[Ion single channel signal restoration and parameters' estimation based on the hidden Markov models].
The single ion channel signal is stochastic ionic current on the order of 1 pA recorded by patch clamp. Because the weakness of the signal, the background noise always dominates in the recordings, the threshold detector traditionally used in patch clamp to denoise and restore the channel signal can't work satisfactorily. This problem was analyzed mathematically, and a signal restoring and parameters estimating scheme called HMM algorithm was studied. The algorithm has been validated by simulation and the results suggest it performs effectively in the situation of low signal to noise ratio where the threshold detector fails completely.
Han
X D
XD
Biomedical Engineering Institute of Central China, University of Science and Technology.
Liu
X M
XM
Pan
H
H
Tao
M
M
Lin
J R
JR
D000465:Algorithms; D001499:Bayes Theorem; D007473:Ion Channels / Q000502:physiology*; D016013:Likelihood Functions; D008390:Markov Chains; D018408:Patch-Clamp Techniques / Q000379:methods*
D007473:Ion Channels