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A Digital Framework to Build, Visualize and Analyze a Gene Expression Atlas with Cellular Resolution in Zebrafish Early Embryogenesis

A gene expression atlas is an essential resource to quantify and understand the multiscale processes of embryogenesis in time and space. The automated reconstruction of a prototypic 4D atlas for vertebrate early embryos, using multicolor fluorescence in situ hybridization with nuclear counterstain,...

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Autores principales: Castro-González, Carlos, Luengo-Oroz, Miguel A., Duloquin, Louise, Savy, Thierry, Rizzi, Barbara, Desnoulez, Sophie, Doursat, René, Kergosien, Yannick L., Ledesma-Carbayo, María J., Bourgine, Paul, Peyriéras, Nadine, Santos, Andrés
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Public Library of Science 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4063669/
https://www.ncbi.nlm.nih.gov/pubmed/24945246
http://dx.doi.org/10.1371/journal.pcbi.1003670
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author Castro-González, Carlos
Luengo-Oroz, Miguel A.
Duloquin, Louise
Savy, Thierry
Rizzi, Barbara
Desnoulez, Sophie
Doursat, René
Kergosien, Yannick L.
Ledesma-Carbayo, María J.
Bourgine, Paul
Peyriéras, Nadine
Santos, Andrés
author_facet Castro-González, Carlos
Luengo-Oroz, Miguel A.
Duloquin, Louise
Savy, Thierry
Rizzi, Barbara
Desnoulez, Sophie
Doursat, René
Kergosien, Yannick L.
Ledesma-Carbayo, María J.
Bourgine, Paul
Peyriéras, Nadine
Santos, Andrés
author_sort Castro-González, Carlos
collection PubMed
description A gene expression atlas is an essential resource to quantify and understand the multiscale processes of embryogenesis in time and space. The automated reconstruction of a prototypic 4D atlas for vertebrate early embryos, using multicolor fluorescence in situ hybridization with nuclear counterstain, requires dedicated computational strategies. To this goal, we designed an original methodological framework implemented in a software tool called Match-IT. With only minimal human supervision, our system is able to gather gene expression patterns observed in different analyzed embryos with phenotypic variability and map them onto a series of common 3D templates over time, creating a 4D atlas. This framework was used to construct an atlas composed of 6 gene expression templates from a cohort of zebrafish early embryos spanning 6 developmental stages from 4 to 6.3 hpf (hours post fertilization). They included 53 specimens, 181,415 detected cell nuclei and the segmentation of 98 gene expression patterns observed in 3D for 9 different genes. In addition, an interactive visualization software, Atlas-IT, was developed to inspect, supervise and analyze the atlas. Match-IT and Atlas-IT, including user manuals, representative datasets and video tutorials, are publicly and freely available online. We also propose computational methods and tools for the quantitative assessment of the gene expression templates at the cellular scale, with the identification, visualization and analysis of coexpression patterns, synexpression groups and their dynamics through developmental stages.
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spelling pubmed-40636692014-06-25 A Digital Framework to Build, Visualize and Analyze a Gene Expression Atlas with Cellular Resolution in Zebrafish Early Embryogenesis Castro-González, Carlos Luengo-Oroz, Miguel A. Duloquin, Louise Savy, Thierry Rizzi, Barbara Desnoulez, Sophie Doursat, René Kergosien, Yannick L. Ledesma-Carbayo, María J. Bourgine, Paul Peyriéras, Nadine Santos, Andrés PLoS Comput Biol Research Article A gene expression atlas is an essential resource to quantify and understand the multiscale processes of embryogenesis in time and space. The automated reconstruction of a prototypic 4D atlas for vertebrate early embryos, using multicolor fluorescence in situ hybridization with nuclear counterstain, requires dedicated computational strategies. To this goal, we designed an original methodological framework implemented in a software tool called Match-IT. With only minimal human supervision, our system is able to gather gene expression patterns observed in different analyzed embryos with phenotypic variability and map them onto a series of common 3D templates over time, creating a 4D atlas. This framework was used to construct an atlas composed of 6 gene expression templates from a cohort of zebrafish early embryos spanning 6 developmental stages from 4 to 6.3 hpf (hours post fertilization). They included 53 specimens, 181,415 detected cell nuclei and the segmentation of 98 gene expression patterns observed in 3D for 9 different genes. In addition, an interactive visualization software, Atlas-IT, was developed to inspect, supervise and analyze the atlas. Match-IT and Atlas-IT, including user manuals, representative datasets and video tutorials, are publicly and freely available online. We also propose computational methods and tools for the quantitative assessment of the gene expression templates at the cellular scale, with the identification, visualization and analysis of coexpression patterns, synexpression groups and their dynamics through developmental stages. Public Library of Science 2014-06-19 /pmc/articles/PMC4063669/ /pubmed/24945246 http://dx.doi.org/10.1371/journal.pcbi.1003670 Text en © 2014 Castro-González et al http://creativecommons.org/licenses/by/4.0/ This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are properly credited.
spellingShingle Research Article
Castro-González, Carlos
Luengo-Oroz, Miguel A.
Duloquin, Louise
Savy, Thierry
Rizzi, Barbara
Desnoulez, Sophie
Doursat, René
Kergosien, Yannick L.
Ledesma-Carbayo, María J.
Bourgine, Paul
Peyriéras, Nadine
Santos, Andrés
A Digital Framework to Build, Visualize and Analyze a Gene Expression Atlas with Cellular Resolution in Zebrafish Early Embryogenesis
title A Digital Framework to Build, Visualize and Analyze a Gene Expression Atlas with Cellular Resolution in Zebrafish Early Embryogenesis
title_full A Digital Framework to Build, Visualize and Analyze a Gene Expression Atlas with Cellular Resolution in Zebrafish Early Embryogenesis
title_fullStr A Digital Framework to Build, Visualize and Analyze a Gene Expression Atlas with Cellular Resolution in Zebrafish Early Embryogenesis
title_full_unstemmed A Digital Framework to Build, Visualize and Analyze a Gene Expression Atlas with Cellular Resolution in Zebrafish Early Embryogenesis
title_short A Digital Framework to Build, Visualize and Analyze a Gene Expression Atlas with Cellular Resolution in Zebrafish Early Embryogenesis
title_sort digital framework to build, visualize and analyze a gene expression atlas with cellular resolution in zebrafish early embryogenesis
topic Research Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4063669/
https://www.ncbi.nlm.nih.gov/pubmed/24945246
http://dx.doi.org/10.1371/journal.pcbi.1003670
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