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YOUPI: Your powerful and intelligent tool for segmenting cells from imaging mass cytometry data

The recent emergence of imaging mass cytometry technology has led to the generation of an increasing amount of high-dimensional data and, with it, the need for suitable performant bioinformatics tools dedicated to specific multiparametric studies. The first and most important step in treating the ac...

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Autores principales: Scuiller, Yvonne, Hemon, Patrice, Le Rochais, Marion, Pers, Jacques-Olivier, Jamin, Christophe, Foulquier, Nathan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2023
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10019895/
https://www.ncbi.nlm.nih.gov/pubmed/36936977
http://dx.doi.org/10.3389/fimmu.2023.1072118
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author Scuiller, Yvonne
Hemon, Patrice
Le Rochais, Marion
Pers, Jacques-Olivier
Jamin, Christophe
Foulquier, Nathan
author_facet Scuiller, Yvonne
Hemon, Patrice
Le Rochais, Marion
Pers, Jacques-Olivier
Jamin, Christophe
Foulquier, Nathan
author_sort Scuiller, Yvonne
collection PubMed
description The recent emergence of imaging mass cytometry technology has led to the generation of an increasing amount of high-dimensional data and, with it, the need for suitable performant bioinformatics tools dedicated to specific multiparametric studies. The first and most important step in treating the acquired images is the ability to perform highly efficient cell segmentation for subsequent analyses. In this context, we developed YOUPI (Your Powerful and Intelligent tool) software. It combines advanced segmentation techniques based on deep learning algorithms with a friendly graphical user interface for non-bioinformatics users. In this article, we present the segmentation algorithm developed for YOUPI. We have set a benchmark with mathematics-based segmentation approaches to estimate its robustness in segmenting different tissue biopsies.
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spelling pubmed-100198952023-03-17 YOUPI: Your powerful and intelligent tool for segmenting cells from imaging mass cytometry data Scuiller, Yvonne Hemon, Patrice Le Rochais, Marion Pers, Jacques-Olivier Jamin, Christophe Foulquier, Nathan Front Immunol Immunology The recent emergence of imaging mass cytometry technology has led to the generation of an increasing amount of high-dimensional data and, with it, the need for suitable performant bioinformatics tools dedicated to specific multiparametric studies. The first and most important step in treating the acquired images is the ability to perform highly efficient cell segmentation for subsequent analyses. In this context, we developed YOUPI (Your Powerful and Intelligent tool) software. It combines advanced segmentation techniques based on deep learning algorithms with a friendly graphical user interface for non-bioinformatics users. In this article, we present the segmentation algorithm developed for YOUPI. We have set a benchmark with mathematics-based segmentation approaches to estimate its robustness in segmenting different tissue biopsies. Frontiers Media S.A. 2023-03-02 /pmc/articles/PMC10019895/ /pubmed/36936977 http://dx.doi.org/10.3389/fimmu.2023.1072118 Text en Copyright © 2023 Scuiller, Hemon, Le Rochais, Pers, Jamin and Foulquier 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
Scuiller, Yvonne
Hemon, Patrice
Le Rochais, Marion
Pers, Jacques-Olivier
Jamin, Christophe
Foulquier, Nathan
YOUPI: Your powerful and intelligent tool for segmenting cells from imaging mass cytometry data
title YOUPI: Your powerful and intelligent tool for segmenting cells from imaging mass cytometry data
title_full YOUPI: Your powerful and intelligent tool for segmenting cells from imaging mass cytometry data
title_fullStr YOUPI: Your powerful and intelligent tool for segmenting cells from imaging mass cytometry data
title_full_unstemmed YOUPI: Your powerful and intelligent tool for segmenting cells from imaging mass cytometry data
title_short YOUPI: Your powerful and intelligent tool for segmenting cells from imaging mass cytometry data
title_sort youpi: your powerful and intelligent tool for segmenting cells from imaging mass cytometry data
topic Immunology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10019895/
https://www.ncbi.nlm.nih.gov/pubmed/36936977
http://dx.doi.org/10.3389/fimmu.2023.1072118
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