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Mathematical Imaging Methods for Mitosis Analysis in Live-Cell Phase Contrast Microscopy

机译:活细胞期有丝分裂分析的数学成像方法   对比显微镜

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摘要

In this paper we propose a workflow to detect and track mitotic cells intime-lapse microscopy image sequences. In order to avoid the requirement forcell lines expressing fluorescent markers and the associated phototoxicity,phase contrast microscopy is often preferred over fluorescence microscopy inlive-cell imaging. However, common specific image characteristics complicateimage processing and impede use of standard methods. Nevertheless, automatedanalysis is desirable due to manual analysis being subjective, biased andextremely time-consuming for large data sets. Here, we present the followingworkflow based on mathematical imaging methods. In the first step, mitosisdetection is performed by means of the circular Hough transform. The obtainedcircular contour subsequently serves as an initialisation for the trackingalgorithm based on variational methods. It is sub-divided into two parts: inorder to determine the beginning of the whole mitosis cycle, a backwardstracking procedure is performed. After that, the cell is tracked forwards intime until the end of mitosis. As a result, the average of mitosis duration andratios of different cell fates (cell death, no division, division into two ormore daughter cells) can be measured and statistics on cell morphologies can beobtained. All of the tools are featured in the user-friendlyMATLAB$^{\circledR}$ Graphical User Interface MitosisAnalyser.
机译:在本文中,我们提出了一种工作流,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以及相关的光毒性,相衬显微镜通常比荧光显微镜活细胞成像更可取。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而言极其耗时,因此自动化分析是理想的。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,执行了反向跟踪程序。在那之后,细胞被追踪向前,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(细胞死亡,不分裂,分裂成两个或更多子细胞)的比率,并且可以获得细胞形态的统计数据。用户友好的MATLAB $ ^ {\ circledR} $图形用户界面MitosisAnalyser包含所有工具。

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