Theoretical Neuroscience and Complex Systems Research Group, Department of Computational Sciences, Wigner Research Center for Physics of the Hungarian Academy of Sciences, Budapest, H-1121, Hungary.
János Szentágothai Doctoral School of Neurosciences, Semmelweis University, Budapest, H-1085, Hungary.
Sci Rep. 2019 Mar 26;9(1):5171. doi: 10.1038/s41598-019-41554-x.
The directed causal relationship were examined between the local field potential (LFP) and the intrinsic optical signal (IOS) during induced epileptiform activity in in vitro cortical slices by the convergent cross-mapping causality analysis method. Two components of the IOS signal have been distinguished: a faster, activity dependent component (IOSh) which changes its sign between transmitted and reflected measurement, thus it is related to the reflectance or the scattering of the tissue and a slower component (IOSl), which is negative in both cases, thus it is resulted by the increase of the absorption of the tissue. We have found a strong, unidirectional, delayed causal effect from LFP to IOSh with 0.5-1s delay, without signs of feedback from the IOSh to the LFP, while the correlation was small and the peaks of the cross correlation function did not reflect the actual causal dependency. Based on these observations, a model has been set up to describe the dependency of the IOSh on the LFP power and IOSh was reconstructed, based on the LFP signal. This study demonstrates that causality analysis can lead to better understanding the physiological interactions, even in case of two data series with drastically different time scales.
通过汇聚交叉映射因果分析方法,研究了体外皮质切片中诱导癫痫样活动期间局部场电位(LFP)和固有光学信号(IOS)之间的定向因果关系。IOS 信号有两个分量:一个更快、与活动相关的分量(IOSh),其在透射和反射测量之间改变符号,因此与组织的反射率或散射有关,以及一个较慢的分量(IOSl),在两种情况下均为负值,因此是由于组织吸收增加所致。我们发现了从 LFP 到 IOSh 的强、单向、延迟的因果效应,延迟 0.5-1s,没有 IOSh 反馈到 LFP 的迹象,而相关性较小,互相关函数的峰值并不反映实际的因果依赖性。基于这些观察结果,建立了一个模型来描述 IOSh 与 LFP 功率的依赖性,并根据 LFP 信号重建了 IOSh。这项研究表明,即使对于时间尺度差异很大的两个数据序列,因果分析也可以帮助更好地理解生理相互作用。