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Time-Lapse microscopy and image processing for stem cell research modeling cell migration

机译:延时显微镜和图像处理用于干细胞研究,模拟细胞迁移

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This paper presents hardware and software procedures for automated cell tracking and migration modeling. A time-lapse microscopy system equipped with a computer controllable motorized stage was developed. The performance of this stage was improved by incorporating software algorithms for stage motion displacement compensation and auto focus. The microscope is suitable for in-vitro stem cell studies and allows for multiple cell culture image sequence acquisition. This enables comparative studies concerning rate of cell splits, average cell motion velocity, cell motion as a function of cell sample density and many more. Several cell segmentation procedures are described as well as a cell tracking algorithm. Statistical methods for describing cell migration patterns are presented. In particular, the Hidden Markov Model (HMM) was investigated. Results indicate that if the cell motion can be described as a non-stationary stochastic process, then the HMM can adequately model aspects of its dynamic behavior.
机译:本文介绍了用于自动小区跟踪和迁移建模的硬件和软件过程。开发了配有计算机可控电动平台的延时显微镜系统。通过合并用于平台运动位移补偿和自动聚焦的软件算法,可以提高该平台的性能。该显微镜适用于体外干细胞研究,并允许获取多个细胞培养图像序列。这样就可以进行有关细胞分裂速率,平均细胞运动速度,细胞运动与细胞样本密度的函数等方面的比较研究。描述了几种细胞分割程序以及细胞跟踪算法。介绍了用于描述细胞迁移模式的统计方法。特别是,研究了隐马尔可夫模型(HMM)。结果表明,如果可以将细胞运动描述为非平稳随机过程,则HMM可以对其动态行为的各个方面进行充分建模。

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