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Apoptosis Detection for Adherent Cell Populations in Time-Lapse Phase-Contrast Microscopy Images

机译:时移相差显微镜图像中细胞粘附细胞凋亡的检测。

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The detection of apoptosis, or programmed cell death, is important to understand the underlying mechanism of cell development. At present, apoptosis detection resorts to fluorescence or colorimetric assays, which may affect cell behavior and thus not allow long-term monitoring of intact cells. In this work, we present an image analysis method to detect apoptosis in time-lapse phase-contrast microscopy, which is nondestructive imaging. The method first detects candidates for apoptotic cells based on the optical principle of phase-contrast microscopy in connection with the properties of apoptotic cells. The temporal behavior of each candidate is then examined in its neighboring frames in order to determine if the candidate is indeed an apoptotic cell. When applied to three C2C12 myoblastic stem cell populations, which contain more than 1000 apoptosis, the method achieved around 90% accuracy in terms of average precision and recall.
机译:凋亡或程序性细胞死亡的检测对于了解细胞发育的潜在机制很重要。目前,凋亡检测依靠荧光或比色测定,这可能影响细胞行为,因此不能长期监测完整细胞。在这项工作中,我们提出了一种图像分析方法来检测延时相衬显微镜中的细胞凋亡,这是一种非破坏性成像。该方法首先根据相差显微镜的光学原理结合凋亡细胞的性质来检测凋亡细胞的候选物。然后在其相邻帧中检查每个候选者的时间行为,以确定该候选者是否确实是凋亡细胞。当应用于三个包含超过1000个细胞凋亡的C2C12成肌干细胞群体时,该方法在平均准确度和召回率方面达到了大约90%的准确度。

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