Institute of Clinical Neuroscience and Medical Psychology, Heinrich Heine University, Düsseldorf, Germany.
J Neurosci Methods. 2011 Oct 15;201(2):438-43. doi: 10.1016/j.jneumeth.2011.08.014. Epub 2011 Aug 17.
Recent studies have observed the ubiquity of phase-amplitude coupling (PAC) phenomenon in human and animal brain recordings. While various methods were performed to quantify it, a rigorous analytical definition of PAC is lacking. This paper yields an analytical definition and accordingly offers theoretical insights into some of the current methods. A direct PAC estimator based on the given definition is presented and shown theoretically to be superior to some of the previous methods such as general linear model (GLM) estimator. It is also shown that the proposed PAC estimator is equivalent to GLM estimator when a constant term is removed from its formulation. The validity of the derivations is demonstrated with simulated data of varying noise levels and local field potentials recorded from the subthalamic nucleus of a Parkinson's disease patient.
最近的研究观察到相位-振幅耦合 (PAC) 现象在人和动物大脑记录中的普遍性。虽然已经使用了各种方法来对其进行量化,但 PAC 缺乏严格的分析定义。本文给出了一个分析定义,并相应地为一些当前的方法提供了理论上的见解。本文提出了一种基于给定定义的直接 PAC 估计器,并从理论上证明了它优于一些先前的方法,如广义线性模型 (GLM) 估计器。本文还表明,当从其公式中删除常数项时,所提出的 PAC 估计器与 GLM 估计器等效。通过对不同噪声水平的模拟数据和从帕金森病患者的丘脑底核记录的局部场电位的验证,证明了推导的有效性。