Pluri-IQ: Quantification of Embryonic Stem Cell Pluripotency through an Image-Based Analysis Software

被引:15
作者
Perestrelo, Tania [1 ,2 ,3 ,4 ]
Chen, Weitong [4 ,8 ]
Correia, Marcelo [1 ,2 ,9 ]
Le, Christopher [4 ]
Pereira, Sandro [2 ]
Rodrigues, Ana S. [2 ]
Sousa, Maria I. [2 ,5 ]
Ramalho-Santos, Joao [2 ,5 ]
Wirtz, Denis [4 ,6 ,7 ]
机构
[1] Univ Coimbra, Inst Interdisciplinary Res IIIUC, PhD Program Expt Biol & Biomed PDBEB, P-3030789 Coimbra, Portugal
[2] Univ Coimbra, Ctr Neurosci & Cell Biol CNC, P-3004504 Coimbra, Portugal
[3] Johns Hopkins Univ, Inst Nanobiotechnol, Baltimore, MD 21218 USA
[4] Johns Hopkins Univ, Dept Chem & Biomol Engn, Baltimore, MD 21218 USA
[5] Univ Coimbra, Dept Life Sci, P-3000456 Coimbra, Portugal
[6] Johns Hopkins Univ, Sch Med, Dept Oncol, Baltimore, MD 21231 USA
[7] Johns Hopkins Univ, Johns Hopkins Phys Sci Oncol Ctr, Baltimore, MD 21218 USA
[8] Rice Univ, Dept Chem & Biomol Engn, Houston, TX 77005 USA
[9] Univ Porto, Inst Res & Innovat Hlth, P-4200135 Oporto, Portugal
关键词
MOUSE; SEGMENTATION; MORPHOLOGY; CLONING; GROWTH; NANOG;
D O I
10.1016/j.stemcr.2017.06.006
中图分类号
Q813 [细胞工程];
学科分类号
摘要
Image-based assays, such as alkaline phosphatase staining or immunocytochemistry for pluripotent markers, are common methods used in the stem cell field to assess pluripotency. Although an increased number of image-analysis approaches have been described, there is still a lack of software availability to automatically quantify pluripotency in large images after pluripotency staining. To address this need, we developed a robust and rapid image processing software, Pluri-IQ, which allows the automatic evaluation of pluripotency in large low-magnification images. Using mouse embryonic stem cells (mESC) as a model, we combined an automated segmentation algorithm with a supervised machine-learning platform to classify colonies as pluripotent, mixed, or differentiated. In addition, Pluri-IQ allows the automatic comparison between different culture conditions. This efficient user-friendly open-source software can be easily implemented in images derived from pluripotent cells or cells that express pluripotent markers (e.g., OCT4-GFP) and can be routinely used, decreasing image assessment bias.
引用
收藏
页码:697 / 709
页数:13
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