Spike detection for calcium activity.

Pub Date : 2022-11-01 DOI:10.1515/ijb-2020-0043
Hermine Biermé, Camille Constant, Anne Duittoz, Christine Georgelin
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Abstract

We present in this paper a global methodology for the spike detection in a biological context of fluorescence recording of GnRH-neurons calcium activity. For this purpose we first propose a simple stochastic model that could mimic experimental time series by considering an autoregressive AR(1) process with a linear trend and specific innovations involving spiking times. Estimators of parameters with asymptotic normality are established and used to set up a statistical test on estimated innovations in order to detect spikes. We compare several procedures and illustrate on biological data the performance of our procedure.

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钙活性的峰值检测。
我们提出了一种在荧光记录gnrh神经元钙活性的生物学背景下的spike检测的全球方法。为此,我们首先提出一个简单的随机模型,该模型可以通过考虑具有线性趋势的自回归AR(1)过程和涉及峰值时间的特定创新来模拟实验时间序列。建立了具有渐近正态性的参数估计量,并用于对估计的创新进行统计检验,以便检测峰值。我们比较了几种程序,并用生物学数据说明了我们程序的性能。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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