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首页> 外文期刊>Journal of Neuroscience Methods >Real-time multi-channel stimulus artifact suppression by local curve fitting.
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Real-time multi-channel stimulus artifact suppression by local curve fitting.

机译:通过局部曲线拟合实时抑制多通道刺激。

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摘要

We describe an algorithm for suppression of stimulation artifacts in extracellular micro-electrode array (MEA) recordings. A model of the artifact based on locally fitted cubic polynomials is subtracted from the recording, yielding a flat baseline amenable to spike detection by voltage thresholding. The algorithm, SALPA, reduces the period after stimulation during which action potentials cannot be detected by an order of magnitude, to less than 2 ms. Our implementation is fast enough to process 60-channel data sampled at 25 kHz in real-time on an inexpensive desktop PC. It performs well on a wide range of artifact shapes without re-tuning any parameters, because it accounts for amplifier saturation explicitly and uses a statistic to verify successful artifact suppression immediately after the amplifiers become operational. We demonstrate the algorithm's effectiveness on recordings from dense monolayer cultures of cortical neurons obtained from rat embryos. SALPA opens up a previously inaccessible window for studying transient neural oscillations and precisely timed dynamics in short-latency responses to electric stimulation.
机译:我们描述了一种抑制细胞外微电极阵列(MEA)记录中的刺激伪影的算法。从记录中减去基于局部拟合三次多项式的伪影模型,从而得到一个适合通过电压阈值进行尖峰检测的平坦基线。 SALPA算法将刺激后无法检测到动作电位的时间缩短了一个数量级,即小于2 ms。我们的实施速度足够快,可以在一台廉价的台式PC上实时处理以25 kHz采样的60通道数据。它可以在各种伪像形状上表现良好,而无需重新调整任何参数,因为它明确地考虑了放大器的饱和度,并使用统计数据来验证放大器投入使用后是否成功抑制了伪像。我们证明了该算法在从大鼠胚胎获得的皮层神经元的密集单层培养物中进行记录的有效性。 SALPA打开了一个以前无法访问的窗口,用于研究瞬态神经振荡和对电刺激的短时延响应中的精确定时动力学。

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