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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...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Frontiers Media S.A.
2023
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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. |
format | Online Article Text |
id | pubmed-10019895 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2023 |
publisher | Frontiers Media S.A. |
record_format | MEDLINE/PubMed |
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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