Analysis of single ion channel data incorporating time-interval omission and sampling

Author:

The Yu-Kai12,Timmer Jens12

Affiliation:

1. Institut für Physik, Universität FreiburgHermann-Herder-Str. 3, 79104 Freiburg, Germany

2. Freiburger Zentrum für Datenanalyse und Modellbildung, Universität FreiburgEckerstr. 1, 79104 Freiburg, Germany

Abstract

Hidden Markov models are widely used to describe single channel currents from patch-clamp experiments. The inevitable anti-aliasing filter limits the time resolution of the measurements and therefore the standard hidden Markov model is not adequate anymore. The notion of time-interval omission has been introduced where brief events are not detected. The developed, exact solutions to this problem do not take into account that the measured intervals are limited by the sampling time. In this case the dead-time that specifies the minimal detectable interval length is not defined unambiguously. We show that a wrong choice of the dead-time leads to considerably biased estimates and present the appropriate equations to describe sampled data.

Publisher

The Royal Society

Subject

Biomedical Engineering,Biochemistry,Biomaterials,Bioengineering,Biophysics,Biotechnology

Cited by 4 articles. 订阅此论文施引文献 订阅此论文施引文献,注册后可以免费订阅5篇论文的施引文献,订阅后可以查看论文全部施引文献

1. On the Derivative Counting Processes of First- and Second-order Aggregated Semi-Markov Systems;Methodology and Computing in Applied Probability;2021-09-30

2. Distribution and availability for aggregated second-order semi-Markov ternary system with working time omission;Reliability Engineering & System Safety;2017-10

3. Statistical analysis of modal gating in ion channels;Proceedings of the Royal Society A: Mathematical, Physical and Engineering Sciences;2014-06-08

4. MCMC Estimation of Markov Models for Ion Channels;Biophysical Journal;2011-04

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