St-Hilaire Martin, Longtin André
Department of Physics, MacDonald Hall, University of Ottawa, 150 Louis Pasteur, Ottawa, ON, Canada K1N 6N5.
Math Biosci. 2004 Mar-Apr;188:157-74. doi: 10.1016/j.mbs.2003.08.012.
Weakly electric fish continuously emit a quasi-sinusoidal electric organ discharge (EOD) to probe their near environment (electrolocation). P-type tuberous receptors located on their skin respond to amplitude modulations of the EOD by varying their firing rate. These receptors, and the neuronal circuitry downstream from them, must encode and process low-frequency stimuli due to prey and obstacles and certain communication signals, as well as high-frequency communication signals emitted by other fish. We ultimately seek the biophysics that govern the encoding process, and in particular, the sensitivity to certain stimulus features. Since the pyramidal cells to which these receptors project can also be monitored, studies of weakly electric fish offer a great opportunity for deciphering the encoding/decoding problem. Here we briefly summarize our recent advances on this issue. We then present new results on the encoding properties and relative modeling advantages of two widely used classes of neuron models of electroreceptor activity: a leaky integrate-and-fire dynamical model, and a non-dynamical modulated stochastic point process model. The quality of encoding, based on the stimulus reconstruction method, is assessed as a function of firing rate and stimulus contrast, in the context of bandlimited Gaussian stimuli. Our main conclusion is that the quality of encoding increases strongly with firing rate, but also depends on the actual combination of biophysical parameters that determine this rate.
弱电鱼持续发出准正弦电器官放电(EOD)以探测其周围环境(电定位)。位于其皮肤上的P型结节感受器通过改变放电频率来响应EOD的幅度调制。这些感受器及其下游的神经回路必须编码和处理由猎物、障碍物产生的低频刺激以及某些通信信号,还有其他鱼类发出的高频通信信号。我们最终寻求支配编码过程的生物物理学,特别是对某些刺激特征的敏感性。由于这些感受器投射到的锥体细胞也可以被监测,弱电鱼的研究为破解编码/解码问题提供了绝佳机会。在此我们简要总结我们在这个问题上的最新进展。然后我们展示关于电感受器活动的两类广泛使用的神经元模型的编码特性和相对建模优势的新结果:一个漏电整合发放动力学模型和一个非动力学调制随机点过程模型。基于刺激重建方法,在带限高斯刺激的背景下,编码质量作为放电频率和刺激对比度的函数进行评估。我们的主要结论是,编码质量随着放电频率的增加而显著提高,但也取决于决定该频率的生物物理参数的实际组合。