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      Mass Cytometry for the Assessment of Immune Reconstitution After Hematopoietic Stem Cell Transplantation

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          Abstract

          Mass cytometry, or Cytometry by Time-Of-Flight, is a powerful new platform for high-dimensional single-cell analysis of the immune system. It enables the simultaneous measurement of over 40 markers on individual cells through the use of monoclonal antibodies conjugated to rare-earth heavy-metal isotopes. In contrast to the fluorochromes used in conventional flow cytometry, metal isotopes display minimal signal overlap when resolved by single-cell mass spectrometry. This review focuses on the potential of mass cytometry as a novel technology for studying immune reconstitution in allogeneic hematopoietic stem cell transplant (HSCT) recipients. Reconstitution of a healthy donor-derived immune system after HSCT involves the coordinated regeneration of innate and adaptive immune cell subsets in the recipient. Mass cytometry presents an opportunity to investigate immune reconstitution post-HSCT from a systems-level perspective, by allowing the phenotypic and functional features of multiple cell populations to be assessed simultaneously. This review explores the current knowledge of immune reconstitution in HSCT recipients and highlights recent mass cytometry studies contributing to the field.

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          Most cited references155

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          Mass cytometry: technique for real time single cell multitarget immunoassay based on inductively coupled plasma time-of-flight mass spectrometry.

          A novel instrument for real time analysis of individual biological cells or other microparticles is described. The instrument is based on inductively coupled plasma time-of-flight mass spectrometry and comprises a three-aperture plasma-vacuum interface, a dc quadrupole turning optics for decoupling ions from neutral components, an rf quadrupole ion guide discriminating against low-mass dominant plasma ions, a point-to-parallel focusing dc quadrupole doublet, an orthogonal acceleration reflectron analyzer, a discrete dynode fast ion detector, and an 8-bit 1 GHz digitizer. A high spectrum generation frequency of 76.8 kHz provides capability for collecting multiple spectra from each particle-induced transient ion cloud, typically of 200-300 micros duration. It is shown that the transients can be resolved and characterized individually at a peak frequency of 1100 particles per second. Design considerations and optimization data are presented. The figures of merit of the instrument are measured under standard inductively coupled plasma (ICP) operating conditions ( 900 for m/z = 159, the sensitivity with a standard sample introduction system of >1.4 x 10(8) ion counts per second per mg L(-1) of Tb and an abundance sensitivity of (6 x 10(-4))-(1.4 x 10(-3)) (trailing and leading masses, respectively) are shown. The mass range (m/z = 125-215) and abundance sensitivity are sufficient for elemental immunoassay with up to 60 distinct available elemental tags. When 500) can be used, which provides >2.4 x 10(8) cps per mg L(-1) of Tb, at (1.5 x 10(-3))-(5.0 x 10(-3)) abundance sensitivity. The real-time simultaneous detection of multiple isotopes from individual 1.8 microm polystyrene beads labeled with lanthanides is shown. A real time single cell 20 antigen expression assay of model cell lines and leukemia patient samples immuno-labeled with lanthanide-tagged antibodies is presented.
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            Extracting a Cellular Hierarchy from High-dimensional Cytometry Data with SPADE

            Multiparametric single-cell analysis is critical for understanding cellular heterogeneity. Despite recent technological advances in single-cell measurements, methods for analyzing high-dimensional single-cell data are often subjective, labor intensive and require prior knowledge of the biological system under investigation. To objectively uncover cellular heterogeneity from single-cell measurements, we present a novel computational approach, Spanning-tree Progression Analysis of Density-normalized Events (SPADE). We applied SPADE to cytometry data of mouse and human bone marrow. In both cases, SPADE organized cells in a hierarchy of related phenotypes that partially recapitulated well-described patterns of hematopoiesis. In addition, SPADE produced a map of intracellular signal activation across the landscape of human hematopoietic development. SPADE revealed a functionally distinct cell population, natural killer (NK) cells, without using any NK-specific parameters. SPADE is a versatile method that facilitates the analysis of cellular heterogeneity, the identification of cell types, and comparison of functional markers in response to perturbations.
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              High-dimensional single-cell analysis predicts response to anti-PD-1 immunotherapy

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                Author and article information

                Contributors
                Journal
                Front Immunol
                Front Immunol
                Front. Immunol.
                Frontiers in Immunology
                Frontiers Media S.A.
                1664-3224
                26 July 2018
                2018
                : 9
                : 1672
                Affiliations
                [1] 1University of Sydney , Sydney, NSW, Australia
                [2] 2Charles Perkins Centre, University of Sydney , Sydney, NSW, Australia
                [3] 3Discipline of Infectious Diseases and Immunology, Sydney Medical School, University of Sydney , Sydney, NSW, Australia
                [4] 4Ramaciotti Facility for Human Systems Biology, University of Sydney , Sydney, NSW, Australia
                [5] 5Discipline of Pathology, School of Medical Sciences, University of Sydney , Sydney, NSW, Australia
                [6] 6University of New South Wales , Sydney, NSW, Australia
                [7] 7Kirby Institute, University of New South Wales , Sydney, NSW, Australia
                [8] 8Westmead Institute for Medical Research, University of Sydney , Sydney, NSW, Australia
                [9] 9Blood and Marrow Transplant Unit, Westmead Hospital , Sydney, NSW, Australia
                [10] 10Sydney Cellular Therapies Laboratory, Westmead , Sydney, NSW, Australia
                Author notes

                Edited by: Vladimir Brusic, The University of Nottingham Ningbo China, China

                Reviewed by: Henrik Mei, Deutsches Rheuma-Forschungszentrum (DRFZ), Germany; Petter Brodin, Karolinska Institutet (KI), Sweden

                *Correspondence: Emily Blyth, emily.blyth@ 123456sydney.edu.au

                These authors have contributed equally to this work.

                Specialty section: This article was submitted to T Cell Biology, a section of the journal Frontiers in Immunology

                Article
                10.3389/fimmu.2018.01672
                6070614
                30093901
                5e2b403a-dfa6-44bd-b977-05f299299f50
                Copyright © 2018 Stern, McGuire, Avdic, Rizzetto, Fazekas de St Groth, Luciani, Slobedman and Blyth.

                This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

                History
                : 01 April 2018
                : 05 July 2018
                Page count
                Figures: 3, Tables: 2, Equations: 0, References: 188, Pages: 18, Words: 14906
                Funding
                Funded by: National Health and Medical Research Council 10.13039/501100000925
                Funded by: Leukaemia Foundation 10.13039/501100000926
                Funded by: Cancer Council NSW 10.13039/501100001102
                Funded by: Cancer Institute NSW 10.13039/501100001171
                Funded by: Royal College of Pathologists of Australasia 10.13039/100008149
                Categories
                Immunology
                Review

                Immunology
                mass cytometry,cytometry by time-of-flight,hematopoietic stem cell transplantation,immune reconstitution,cytof,hsct

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