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离子通道门控与时间间隔遗漏:二态马尔可夫模型的统计推断

Ion channel gating and time interval omission: statistical inference for a two-state Markov model.

作者信息

Ball F G, Davies S S, Sansom M S

机构信息

Department of Mathematics, University of Nottingham, U.K.

出版信息

Proc Biol Sci. 1994 Mar 22;255(1344):267-72. doi: 10.1098/rspb.1994.0038.

Abstract

Statistical inference is considered for a two-state Markov model of a single ion channel, when time interval omission is incorporated. A simple method of obtaining confidence sets for the mean open and closed sojourn times for the underlying single channel, based on the method-of-moments estimators, is presented. Time interval omission induces non-identifiability, in that the method-of-moments usually leads to two distinct estimates of the mean open and closed sojourn times, one corresponding to the true values and the other being an artefact of time interval omission. A new method of overcoming such non-identifiability on the basis of one single channel record is described. The methodology is illustrated by a numerical example.

摘要

当纳入时间间隔遗漏时,对单个离子通道的两态马尔可夫模型进行统计推断。提出了一种基于矩估计法为基础单通道的平均开放和关闭驻留时间获取置信集的简单方法。时间间隔遗漏会导致不可识别性,即矩估计法通常会导致平均开放和关闭驻留时间的两个不同估计值,一个对应于真实值,另一个是时间间隔遗漏的人为产物。描述了一种基于单个通道记录克服这种不可识别性的新方法。通过一个数值例子对该方法进行了说明。

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