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Automated Intracellular Calcium Profiles Extraction from Endothelial Cells Using Digital Fluorescence Images

机译:使用数字荧光图像从内皮细胞中自动提取细胞内钙谱

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摘要

Endothelial cells perform a wide variety of fundamental functions for the cardiovascular system, their proliferation and migration being strongly regulated by their intracellular calcium concentration. Hence it is extremely important to carefully measure endothelial calcium signals under different stimuli. A proposal to automate the intracellular calcium profiles extraction from fluorescence image sequences is presented. Digital image processing techniques were combined with a multi-target tracking approach supported by Kalman estimation. The system was tested with image sequences from two different stimuli. The first one was a chemical stimulus, that is, ATP, which caused small movements in the cells trajectories, thereby suggesting that the bath application of the agonist does not generate significant artifacts. The second one was a mechanical stimulus delivered by a glass microelectrode, which caused major changes in cell trajectories. The importance of the tracking block is evidenced since more accurate profiles were extracted, mainly for cells closest to the stimulated area. Two important contributions of this work are the automatic relocation of the region of interest assigned to the cells and the possibility of data extraction from big image sets in efficient and expedite way. The system may adapt to different kind of cell images and may allow the extraction of other useful features.
机译:内皮细胞对心血管系统具有多种基本功能,其增殖和迁移受细胞内钙浓度的强烈调节。因此,在不同刺激下仔细测量内皮钙信号极为重要。提出了从荧光图像序列中自动提取细胞内钙谱的建议。数字图像处理技术与Kalman估计支持的多目标跟踪方法结合在一起。用来自两个不同刺激的图像序列测试了系统。第一个是化学刺激,即ATP,它引起细胞轨迹的微小移动,从而表明激动剂的浸浴不会产生明显的伪影。第二个是玻璃微电极传递的机械刺激,导致细胞轨迹发生重大变化。由于提取了更准确的轮廓(主要是针对最靠近受刺激区域的细胞),因此跟踪块的重要性得到了证明。这项工作的两个重要贡献是分配给细胞的感兴趣区域的自动重定位,以及以高效快捷的方式从大图像集中提取数据的可能性。该系统可以适应于不同种类的细胞图像,并且可以允许提取其他有用的特征。

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