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CalciumCV: Computer Vision Software for Calcium Signaling in Astrocytes

机译:CalciumCV:用于星形胶质细胞中钙信号的计算机视觉软件

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Developing computational analysis of time-lapse imaging of calcium events in astrocytes is a challenging task in neuroscience. Here we report the implementation of an algorithm that solves this task. After noise reduction with the block-matching and 3D filtering (BM3D) algorithm, calcium activity is identified as fluorescence elevation above the baseline level. Individual events are detected by sliding window approach applied to the variation of pixel intensity relative to the baseline level. The maximal projection and duration of astrocytic calcium events are then assessed. The novelty of the proposed method is an adaptive construction of the baseline level. The statistical results generated by our program are consistent with the previous algorithm reported and used by us for the reference. The software is publicly available.
机译:发展星形胶质细胞钙事件的延时成像的计算分析是神经科学中的一项艰巨任务。在这里,我们报告解决此任务的算法的实现。在使用块匹配和3D过滤(BM3D)算法降低噪声后,钙的活性被识别为高于基线水平的荧光升高。通过将滑动窗口方法应用于像素强度相对于基线水平的变化,可以检测单个事件。然后评估星形细胞钙事件的最大预测和持续时间。所提出的方法的新颖性是基线水平的自适应构造。我们的程序生成的统计结果与我们之前报告并用作参考的算法一致。该软件是公开可用的。

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