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Anima: Modular Workflow System for Comprehensive Image Data Analysis

Modern microscopes produce vast amounts of image data, and computational methods are needed to analyze and interpret these data. Furthermore, a single image analysis project may require tens or hundreds of analysis steps starting from data import and pre-processing to segmentation and statistical an...

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Detalles Bibliográficos
Autores principales: Rantanen, Ville, Valori, Miko, Hautaniemi, Sampsa
Formato: Online Artículo Texto
Lenguaje:English
Publicado: Frontiers Media S.A. 2014
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4115631/
https://www.ncbi.nlm.nih.gov/pubmed/25126541
http://dx.doi.org/10.3389/fbioe.2014.00025
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author Rantanen, Ville
Valori, Miko
Hautaniemi, Sampsa
author_facet Rantanen, Ville
Valori, Miko
Hautaniemi, Sampsa
author_sort Rantanen, Ville
collection PubMed
description Modern microscopes produce vast amounts of image data, and computational methods are needed to analyze and interpret these data. Furthermore, a single image analysis project may require tens or hundreds of analysis steps starting from data import and pre-processing to segmentation and statistical analysis; and ending with visualization and reporting. To manage such large-scale image data analysis projects, we present here a modular workflow system called Anima. Anima is designed for comprehensive and efficient image data analysis development, and it contains several features that are crucial in high-throughput image data analysis: programing language independence, batch processing, easily customized data processing, interoperability with other software via application programing interfaces, and advanced multivariate statistical analysis. The utility of Anima is shown with two case studies focusing on testing different algorithms developed in different imaging platforms and an automated prediction of alive/dead C. elegans worms by integrating several analysis environments. Anima is a fully open source and available with documentation at www.anduril.org/anima.
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spelling pubmed-41156312014-08-14 Anima: Modular Workflow System for Comprehensive Image Data Analysis Rantanen, Ville Valori, Miko Hautaniemi, Sampsa Front Bioeng Biotechnol Bioengineering and Biotechnology Modern microscopes produce vast amounts of image data, and computational methods are needed to analyze and interpret these data. Furthermore, a single image analysis project may require tens or hundreds of analysis steps starting from data import and pre-processing to segmentation and statistical analysis; and ending with visualization and reporting. To manage such large-scale image data analysis projects, we present here a modular workflow system called Anima. Anima is designed for comprehensive and efficient image data analysis development, and it contains several features that are crucial in high-throughput image data analysis: programing language independence, batch processing, easily customized data processing, interoperability with other software via application programing interfaces, and advanced multivariate statistical analysis. The utility of Anima is shown with two case studies focusing on testing different algorithms developed in different imaging platforms and an automated prediction of alive/dead C. elegans worms by integrating several analysis environments. Anima is a fully open source and available with documentation at www.anduril.org/anima. Frontiers Media S.A. 2014-07-30 /pmc/articles/PMC4115631/ /pubmed/25126541 http://dx.doi.org/10.3389/fbioe.2014.00025 Text en Copyright © 2014 Rantanen, Valori and Hautaniemi. http://creativecommons.org/licenses/by/3.0/ 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) or licensor 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 Bioengineering and Biotechnology
Rantanen, Ville
Valori, Miko
Hautaniemi, Sampsa
Anima: Modular Workflow System for Comprehensive Image Data Analysis
title Anima: Modular Workflow System for Comprehensive Image Data Analysis
title_full Anima: Modular Workflow System for Comprehensive Image Data Analysis
title_fullStr Anima: Modular Workflow System for Comprehensive Image Data Analysis
title_full_unstemmed Anima: Modular Workflow System for Comprehensive Image Data Analysis
title_short Anima: Modular Workflow System for Comprehensive Image Data Analysis
title_sort anima: modular workflow system for comprehensive image data analysis
topic Bioengineering and Biotechnology
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC4115631/
https://www.ncbi.nlm.nih.gov/pubmed/25126541
http://dx.doi.org/10.3389/fbioe.2014.00025
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