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Mathematical imaging methods for mitosis analysis in live-cell phase contrast microscopy

机译:用于活细胞相衬显微镜的有丝分裂分析的数学成像方法

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摘要

In this paper we propose a workflow to detect and track mitotic cells in time-lapse microscopy image sequences. In order to avoid the requirement for cell lines expressing fluorescent markers and the associated phototoxicity, phase contrast microscopy is often preferred over fluorescence microscopy in live-cell imaging. However, common specific image characteristics complicate image processing and impede use of standard methods. Nevertheless, automated analysis is desirable due to manual analysis being subjective, biased and extremely time-consuming for large data sets. Here, we present the following workflow based on mathematical imaging methods. In the first step, mitosis detection is performed by means of the circular Hough transform. The obtained circular contour subsequently serves as an initialisation for the tracking algorithm based on variational methods. It is sub-divided into two parts: in order to determine the beginning of the whole mitosis cycle, a backwards tracking procedure is performed. After that, the cell is tracked forwards in time until the end of mitosis. As a result, the average of mitosis duration and ratios of different cell fates (cell death, no division, division into two or more daughter cells) can be measured and statistics on cell morphologies can be obtained. All of the tools are featured in the user-friendly MATLAB®Graphical User Interface MitosisAnalyser.
机译:在本文中,我们提出了一种工作流程,用于检测和跟踪延时显微镜图像序列中的有丝分裂细胞。为了避免需要表达荧光标记物的细胞系和相关的光毒性,在活细胞成像中,相衬显微镜通常比荧光显微镜更可取。然而,共同的特定图像特性使图像处理复杂化并且阻碍了标准方法的使用。然而,由于人工分析是主观的,有偏见的,并且对于大型数据集来说非常耗时,因此希望进行自动分析。在这里,我们介绍基于数学成像方法的以下工作流程。第一步,通过圆形霍夫变换进行有丝分裂检测。所获得的圆形轮廓随后用作基于变分方法的跟踪算法的初始化。它分为两部分:为了确定整个有丝分裂周期的开始,执行了向后跟踪过程。之后,及时跟踪细胞,直到有丝分裂结束。结果,可以测量平均有丝分裂持续时间和不同细胞命运的比率(细胞死亡,不分裂,分裂为两个或更多个子细胞),并且可以获得细胞形态的统计数据。用户友好的MATLAB®图形用户界面MitosisAnalyser包含所有工具。

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