Technology , Chinese Academy of Sciences, Suzhou, China
| | - Chun Zhang
- 2 Suzhou Institute of Biomedical Engineering and Technology , Chinese Academy of Sciences, Suzhou, China
| | - Xiaomei Liu
- 2 Suzhou Institute of Biomedical Engineering and Technology , Chinese Academy of Sciences, Suzhou, China
| | - Qin Chen
- 1 College of Life Science, Shanghai University , Shanghai, China
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Szöllősi J, Vereb G, Nagy P. The flow of events: How the sequence of molecular interactions is seen by the latest, user-friendly high throughput flow cytometric FRET. Cytometry A 2016; 89:881-885. [DOI: 10.1002/cyto.a.22994] [Citation(s) in RCA: 6] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/10/2016] [Revised: 09/12/2016] [Accepted: 09/15/2016] [Indexed: 12/22/2022]
Affiliation(s)
- János Szöllősi
- Department of Biophysics and Cell Biology, Faculty of Medicine; University of Debrecen; Debrecen Hungary
- MTA-DE Cell Biology and Signaling Research Group, Department of Biophysics and Cell Biology, Faculty of Medicine, University of Debrecen; Debrecen Hungary
| | - György Vereb
- Department of Biophysics and Cell Biology, Faculty of Medicine; University of Debrecen; Debrecen Hungary
| | - Péter Nagy
- Department of Biophysics and Cell Biology, Faculty of Medicine; University of Debrecen; Debrecen Hungary
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Houston J, Tárnok A. Perspectives of an ISAC Marylou Ingram Scholar. Cytometry A 2016; 89:627-8. [PMID: 27442839 DOI: 10.1002/cyto.a.22908] [Citation(s) in RCA: 5] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2016] [Accepted: 06/27/2016] [Indexed: 01/08/2023]
Affiliation(s)
- Jessica Houston
- Chemical & Materials Engineering, New Mexico State University, Las Cruces, New Mexico
| | - Attila Tárnok
- Saxonian Incubator for Clinical Translation (SIKT), University Leipzig, Leipzig, Germany.,Institute of Clinical Immunology, Medical Faculty, University of Leipzig, Leipzig, Germany
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29
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Cao R, Jenkins P, Peria W, Sands B, Naivar M, Brent R, Houston JP. Phasor plotting with frequency-domain flow cytometry. OPTICS EXPRESS 2016; 24:14596-607. [PMID: 27410612 PMCID: PMC5025209 DOI: 10.1364/oe.24.014596] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.9] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/08/2016] [Revised: 05/14/2016] [Accepted: 06/04/2016] [Indexed: 05/23/2023]
Abstract
Interest in time resolved flow cytometry is growing. In this paper, we collect time-resolved flow cytometry data and use it to create polar plots showing distributions that are a function of measured fluorescence decay rates from individual fluorescently-labeled cells and fluorescent microspheres. Phasor, or polar, graphics are commonly used in fluorescence lifetime imaging microscopy (FLIM). In FLIM measurements, the plotted points on a phasor graph represent the phase-shift and demodulation of the frequency-domain fluorescence signal collected by the imaging system for each image pixel. Here, we take a flow cytometry cell counting system, introduce into it frequency-domain optoelectronics, and process the data so that each point on a phasor plot represents the phase shift and demodulation of an individual cell or particle. In order to demonstrate the value of this technique, we show that phasor graphs can be used to discriminate among populations of (i) fluorescent microspheres, which are labeled with one fluorophore type; (ii) Chinese hamster ovary (CHO) cells labeled with one and two different fluorophore types; and (iii) Saccharomyces cerevisiae cells that express combinations of fluorescent proteins with different fluorescence lifetimes. The resulting phasor plots reveal differences in the fluorescence lifetimes within each sample and provide a distribution from which we can infer the number of cells expressing unique single or dual fluorescence lifetimes. These methods should facilitate analysis time resolved flow cytometry data to reveal complex fluorescence decay kinetics.
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Affiliation(s)
- Ruofan Cao
- Department of Chemical and Materials Engineering, New Mexico State University, MSC 3805, PO BOX 30001, 1040 South Horseshoe Drive, Las Cruces, NM 88003,
USA
- The Key Laboratory of Biomedical Information Engineering of Ministry of Education, School of Life Science and Technology, Xi'an Jiaotong University, Xi'an, Shanxi,
China
- Bioinspired Engineering and Biomechanics Center, Xi'an Jiaotong University, Xi'an, Shanxi,
China
| | - Patrick Jenkins
- Department of Chemical and Materials Engineering, New Mexico State University, MSC 3805, PO BOX 30001, 1040 South Horseshoe Drive, Las Cruces, NM 88003,
USA
| | - William Peria
- Fred Hutchinson Cancer Research Center, Seattle, WA,
USA
| | - Bryan Sands
- Fred Hutchinson Cancer Research Center, Seattle, WA,
USA
| | | | - Roger Brent
- Fred Hutchinson Cancer Research Center, Seattle, WA,
USA
| | - Jessica P. Houston
- Department of Chemical and Materials Engineering, New Mexico State University, MSC 3805, PO BOX 30001, 1040 South Horseshoe Drive, Las Cruces, NM 88003,
USA
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30
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Zhang Y, Watts BR, Guo T, Zhang Z, Xu C, Fang Q. Optofluidic Device Based Microflow Cytometers for Particle/Cell Detection: A Review. MICROMACHINES 2016; 7:mi7040070. [PMID: 30407441 PMCID: PMC6189758 DOI: 10.3390/mi7040070] [Citation(s) in RCA: 15] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 03/01/2016] [Revised: 04/04/2016] [Accepted: 04/12/2016] [Indexed: 11/28/2022]
Abstract
Optofluidic devices combining micro-optical and microfluidic components bring a host of new advantages to conventional microfluidic devices. Aspects, such as optical beam shaping, can be integrated on-chip and provide high-sensitivity and built-in optical alignment. Optofluidic microflow cytometers have been demonstrated in applications, such as point-of-care diagnostics, cellular immunophenotyping, rare cell analysis, genomics and analytical chemistry. Flow control, light guiding and collecting, data collection and data analysis are the four main techniques attributed to the performance of the optofluidic microflow cytometer. Each of the four areas is discussed in detail to show the basic principles and recent developments. 3D microfabrication techniques are discussed in their use to make these novel microfluidic devices, and the integration of the whole system takes advantage of the miniaturization of each sub-system. The combination of these different techniques is a spur to the development of microflow cytometers, and results show the performance of many types of microflow cytometers developed recently.
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Affiliation(s)
- Yushan Zhang
- School of Biomedical Engineering, McMaster University, 1280 Main Street West, Hamilton, ON L8S 4L8, Canada.
| | - Benjamin R Watts
- ArtIC Photonics, 260 Terence Matthews Cres, Ottawa, ON K2M 2C7, Canada.
| | - Tianyi Guo
- School of Biomedical Engineering, McMaster University, 1280 Main Street West, Hamilton, ON L8S 4L8, Canada.
| | - Zhiyi Zhang
- Information and Communication Technologies, National Research Council of Canada, 1200 Montreal Road, Ottawa, ON K1A 0R6, Canada.
| | - Changqing Xu
- Department of Engineering Physics, McMaster University, 1280 Main Street West, Hamilton, ON L8S 4L8, Canada.
| | - Qiyin Fang
- Department of Engineering Physics, McMaster University, 1280 Main Street West, Hamilton, ON L8S 4L8, Canada.
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Poland SP, Erdogan AT, Krstajić N, Levitt J, Devauges V, Walker RJ, Li DDU, Ameer-Beg SM, Henderson RK. New high-speed centre of mass method incorporating background subtraction for accurate determination of fluorescence lifetime. OPTICS EXPRESS 2016; 24:6899-915. [PMID: 27136986 DOI: 10.1364/oe.24.006899] [Citation(s) in RCA: 17] [Impact Index Per Article: 2.1] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/19/2023]
Abstract
We demonstrate an implementation of a centre-of-mass method (CMM) incorporating background subtraction for use in multifocal fluorescence lifetime imaging microscopy to accurately determine fluorescence lifetime in live cell imaging using the Megaframe camera. The inclusion of background subtraction solves one of the major issues associated with centre-of-mass approaches, namely the sensitivity of the algorithm to background signal. The algorithm, which is predominantly implemented in hardware, provides real-time lifetime output and allows the user to effectively condense large amounts of photon data. Instead of requiring the transfer of thousands of photon arrival times, the lifetime is simply represented by one value which allows the system to collect data up to limit of pulse pile-up without any limitations on data transfer rates. In order to evaluate the performance of this new CMM algorithm with existing techniques (i.e. rapid lifetime determination and Levenburg-Marquardt), we imaged live MCF-7 human breast carcinoma cells transiently transfected with FRET standards. We show that, it offers significant advantages in terms of lifetime accuracy and insensitivity to variability in dark count rate (DCR) between Megaframe camera pixels. Unlike other algorithms no prior knowledge of the expected lifetime is required to perform lifetime determination. The ability of this technique to provide real-time lifetime readout makes it extremely useful for a number of applications.
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Rocca FMD, Nedbal J, Tyndall D, Krstajić N, Li DDU, Ameer-Beg SM, Henderson RK. Real-time fluorescence lifetime actuation for cell sorting using a CMOS SPAD silicon photomultiplier. OPTICS LETTERS 2016; 41:673-6. [PMID: 26872160 DOI: 10.1364/ol.41.000673] [Citation(s) in RCA: 11] [Impact Index Per Article: 1.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/12/2023]
Abstract
Time-correlated single photon counting (TCSPC) is a fundamental fluorescence lifetime measurement technique offering high signal to noise ratio (SNR). However, its requirement for complex software algorithms for histogram processing restricts throughput in flow cytometers and prevents on-the-fly sorting of cells. We present a single-point digital silicon photomultiplier (SiPM) detector accomplishing real-time fluorescence lifetime-activated actuation targeting cell sorting applications in flow cytometry. The sensor also achieves burst-integrated fluorescence lifetime (BIFL) detection by TCSPC. The SiPM is a single-chip complementary metal-oxide-semiconductor (CMOS) sensor employing a 32×32 single-photon avalanche diode (SPAD) array and eight pairs of time-interleaved time to digital converters (TI-TDCs) with a 50 ps minimum timing resolution. The sensor's pile-up resistant embedded center of mass method (CMM) processor accomplishes low-latency measurement and thresholding of fluorescence lifetime. A digital control signal is generated with a 16.6 μs latency for cell sorter actuation allowing a maximum cell throughput of 60,000 cells per second and an error rate of 0.6%.
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