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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; 105:607-620. [PMID: 38943226 PMCID: PMC11425855 DOI: 10.1002/cyto.a.24883] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 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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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. BIORXIV : THE PREPRINT SERVER FOR BIOLOGY 2024:2024.05.15.594394. [PMID: 38798331 PMCID: PMC11118363 DOI: 10.1101/2024.05.15.594394] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/29/2024]
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 375nm picosecond-pulsed diode laser operating at 50MHz, 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 5ms integration time per cell, resulting in a light dose of 2.65 J/cm 2 that is well below damage thresholds (25 J/cm 2 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 vs. activated (CD3/CD28/CD2) primary human T cells, and quiescent vs. 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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3
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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] [Grants] [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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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: 12] [Impact Index Per Article: 4.0] [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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Affiliation(s)
- Aric Bitton
- Department of Chemical and Materials Engineering, New Mexico State University, Las Cruces, NM, United States
| | - Jesus Sambrano
- Department of Chemical and Materials Engineering, New Mexico State University, Las Cruces, NM, United States
| | - Samantha Valentino
- Department of Chemical and Materials Engineering, New Mexico State University, Las Cruces, NM, United States
| | - Jessica P. Houston
- Department of Chemical and Materials Engineering, New Mexico State University, Las Cruces, NM, United States
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5
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Nichani K, Li J, Suzuki M, Houston JP. Evaluation of Caspase-3 Activity During Apoptosis with Fluorescence Lifetime-Based Cytometry Measurements and Phasor Analyses. Cytometry A 2020; 97:1265-1275. [PMID: 32790129 PMCID: PMC7738394 DOI: 10.1002/cyto.a.24207] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/20/2019] [Revised: 07/30/2020] [Accepted: 08/07/2020] [Indexed: 12/12/2022]
Abstract
Caspase-3 is a well-described protease with many roles that impact the fate of a cell. During apoptosis, caspase-3 acts as an executioner caspase with important proteolytic functions that lead to the final stages of programmed cell death. Owing to this key role, caspase-3 is exploited intracellularly as a target of control of apoptosis for therapeutic outcomes. Yet the activation of caspase-3 during apoptosis is challenged by other roles and functions (e.g., paracrine signaling). This brief report presents a way to track caspase-3 levels using a flow cytometer that measures excited state fluorescence lifetimes and a signal processing approach that leads to a graphical phasor-based interpretation. An established Förster resonance energy transfer (FRET) bioprobe was used for this test; the connected donor and acceptor fluorophore is cleavable by caspase-3 during apoptosis induction. With the cell-by-cell decay kinetic data and phasor analyses we generate a caspase activation trajectory, which is used to interpret activation throughout apoptosis. When lifetime-based cytometry is combined with a FRET bioprobe and phasor analyses, enzyme activation can be simplified and quantified with phase and modulation data. We envision extrapolating this approach to high content screening, and reinforce the power of phasor approaches with cytometric data. Analyses such as these can be used to cluster cells by their phase and modulation "lifetime fingerprint" when the intracellular fluorescent probe is utilized as a sensor of enzyme activity. © 2020 The Authors. Cytometry Part A published by Wiley Periodicals LLC on behalf of International Society for Advancement of Cytometry.
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Affiliation(s)
- Kapil Nichani
- Department of Chemical & Materials EngineeringNew Mexico State UniversityLas CrucesNew MexicoUSA
| | - Jianzhi Li
- Department of Chemical & Materials EngineeringNew Mexico State UniversityLas CrucesNew MexicoUSA
| | - Miho Suzuki
- Department of Functional Materials and ScienceGraduate School of Science and Engineering, Saitama UniversitySaitama338‐8570Japan
| | - Jessica P. Houston
- Department of Chemical & Materials EngineeringNew Mexico State UniversityLas CrucesNew MexicoUSA
- Department of Functional Materials and ScienceGraduate School of Science and Engineering, Saitama UniversitySaitama338‐8570Japan
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6
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Hung ST, Mukherjee S, Jimenez R. Enrichment of rare events using a multi-parameter high throughput microfluidic droplet sorter. LAB ON A CHIP 2020; 20:834-843. [PMID: 31974539 PMCID: PMC7135947 DOI: 10.1039/c9lc00790c] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/23/2023]
Abstract
High information content analysis, enrichment, and selection of rare events from a large population are of great importance in biological and biomedical research. The fluorescence lifetime of a fluorophore, a photophysical property which is independent of and complementary to fluorescence intensity, has been incorporated into various imaging and sensing techniques through microscopy, flow cytometry and droplet microfluidics. However, the throughput of fluorescence lifetime activated droplet sorting is orders of magnitude lower than that of fluorescence activated cell sorting, making it unattractive for applications such as directed evolution of enzymes, despite its highly effective compartmentalization of library members. We developed a microfluidic sorter capable of selecting fluorophores based on fluorescence lifetime and brightness at two excitation and emission colors at a maximum droplet rate of 2.5 kHz. We also present a novel selection strategy for efficiently analyzing and/or enriching rare fluorescent members from a large population which capitalizes on the Poisson distribution of analyte encapsulation into droplets. The effectiveness of the droplet sorter and the new selection strategy are demonstrated by enriching rare populations from a ∼108-member site-directed mutagenesis library of fluorescent proteins expressed in bacteria. This selection strategy can in principle be employed on many droplet sorting platforms, and thus can potentially impact broad areas of science where analysis and enrichment of rare events is needed.
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Affiliation(s)
- Sheng-Ting Hung
- JILA, NIST and University of Colorado, Boulder, Colorado 80309, USA.
| | - Srijit Mukherjee
- JILA, NIST and University of Colorado, Boulder, Colorado 80309, USA. and Department of Chemistry, University of Colorado, Boulder, Colorado 80309, USA
| | - Ralph Jimenez
- JILA, NIST and University of Colorado, Boulder, Colorado 80309, USA. and Department of Chemistry, University of Colorado, Boulder, Colorado 80309, USA
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7
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Alturkistany F, Nichani K, Houston KD, Houston JP. Fluorescence lifetime shifts of NAD(P)H during apoptosis measured by time-resolved flow cytometry. Cytometry A 2018; 95:70-79. [PMID: 30369063 PMCID: PMC6587805 DOI: 10.1002/cyto.a.23606] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/31/2018] [Revised: 08/01/2018] [Accepted: 08/20/2018] [Indexed: 12/16/2022]
Abstract
Autofluorescence from the intracellular metabolite, NAD(P)H, is a biomarker that is widely used and known to reliably screen and report metabolic activity as well as metabolic fluctuations within cells. As a ubiquitous endogenous fluorophore, NAD(P)H has a unique rate of fluorescence decay that is altered when bound to coenzymes. In this work we measure the shift in the fluorescence decay, or average fluorescence lifetime (1–3 ns), of NAD(P)H and correlate this shift to changes in metabolism that cells undergo during apoptosis. Our measurements are made with a flow cytometer designed specifically for fluorescence lifetime acquisition within the ultraviolet to violet spectrum. Our methods involved culture, treatment, and preparation of cells for cytometry and microscopy measurements. The evaluation we performed included observations and quantification of the changes in endogenous emission owing to the induction of apoptosis as well as changes in the decay kinetics of the emission measured by flow cytometry. Shifts in NAD(P)H fluorescence lifetime were observed as early as 15 min post‐treatment with an apoptosis inducing agent. Results also include a phasor analysis to evaluate free to bound ratios of NAD(P)H at different time points. We defined the free to bound ratios as the ratio of ‘short‐to‐long’ (S/L) fluorescence lifetime, where S/L was found to consistently decrease with an increase in apoptosis. With a quantitative framework such as phasor analysis, the short and long lifetime components of NAD(P)H can be used to map the cycling of free and bound NAD(P)H during the early‐to‐late stages of apoptosis. The combination of lifetime screening and phasor analyses provides the first step in high throughput metabolic profiling of single cells and can be leveraged for screening and sorting for a range of applications in biomedicine. © 2018 The Authors. Cytometry Part A published by Wiley Periodicals, Inc. on behalf of International Society for Advancement of Cytometry.
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Affiliation(s)
| | - Kapil Nichani
- Chemical & Materials Engineering, New Mexico State University, Las Cruces, New Mexico
| | - Kevin D Houston
- Chemistry & Biochemistry, New Mexico State University, Las Cruces, New Mexico.,Molecular Biology, New Mexico State University, Las Cruces, New Mexico
| | - Jessica P Houston
- Chemical & Materials Engineering, New Mexico State University, Las Cruces, New Mexico.,Molecular Biology, New Mexico State University, Las Cruces, New Mexico
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8
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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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9
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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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10
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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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11
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Shifts in the fluorescence lifetime of EGFP during bacterial phagocytosis measured by phase-sensitive flow cytometry. Sci Rep 2017; 7:40341. [PMID: 28091553 PMCID: PMC5238435 DOI: 10.1038/srep40341] [Citation(s) in RCA: 13] [Impact Index Per Article: 1.9] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2016] [Accepted: 12/05/2016] [Indexed: 12/21/2022] Open
Abstract
Phase-sensitive flow cytometry (PSFC) is a technique in which fluorescence excited state decay times are measured as fluorescently labeled cells rapidly transit a finely focused, frequency-modulated laser beam. With PSFC the fluorescence lifetime is taken as a cytometric parameter to differentiate intracellular events that are challenging to distinguish with standard flow cytometry. For example PSFC can report changes in protein conformation, expression, interactions, and movement, as well as differences in intracellular microenvironments. This contribution focuses on the latter case by taking PSFC measurements of macrophage cells when inoculated with enhanced green fluorescent protein (EGFP)-expressing E. coli. During progressive internalization of EGFP-E. coli, fluorescence lifetimes were acquired and compared to control groups. It was hypothesized that fluorescence lifetimes would correlate well with phagocytosis because phagosomes become acidified and the average fluorescence lifetime of EGFP is known to be affected by pH. We confirmed that average EGFP lifetimes consistently decreased (3 to 2 ns) with inoculation time. The broad significance of this work is the demonstration of how high-throughput fluorescence lifetime measurements correlate well to changes that are not easily tracked by intensity-only cytometry, which is affected by heterogeneous protein expression, cell-to-cell differences in phagosome formation, and number of bacterium engulfed.
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12
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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: 12] [Impact Index Per Article: 1.5] [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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13
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Probing of protein localization and shuttling in mitochondrial microcompartments by FLIM with sub-diffraction resolution. BIOCHIMICA ET BIOPHYSICA ACTA-BIOENERGETICS 2016; 1857:1290-1299. [PMID: 27016377 DOI: 10.1016/j.bbabio.2016.03.021] [Citation(s) in RCA: 14] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 12/17/2015] [Revised: 03/17/2016] [Accepted: 03/18/2016] [Indexed: 12/31/2022]
Abstract
The cell is metabolically highly compartmentalized. Especially, mitochondria host many vital reactions in their different microcompartments. However, due to their small size, these microcompartments are not accessible by conventional microscopy. Here, we demonstrate that time-correlated single-photon counting (TCSPC) fluorescence lifetime-imaging microscopy (FLIM) classifies not only mitochondria, but different microcompartments inside mitochondria. Sensor proteins in the matrix had a different lifetime than probes at membrane proteins. Localization in the outer and inner mitochondrial membrane could be distinguished by significant differences in the lifetime. The method was sensitive enough to monitor shifts in protein location within mitochondrial microcompartments. Macromolecular crowding induced by changes in the protein content significantly affected the lifetime, while oxidizing conditions or physiological pH changes had only marginal effects. We suggest that FLIM is a versatile and completive method to monitor spatiotemporal events in mitochondria. The sensitivity in the time domain allows for gaining substantial information about sub-mitochondrial localization overcoming diffraction limitation. This article is part of a Special Issue entitled 'EBEC 2016: 19th European Bioenergetics Conference, Riva del Garda, Italy, July 2-6, 2016', edited by Prof. Paolo Bernardi.
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14
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Mendenhall A, Driscoll M, Brent R. Using measures of single-cell physiology and physiological state to understand organismic aging. Aging Cell 2016; 15:4-13. [PMID: 26616110 PMCID: PMC4717262 DOI: 10.1111/acel.12424] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/19/2015] [Indexed: 01/13/2023] Open
Abstract
Genetically identical organisms in homogeneous environments have different lifespans and healthspans. These differences are often attributed to stochastic events, such as mutations and 'epimutations', changes in DNA methylation and chromatin that change gene function and expression. But work in the last 10 years has revealed differences in lifespan- and health-related phenotypes that are not caused by lasting changes in DNA or identified by modifications to DNA or chromatin. This work has demonstrated persistent differences in single-cell and whole-organism physiological states operationally defined by values of reporter gene signals in living cells. While some single-cell states, for example, responses to oxygen deprivation, were defined previously, others, such as a generally heightened ability to make proteins, were, revealed by direct experiment only recently, and are not well understood. Here, we review technical progress that promises to greatly increase the number of these measurable single-cell physiological variables and measureable states. We discuss concepts that facilitate use of single-cell measurements to provide insight into physiological states and state transitions. We assert that researchers will use this information to relate cell level physiological readouts to whole-organism outcomes, to stratify aging populations into groups based on different physiologies, to define biomarkers predictive of outcomes, and to shed light on the molecular processes that bring about different individual physiologies. For these reasons, quantitative study of single-cell physiological variables and state transitions should provide a valuable complement to genetic and molecular explanations of how organisms age.
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Affiliation(s)
| | - Monica Driscoll
- Department of Molecular Biology and BiochemistryRutgersThe State University of New JerseyPiscatawayNJUSA
| | - Roger Brent
- Division of Basic SciencesFred Hutchinson Cancer Research CenterSeattleWAUSA
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15
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Jenkins P, Naivar MA, Houston JP. Toward the measurement of multiple fluorescence lifetimes in flow cytometry: maximizing multi-harmonic content from cells and microspheres. JOURNAL OF BIOPHOTONICS 2015; 8:908-17. [PMID: 25727072 PMCID: PMC4869968 DOI: 10.1002/jbio.201400115] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/25/2014] [Revised: 12/21/2014] [Accepted: 01/23/2015] [Indexed: 05/20/2023]
Abstract
Flow cytometry is a powerful means for in vitro cellular analyses where multi-fluorescence and multi-angle light scattering can indicate unique biochemical or morphological features of single cells. Yet, to date, flow cytometry systems have lacked the ability to capture complex fluorescence dynamics due to the transient nature of flowing cells. In this contribution we introduce a simple approach for measuring multiple fluorescence lifetimes from a single cytometric event. We leverage square wave modulation, Fourier analysis, and high frequency digitization and show the ability to resolve more than one fluorescence lifetime from fluorescently-labelled cells and microspheres. Illustration of a flow cytometer capable of capturing multiple fluorescence lifetime measurements; creating potential for multi-parametric, time-resolved signals to be captured for every color channel.
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Affiliation(s)
- Patrick Jenkins
- Department of Chemical Engineering, New Mexico State University, MSC 3805 P.O. Box 30001 Las Cruces, NM 88003-8001
| | | | - Jessica P. Houston
- Department of Chemical Engineering, New Mexico State University, MSC 3805 P.O. Box 30001 Las Cruces, NM 88003-8001
- Corresponding author: , Phone: 575-646-5563, Fax: 575-646-7706
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16
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Mendenhall AR, Tedesco PM, Sands B, Johnson TE, Brent R. Single Cell Quantification of Reporter Gene Expression in Live Adult Caenorhabditis elegans Reveals Reproducible Cell-Specific Expression Patterns and Underlying Biological Variation. PLoS One 2015; 10:e0124289. [PMID: 25946008 PMCID: PMC4422670 DOI: 10.1371/journal.pone.0124289] [Citation(s) in RCA: 21] [Impact Index Per Article: 2.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/04/2014] [Accepted: 03/07/2015] [Indexed: 11/22/2022] Open
Abstract
In multicellular organisms such as Caenorhabditis elegans, differences in complex phenotypes such as lifespan correlate with the level of expression of particular engineered reporter genes. In single celled organisms, quantitative understanding of responses to extracellular signals and of cell-to-cell variation in responses has depended on precise measurement of reporter gene expression. Here, we developed microscope-based methods to quantify reporter gene expression in cells of Caenorhabditis elegans with low measurement error. We then quantified expression in strains that carried different configurations of Phsp-16.2-fluorescent-protein reporters, in whole animals, and in all 20 cells of the intestine tissue, which is responsible for most of the fluorescent signal. Some animals bore more recently developed single copy Phsp-16.2 reporters integrated at defined chromosomal sites, others, “classical” multicopy reporter gene arrays integrated at random sites. At the level of whole animals, variation in gene expression was similar: strains with single copy reporters showed the same amount of animal-to-animal variation as strains with multicopy reporters. At the level of cells, in animals with single copy reporters, the pattern of expression in cells within the tissue was highly stereotyped. In animals with multicopy reporters, the cell-specific expression pattern was also stereotyped, but distinct, and somewhat more variable. Our methods are rapid and gentle enough to allow quantification of expression in the same cells of an animal at different times during adult life. They should allow investigators to use changes in reporter expression in single cells in tissues as quantitative phenotypes, and link those to molecular differences. Moreover, by diminishing measurement error, they should make possible dissection of the causes of the remaining, real, variation in expression. Understanding such variation should help reveal its contribution to differences in complex phenotypic outcomes in multicellular organisms.
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Affiliation(s)
- Alexander R. Mendenhall
- Division of Basic Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington, United States of America
- * E-mail: (RB); (ARM)
| | - Patricia M. Tedesco
- Institute for Behavioral Genetics, University of Colorado, Boulder, Colorado, United States of America
| | - Bryan Sands
- Division of Basic Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington, United States of America
| | - Thomas E. Johnson
- Institute for Behavioral Genetics, University of Colorado, Boulder, Colorado, United States of America
- Department of Integrative Physiology, University of Colorado, Boulder, Colorado, United States of America
- Biofrontiers Institute, University of Colorado, Boulder, Colorado, United States of America
| | - Roger Brent
- Division of Basic Sciences, Fred Hutchinson Cancer Research Center, Seattle, Washington, United States of America
- * E-mail: (RB); (ARM)
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