Method for evaluation of human induced pluripotent stem cell quality using image analysis based on the biological morphology of cells

被引:26
作者
Wakui T. [1 ]
Matsumoto T. [1 ]
Matsubara K. [1 ]
Kawasaki T. [2 ]
Yamaguchi H. [1 ]
Akutsu H. [2 ]
机构
[1] FUJIFILM, Minamiashigara
[2] National Research Institute for Child Health and Development, Tokyo
基金
日本学术振兴会;
关键词
biological features; cell quality; induced pluripotent stem cell; machine learning; visual inspection;
D O I
10.1117/1.JMI.4.4.044003
中图分类号
R318.08 [生物材料学]; Q [生物科学];
学科分类号
07 ; 0710 ; 0805 ; 080501 ; 080502 ; 09 ;
摘要
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. © The Authors. 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.
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