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Different approaches to Imaging Mass Cytometry data analysis

Imaging Mass Cytometry (IMC) is a novel, high multiplexing imaging platform capable of simultaneously detecting and visualizing up to 40 different protein targets. It is a strong asset available for in-depth study of histology and pathophysiology of the tissues. Bearing in mind the robustness of thi...

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Autor principal: Milosevic, Vladan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Oxford University Press 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10115470/
https://www.ncbi.nlm.nih.gov/pubmed/37092034
http://dx.doi.org/10.1093/bioadv/vbad046
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author Milosevic, Vladan
author_facet Milosevic, Vladan
author_sort Milosevic, Vladan
collection PubMed
description Imaging Mass Cytometry (IMC) is a novel, high multiplexing imaging platform capable of simultaneously detecting and visualizing up to 40 different protein targets. It is a strong asset available for in-depth study of histology and pathophysiology of the tissues. Bearing in mind the robustness of this technique and the high spatial context of the data it gives, it is especially valuable in studying the biology of cancer and tumor microenvironment. IMC-derived data are not classical micrographic images, and due to the characteristics of the data obtained using IMC, the image analysis approach, in this case, can diverge to a certain degree from the classical image analysis pipelines. As the number of publications based on the IMC is on the rise, this trend is also followed by an increase in the number of available methodologies designated solely to IMC-derived data analysis. This review has for an aim to give a systematic synopsis of all the available classical image analysis tools and pipelines useful to be employed for IMC data analysis and give an overview of tools intentionally developed solely for this purpose, easing the choice to researchers of selecting the most suitable methodologies for a specific type of analysis desired.
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spelling pubmed-101154702023-04-20 Different approaches to Imaging Mass Cytometry data analysis Milosevic, Vladan Bioinform Adv Review Imaging Mass Cytometry (IMC) is a novel, high multiplexing imaging platform capable of simultaneously detecting and visualizing up to 40 different protein targets. It is a strong asset available for in-depth study of histology and pathophysiology of the tissues. Bearing in mind the robustness of this technique and the high spatial context of the data it gives, it is especially valuable in studying the biology of cancer and tumor microenvironment. IMC-derived data are not classical micrographic images, and due to the characteristics of the data obtained using IMC, the image analysis approach, in this case, can diverge to a certain degree from the classical image analysis pipelines. As the number of publications based on the IMC is on the rise, this trend is also followed by an increase in the number of available methodologies designated solely to IMC-derived data analysis. This review has for an aim to give a systematic synopsis of all the available classical image analysis tools and pipelines useful to be employed for IMC data analysis and give an overview of tools intentionally developed solely for this purpose, easing the choice to researchers of selecting the most suitable methodologies for a specific type of analysis desired. Oxford University Press 2023-04-03 /pmc/articles/PMC10115470/ /pubmed/37092034 http://dx.doi.org/10.1093/bioadv/vbad046 Text en © The Author(s) 2023. Published by Oxford University Press. https://creativecommons.org/licenses/by/4.0/This is an Open Access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted reuse, distribution, and reproduction in any medium, provided the original work is properly cited.
spellingShingle Review
Milosevic, Vladan
Different approaches to Imaging Mass Cytometry data analysis
title Different approaches to Imaging Mass Cytometry data analysis
title_full Different approaches to Imaging Mass Cytometry data analysis
title_fullStr Different approaches to Imaging Mass Cytometry data analysis
title_full_unstemmed Different approaches to Imaging Mass Cytometry data analysis
title_short Different approaches to Imaging Mass Cytometry data analysis
title_sort different approaches to imaging mass cytometry data analysis
topic Review
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10115470/
https://www.ncbi.nlm.nih.gov/pubmed/37092034
http://dx.doi.org/10.1093/bioadv/vbad046
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