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Adjacent Cell Marker Lateral Spillover Compensation and Reinforcement for Multiplexed Images
Multiplex imaging technologies are now routinely capable of measuring more than 40 antibody-labeled parameters in single cells. However, lateral spillage of signals in densely packed tissues presents an obstacle to the assignment of high-dimensional spatial features to individual cells for accurate...
Autores principales: | , , , , , , , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8289709/ https://www.ncbi.nlm.nih.gov/pubmed/34295327 http://dx.doi.org/10.3389/fimmu.2021.652631 |
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author | Bai, Yunhao Zhu, Bokai Rovira-Clave, Xavier Chen, Han Markovic, Maxim Chan, Chi Ngai Su, Tung-Hung McIlwain, David R. Estes, Jacob D. Keren, Leeat Nolan, Garry P. Jiang, Sizun |
author_facet | Bai, Yunhao Zhu, Bokai Rovira-Clave, Xavier Chen, Han Markovic, Maxim Chan, Chi Ngai Su, Tung-Hung McIlwain, David R. Estes, Jacob D. Keren, Leeat Nolan, Garry P. Jiang, Sizun |
author_sort | Bai, Yunhao |
collection | PubMed |
description | Multiplex imaging technologies are now routinely capable of measuring more than 40 antibody-labeled parameters in single cells. However, lateral spillage of signals in densely packed tissues presents an obstacle to the assignment of high-dimensional spatial features to individual cells for accurate cell-type annotation. We devised a method to correct for lateral spillage of cell surface markers between adjacent cells termed REinforcement Dynamic Spillover EliminAtion (REDSEA). The use of REDSEA decreased contaminating signals from neighboring cells. It improved the recovery of marker signals across both isotopic (i.e., Multiplexed Ion Beam Imaging) and immunofluorescent (i.e., Cyclic Immunofluorescence) multiplexed images resulting in a marked improvement in cell-type classification. |
format | Online Article Text |
id | pubmed-8289709 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
spelling | pubmed-82897092021-07-21 Adjacent Cell Marker Lateral Spillover Compensation and Reinforcement for Multiplexed Images Bai, Yunhao Zhu, Bokai Rovira-Clave, Xavier Chen, Han Markovic, Maxim Chan, Chi Ngai Su, Tung-Hung McIlwain, David R. Estes, Jacob D. Keren, Leeat Nolan, Garry P. Jiang, Sizun Front Immunol Immunology Multiplex imaging technologies are now routinely capable of measuring more than 40 antibody-labeled parameters in single cells. However, lateral spillage of signals in densely packed tissues presents an obstacle to the assignment of high-dimensional spatial features to individual cells for accurate cell-type annotation. We devised a method to correct for lateral spillage of cell surface markers between adjacent cells termed REinforcement Dynamic Spillover EliminAtion (REDSEA). The use of REDSEA decreased contaminating signals from neighboring cells. It improved the recovery of marker signals across both isotopic (i.e., Multiplexed Ion Beam Imaging) and immunofluorescent (i.e., Cyclic Immunofluorescence) multiplexed images resulting in a marked improvement in cell-type classification. Frontiers Media S.A. 2021-07-05 /pmc/articles/PMC8289709/ /pubmed/34295327 http://dx.doi.org/10.3389/fimmu.2021.652631 Text en Copyright © 2021 Bai, Zhu, Rovira-Clave, Chen, Markovic, Chan, Su, McIlwain, Estes, Keren, Nolan and Jiang https://creativecommons.org/licenses/by/4.0/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. |
spellingShingle | Immunology Bai, Yunhao Zhu, Bokai Rovira-Clave, Xavier Chen, Han Markovic, Maxim Chan, Chi Ngai Su, Tung-Hung McIlwain, David R. Estes, Jacob D. Keren, Leeat Nolan, Garry P. Jiang, Sizun Adjacent Cell Marker Lateral Spillover Compensation and Reinforcement for Multiplexed Images |
title | Adjacent Cell Marker Lateral Spillover Compensation and Reinforcement for Multiplexed Images |
title_full | Adjacent Cell Marker Lateral Spillover Compensation and Reinforcement for Multiplexed Images |
title_fullStr | Adjacent Cell Marker Lateral Spillover Compensation and Reinforcement for Multiplexed Images |
title_full_unstemmed | Adjacent Cell Marker Lateral Spillover Compensation and Reinforcement for Multiplexed Images |
title_short | Adjacent Cell Marker Lateral Spillover Compensation and Reinforcement for Multiplexed Images |
title_sort | adjacent cell marker lateral spillover compensation and reinforcement for multiplexed images |
topic | Immunology |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8289709/ https://www.ncbi.nlm.nih.gov/pubmed/34295327 http://dx.doi.org/10.3389/fimmu.2021.652631 |
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