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Method for evaluation of human induced pluripotent stem cell quality using image analysis based on the biological morphology of cells
We propose an image analysis method for quality evaluation of human pluripotent stem cells based on biologically interpretable features. It is important to maintain the undifferentiated state of induced pluripotent stem cells (iPSCs) while culturing the cells during propagation. Cell culture experts...
Autores principales: | , , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Society of Photo-Optical Instrumentation Engineers
2017
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5668125/ https://www.ncbi.nlm.nih.gov/pubmed/29134187 http://dx.doi.org/10.1117/1.JMI.4.4.044003 |
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author | Wakui, Takashi Matsumoto, Tsuyoshi Matsubara, Kenta Kawasaki, Tomoyuki Yamaguchi, Hiroshi Akutsu, Hidenori |
author_facet | Wakui, Takashi Matsumoto, Tsuyoshi Matsubara, Kenta Kawasaki, Tomoyuki Yamaguchi, Hiroshi Akutsu, Hidenori |
author_sort | Wakui, Takashi |
collection | PubMed |
description | We propose an image analysis method for quality evaluation of human pluripotent stem cells based on biologically interpretable features. It is important to maintain the undifferentiated state of induced pluripotent stem cells (iPSCs) while culturing the cells during propagation. Cell culture experts visually select good quality cells exhibiting the morphological features characteristic of undifferentiated cells. Experts have empirically determined that these features comprise prominent and abundant nucleoli, less intercellular spacing, and fewer differentiating cellular nuclei. We quantified these features based on experts’ visual inspection of phase contrast images of iPSCs and found that these features are effective for evaluating iPSC quality. We then developed an iPSC quality evaluation method using an image analysis technique. The method allowed accurate classification, equivalent to visual inspection by experts, of three iPSC cell lines. |
format | Online Article Text |
id | pubmed-5668125 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Society of Photo-Optical Instrumentation Engineers |
record_format | MEDLINE/PubMed |
spelling | pubmed-56681252018-11-02 Method for evaluation of human induced pluripotent stem cell quality using image analysis based on the biological morphology of cells Wakui, Takashi Matsumoto, Tsuyoshi Matsubara, Kenta Kawasaki, Tomoyuki Yamaguchi, Hiroshi Akutsu, Hidenori J Med Imaging (Bellingham) Image Processing We propose an image analysis method for quality evaluation of human pluripotent stem cells based on biologically interpretable features. It is important to maintain the undifferentiated state of induced pluripotent stem cells (iPSCs) while culturing the cells during propagation. Cell culture experts visually select good quality cells exhibiting the morphological features characteristic of undifferentiated cells. Experts have empirically determined that these features comprise prominent and abundant nucleoli, less intercellular spacing, and fewer differentiating cellular nuclei. We quantified these features based on experts’ visual inspection of phase contrast images of iPSCs and found that these features are effective for evaluating iPSC quality. We then developed an iPSC quality evaluation method using an image analysis technique. The method allowed accurate classification, equivalent to visual inspection by experts, of three iPSC cell lines. Society of Photo-Optical Instrumentation Engineers 2017-11-02 2017-10 /pmc/articles/PMC5668125/ /pubmed/29134187 http://dx.doi.org/10.1117/1.JMI.4.4.044003 Text en © The Authors. https://creativecommons.org/licenses/by/3.0/ Published by SPIE under a Creative Commons Attribution 3.0 Unported License. Distribution or reproduction of this work in whole or in part requires full attribution of the original publication, including its DOI. |
spellingShingle | Image Processing Wakui, Takashi Matsumoto, Tsuyoshi Matsubara, Kenta Kawasaki, Tomoyuki Yamaguchi, Hiroshi Akutsu, Hidenori Method for evaluation of human induced pluripotent stem cell quality using image analysis based on the biological morphology of cells |
title | Method for evaluation of human induced pluripotent stem cell quality using image analysis based on the biological morphology of cells |
title_full | Method for evaluation of human induced pluripotent stem cell quality using image analysis based on the biological morphology of cells |
title_fullStr | Method for evaluation of human induced pluripotent stem cell quality using image analysis based on the biological morphology of cells |
title_full_unstemmed | Method for evaluation of human induced pluripotent stem cell quality using image analysis based on the biological morphology of cells |
title_short | Method for evaluation of human induced pluripotent stem cell quality using image analysis based on the biological morphology of cells |
title_sort | method for evaluation of human induced pluripotent stem cell quality using image analysis based on the biological morphology of cells |
topic | Image Processing |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5668125/ https://www.ncbi.nlm.nih.gov/pubmed/29134187 http://dx.doi.org/10.1117/1.JMI.4.4.044003 |
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