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An automatic method to calculate heart rate from zebrafish larval cardiac videos
BACKGROUND: Zebrafish is a widely used model organism for studying heart development and cardiac-related pathogenesis. With the ability of surviving without a functional circulation at larval stages, strong genetic similarity between zebrafish and mammals, prolific reproduction and optically transpa...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
BioMed Central
2018
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5944013/ https://www.ncbi.nlm.nih.gov/pubmed/29743010 http://dx.doi.org/10.1186/s12859-018-2166-6 |
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author | Kang, Chia-Pin Tu, Hung-Chi Fu, Tzu-Fun Wu, Jhe-Ming Chu, Po-Hsun Chang, Darby Tien-Hao |
author_facet | Kang, Chia-Pin Tu, Hung-Chi Fu, Tzu-Fun Wu, Jhe-Ming Chu, Po-Hsun Chang, Darby Tien-Hao |
author_sort | Kang, Chia-Pin |
collection | PubMed |
description | BACKGROUND: Zebrafish is a widely used model organism for studying heart development and cardiac-related pathogenesis. With the ability of surviving without a functional circulation at larval stages, strong genetic similarity between zebrafish and mammals, prolific reproduction and optically transparent embryos, zebrafish is powerful in modeling mammalian cardiac physiology and pathology as well as in large-scale high throughput screening. However, an economical and convenient tool for rapid evaluation of fish cardiac function is still in need. There have been several image analysis methods to assess cardiac functions in zebrafish embryos/larvae, but they are still improvable to reduce manual intervention in the entire process. This work developed a fully automatic method to calculate heart rate, an important parameter to analyze cardiac function, from videos. It contains several filters to identify the heart region, to reduce video noise and to calculate heart rates. RESULTS: The proposed method was evaluated with 32 zebrafish larval cardiac videos that were recording at three-day post-fertilization. The heart rate measured by the proposed method was comparable to that determined by manual counting. The experimental results show that the proposed method does not lose accuracy while largely reducing the labor cost and uncertainty of manual counting. CONCLUSIONS: With the proposed method, researchers do not have to manually select a region of interest before analyzing videos. Moreover, filters designed to reduce video noise can alleviate background fluctuations during the video recording stage (e.g. shifting), which makes recorders generate usable videos easily and therefore reduce manual efforts while recording. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12859-018-2166-6) contains supplementary material, which is available to authorized users. |
format | Online Article Text |
id | pubmed-5944013 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2018 |
publisher | BioMed Central |
record_format | MEDLINE/PubMed |
spelling | pubmed-59440132018-05-14 An automatic method to calculate heart rate from zebrafish larval cardiac videos Kang, Chia-Pin Tu, Hung-Chi Fu, Tzu-Fun Wu, Jhe-Ming Chu, Po-Hsun Chang, Darby Tien-Hao BMC Bioinformatics Methodology Article BACKGROUND: Zebrafish is a widely used model organism for studying heart development and cardiac-related pathogenesis. With the ability of surviving without a functional circulation at larval stages, strong genetic similarity between zebrafish and mammals, prolific reproduction and optically transparent embryos, zebrafish is powerful in modeling mammalian cardiac physiology and pathology as well as in large-scale high throughput screening. However, an economical and convenient tool for rapid evaluation of fish cardiac function is still in need. There have been several image analysis methods to assess cardiac functions in zebrafish embryos/larvae, but they are still improvable to reduce manual intervention in the entire process. This work developed a fully automatic method to calculate heart rate, an important parameter to analyze cardiac function, from videos. It contains several filters to identify the heart region, to reduce video noise and to calculate heart rates. RESULTS: The proposed method was evaluated with 32 zebrafish larval cardiac videos that were recording at three-day post-fertilization. The heart rate measured by the proposed method was comparable to that determined by manual counting. The experimental results show that the proposed method does not lose accuracy while largely reducing the labor cost and uncertainty of manual counting. CONCLUSIONS: With the proposed method, researchers do not have to manually select a region of interest before analyzing videos. Moreover, filters designed to reduce video noise can alleviate background fluctuations during the video recording stage (e.g. shifting), which makes recorders generate usable videos easily and therefore reduce manual efforts while recording. ELECTRONIC SUPPLEMENTARY MATERIAL: The online version of this article (10.1186/s12859-018-2166-6) contains supplementary material, which is available to authorized users. BioMed Central 2018-05-09 /pmc/articles/PMC5944013/ /pubmed/29743010 http://dx.doi.org/10.1186/s12859-018-2166-6 Text en © The Author(s). 2018 Open AccessThis 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 | Methodology Article Kang, Chia-Pin Tu, Hung-Chi Fu, Tzu-Fun Wu, Jhe-Ming Chu, Po-Hsun Chang, Darby Tien-Hao An automatic method to calculate heart rate from zebrafish larval cardiac videos |
title | An automatic method to calculate heart rate from zebrafish larval cardiac videos |
title_full | An automatic method to calculate heart rate from zebrafish larval cardiac videos |
title_fullStr | An automatic method to calculate heart rate from zebrafish larval cardiac videos |
title_full_unstemmed | An automatic method to calculate heart rate from zebrafish larval cardiac videos |
title_short | An automatic method to calculate heart rate from zebrafish larval cardiac videos |
title_sort | automatic method to calculate heart rate from zebrafish larval cardiac videos |
topic | Methodology Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5944013/ https://www.ncbi.nlm.nih.gov/pubmed/29743010 http://dx.doi.org/10.1186/s12859-018-2166-6 |
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