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Error estimation for reconstruction of neuronal spike firing from fast calcium imaging

机译:快速钙成像重建神经元突波发射的误差估计

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摘要

Calcium imaging is becoming an increasingly popular technology to indirectly measure activity patterns in local neuronal networks. Calcium transients reflect neuronal spike patterns allowing for spike train reconstructed from calcium traces. The key to judging spiking train authenticity is error estimation. However, due to the lack of an appropriate mathematical model to adequately describe this spike-calcium relationship, little attention has been paid to quantifying error ranges of the reconstructed spike results. By turning attention to the data characteristics close to the reconstruction rather than to a complex mathematic model, we have provided an error estimation method for the reconstructed neuronal spiking from calcium imaging. Real false-negative and false-positive rates of 10 experimental Ca2+ traces were within the estimated error ranges and confirmed that this evaluation method was effective. Estimation performance of the reconstruction of spikes from calcium transients within a neuronal population demonstrated a reasonable evaluation of the reconstructed spikes without having real electrical signals. These results suggest that our method might be valuable for the quantification of research based on reconstructed neuronal activity, such as to affirm communication between different neurons.
机译:钙成像正成为一种越来越流行的技术,用于间接测量局部神经元网络中的活动模式。钙瞬变反映神经元的尖峰模式,允许从钙的痕迹重建尖峰序列。判断尖峰火车真实性的关键是误差估计。但是,由于缺乏适当的数学模型来充分描述这种峰-钙关系,因此很少关注量化重构峰结果的误差范围。通过将注意力转移到靠近重建而不是复杂的数学模型的数据特征上,我们为钙成像重建神经元尖峰提供了一种误差估计方法。 10条实验性Ca 2 + 迹线的真实假阴性和假阳性率在估计的误差范围内,并证实了该评估方法是有效的。从神经元群体中钙瞬变重建尖峰的估计性能证明了对重建尖峰的合理评估,而没有真实的电信号。这些结果表明,我们的方法对于基于重建的神经元活动进行定量研究(例如确认不同神经元之间的交流)可能有价值。

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