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

机译:干细胞研究模型细胞迁移的时间流逝显微镜和图像处理

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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:本文介绍了自动小区跟踪和迁移建模的硬件和软件过程。开发了一种配备计算机可控电动级的延时显微镜系统。通过纳入舞台运动位移补偿和自动焦点的软件算法,改善了该阶段的性能。显微镜适用于体外干细胞研究,并允许多种细胞培养图像序列采集。这使得能够对细胞分裂,平均细胞运动速度,细胞运动作为细胞样品密度的函数的比较研究等等。描述了几个单元分割程序以及小区跟踪算法。提出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,如果细胞运动可以被描述为非静止随机过程,则HMM可以充分模拟其动态行为的方面。

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