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Compensation of Signal Spillover in Suspension and Imaging Mass Cytometry
The advent of mass cytometry increased the number of parameters measured at the single-cell level while decreasing the extent of crosstalk between channels relative to dye-based flow cytometry. Although reduced, spillover still exists in mass cytometry data, and minimizing its effect requires consid...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Cell Press
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5981006/ https://www.ncbi.nlm.nih.gov/pubmed/29605184 http://dx.doi.org/10.1016/j.cels.2018.02.010 |
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author | Chevrier, Stéphane Crowell, Helena L. Zanotelli, Vito R.T. Engler, Stefanie Robinson, Mark D. Bodenmiller, Bernd |
author_facet | Chevrier, Stéphane Crowell, Helena L. Zanotelli, Vito R.T. Engler, Stefanie Robinson, Mark D. Bodenmiller, Bernd |
author_sort | Chevrier, Stéphane |
collection | PubMed |
description | The advent of mass cytometry increased the number of parameters measured at the single-cell level while decreasing the extent of crosstalk between channels relative to dye-based flow cytometry. Although reduced, spillover still exists in mass cytometry data, and minimizing its effect requires considerable expert knowledge and substantial experimental effort. Here, we describe a novel bead-based compensation workflow and R-based software that estimates and corrects for interference between channels. We performed an in-depth characterization of the spillover properties in mass cytometry, including limitations defined by the linear range of the mass cytometer and the reproducibility of the spillover over time and across machines. We demonstrated the utility of our method in suspension and imaging mass cytometry. To conclude, our approach greatly simplifies the development of new antibody panels, increases flexibility for antibody-metal pairing, opens the way to using less pure isotopes, and improves overall data quality, thereby reducing the risk of reporting cell phenotype artifacts. |
format | Online Article Text |
id | pubmed-5981006 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | Cell Press |
record_format | MEDLINE/PubMed |
spelling | pubmed-59810062018-06-04 Compensation of Signal Spillover in Suspension and Imaging Mass Cytometry Chevrier, Stéphane Crowell, Helena L. Zanotelli, Vito R.T. Engler, Stefanie Robinson, Mark D. Bodenmiller, Bernd Cell Syst Article The advent of mass cytometry increased the number of parameters measured at the single-cell level while decreasing the extent of crosstalk between channels relative to dye-based flow cytometry. Although reduced, spillover still exists in mass cytometry data, and minimizing its effect requires considerable expert knowledge and substantial experimental effort. Here, we describe a novel bead-based compensation workflow and R-based software that estimates and corrects for interference between channels. We performed an in-depth characterization of the spillover properties in mass cytometry, including limitations defined by the linear range of the mass cytometer and the reproducibility of the spillover over time and across machines. We demonstrated the utility of our method in suspension and imaging mass cytometry. To conclude, our approach greatly simplifies the development of new antibody panels, increases flexibility for antibody-metal pairing, opens the way to using less pure isotopes, and improves overall data quality, thereby reducing the risk of reporting cell phenotype artifacts. Cell Press 2018-05-23 /pmc/articles/PMC5981006/ /pubmed/29605184 http://dx.doi.org/10.1016/j.cels.2018.02.010 Text en © 2018 The Authors http://creativecommons.org/licenses/by-nc-nd/4.0/ This is an open access article under the CC BY-NC-ND license (http://creativecommons.org/licenses/by-nc-nd/4.0/). |
spellingShingle | Article Chevrier, Stéphane Crowell, Helena L. Zanotelli, Vito R.T. Engler, Stefanie Robinson, Mark D. Bodenmiller, Bernd Compensation of Signal Spillover in Suspension and Imaging Mass Cytometry |
title | Compensation of Signal Spillover in Suspension and Imaging Mass Cytometry |
title_full | Compensation of Signal Spillover in Suspension and Imaging Mass Cytometry |
title_fullStr | Compensation of Signal Spillover in Suspension and Imaging Mass Cytometry |
title_full_unstemmed | Compensation of Signal Spillover in Suspension and Imaging Mass Cytometry |
title_short | Compensation of Signal Spillover in Suspension and Imaging Mass Cytometry |
title_sort | compensation of signal spillover in suspension and imaging mass cytometry |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5981006/ https://www.ncbi.nlm.nih.gov/pubmed/29605184 http://dx.doi.org/10.1016/j.cels.2018.02.010 |
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