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A geometric method for contour extraction of Drosophila embryos

BACKGROUND: High resolution images of Drosophila embryos in their developmental stages contain rich spatial and temporal information of gene expression. Automatic extraction of the contour of an embryo of interest in an embryonic image is a critical step of a computational system used to discover ge...

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Detalles Bibliográficos
Autores principales: Li, Qi, Gong, Yongyi
Formato: Online Artículo Texto
Lenguaje:English
Publicado: BioMed Central 2017
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5751560/
https://www.ncbi.nlm.nih.gov/pubmed/29297349
http://dx.doi.org/10.1186/s12918-017-0478-1
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author Li, Qi
Gong, Yongyi
author_facet Li, Qi
Gong, Yongyi
author_sort Li, Qi
collection PubMed
description BACKGROUND: High resolution images of Drosophila embryos in their developmental stages contain rich spatial and temporal information of gene expression. Automatic extraction of the contour of an embryo of interest in an embryonic image is a critical step of a computational system used to discover gene-gene interaction on Drosophila. RESULTS: We propose a geometric method for contour extraction of Drosophila embryos. The key of the proposed geometric method is k-dominant point extraction that is a generalization of 3-dominant point extraction proposed in our previous work. Based on k-dominant point extraction, we can approximate a connected component of edge pixels by a polygon that can be either convex or concave. The test on BDGP data shows that the proposed method outputforms two existing methods designed for contour extraction of Drosophila embryos. CONCLUSIONS: The main advantage of the proposed geometric method in the context of contour extraction of Drosophila embryos is its ability of segmenting embryos touching each other. The proposed geometric method can also be applied to applications relevant to contour extraction.
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spelling pubmed-57515602018-01-05 A geometric method for contour extraction of Drosophila embryos Li, Qi Gong, Yongyi BMC Syst Biol Research BACKGROUND: High resolution images of Drosophila embryos in their developmental stages contain rich spatial and temporal information of gene expression. Automatic extraction of the contour of an embryo of interest in an embryonic image is a critical step of a computational system used to discover gene-gene interaction on Drosophila. RESULTS: We propose a geometric method for contour extraction of Drosophila embryos. The key of the proposed geometric method is k-dominant point extraction that is a generalization of 3-dominant point extraction proposed in our previous work. Based on k-dominant point extraction, we can approximate a connected component of edge pixels by a polygon that can be either convex or concave. The test on BDGP data shows that the proposed method outputforms two existing methods designed for contour extraction of Drosophila embryos. CONCLUSIONS: The main advantage of the proposed geometric method in the context of contour extraction of Drosophila embryos is its ability of segmenting embryos touching each other. The proposed geometric method can also be applied to applications relevant to contour extraction. BioMed Central 2017-12-14 /pmc/articles/PMC5751560/ /pubmed/29297349 http://dx.doi.org/10.1186/s12918-017-0478-1 Text en © The Author(s) 2017 Open Access This article is distributed under the terms of the Creative Commons Attribution 4.0 International License(http://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons license, and indicate if changes were made. The Creative Commons Public Domain Dedication waiver(http://creativecommons.org/publicdomain/zero/1.0/) applies to the data made available in this article, unless otherwise stated.
spellingShingle Research
Li, Qi
Gong, Yongyi
A geometric method for contour extraction of Drosophila embryos
title A geometric method for contour extraction of Drosophila embryos
title_full A geometric method for contour extraction of Drosophila embryos
title_fullStr A geometric method for contour extraction of Drosophila embryos
title_full_unstemmed A geometric method for contour extraction of Drosophila embryos
title_short A geometric method for contour extraction of Drosophila embryos
title_sort geometric method for contour extraction of drosophila embryos
topic Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5751560/
https://www.ncbi.nlm.nih.gov/pubmed/29297349
http://dx.doi.org/10.1186/s12918-017-0478-1
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