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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...

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Autores principales: 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
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2021
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.
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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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