首页> 外国专利> APPLICATION OF LIGHT SCATTERING PATTERNS TO DETERMINE DIFFERENTIATION STATUS OF STEM CELLS AND STEM CELL COLONIES

APPLICATION OF LIGHT SCATTERING PATTERNS TO DETERMINE DIFFERENTIATION STATUS OF STEM CELLS AND STEM CELL COLONIES

机译:光散射模式在确定干细胞和干细胞克隆分化状态中的应用

摘要

A method for identifying viability and/or differentiation status of cell colonies by analysis of scattergrams of colonies is disclosed. Scattergrams are obtained by cultering samples and illuminating the resultant colonies by a laser. The forward scattered light is imaged and subject to a feature extraction process. The feature vector may include Zernike or Chebyshev moments and may also include Harelick texture features. Feature vectors may be used to train a classification process using either supervised or unsupervised machine learning techniques. The classification process may be used to associate a colony phenotype with the genotype of the sample.
机译:公开了一种通过分析菌落的散点图来鉴定细胞菌落的活力和/或分化状态的方法。通过培养样品并用激光照射所得菌落来获得散点图。对向前散射的光进行成像并进行特征提取过程。特征向量可以包括Zernike或Chebyshev矩,并且还可以包括Harelick纹理特征。特征向量可用于使用监督或无监督机器学习技术来训练分类过程。分类过程可用于使菌落表型与样品的基因型相关联。

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