从大规模钙成像数据重建尖峰序列。

Hfsp Journal Pub Date : 2010-02-01 Epub Date: 2010-01-22 DOI:10.2976/1.3284977
Alex C Kwan
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引用次数: 4

摘要

神经活动可以通过最先进的光学成像方法捕获,尽管对结果数据集的分析通常是手动的,而且没有标准化。因此,使用大规模钙成像的实验室急切地等待能够自动识别细胞和推断峰值过程的软件工具箱。Mukamel等人在最近的一篇论文中提出并实现了一种算法[Neuron 63,747 -760(2009)],该算法使用了独立分量分析,比传统方法有了显著改进。该方法应广泛适用,从小鼠小脑、新皮层和脊髓获得的数据进行了测试。随着光学成像技术的快速发展,分析工具的出现是一个令人兴奋的发展,它将激发新的发现,并进一步阐明神经回路的功能。
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Toward reconstructing spike trains from large-scale calcium imaging data.

Neural activity can be captured by state-of-the-art optical imaging methods although the analysis of the resulting data sets is often manual and not standardized. Therefore, laboratories using large-scale calcium imaging eagerly await software toolboxes that can automate the process of identifying cells and inferring spikes. An algorithm proposed and implemented in a recent paper by Mukamel et al. [Neuron 63, 747-760 (2009)] used independent component analysis and offers significant improvements over conventional methods. The approach should be widely applicable, as tested with data obtained from the mouse cerebellum, neocortex, and spinal cord. The emergence of analysis tools in parallel with the rapid advances in optical imaging is an exciting development that will stimulate new discoveries and further elucidate the functions of neural circuits.

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