Information Theoretic Analysis of Dynamical Encoding by Four Identified
Primary Sensory Interneurons in the Cricket Cercal System.
FREDERIC THEUNISSEN, J. COOPER RODDEY, STEVEN STUFFLEBEAM, HEATHER CLAGUE, AND
JOHN P. MILLER.
Department of Molecular and Cell Biology, University of California,
Berkeley, California 94720.
APStracts 2:0368N, 1995.
SUMMARY AND CONCLUSIONS
1. The stimulus/response properties of four identified primary sensory
interneurons in the cricket cercal sensory system were studied using
electrophysiological techniques. These four cells are thought to represent a
functionally discrete subunit of the cercal system: they are the only cells
which encode information about stimulus direction to higher centers for low
intensity stimuli. Previous studies characterized the quantity of information
encoded by these cells about the direction of air currents in the horizontal
plane. In the experiments reported here, we characterized the quantity and
quality of information encoded in the cellsae elicited responses about the
dynamics of air current waveforms presented at their optimal stimulus
directions. The total sample set included 22 cells. 2. This characterization
was achieved by determining the cellsae frequency sensitivities and encoding
accuracy, using the methods of stochastic systems analysis and information
theory. The specific approach used for the analysis was the
[circumflex]ostimulus reconstruction[diaeresis]o technique, in which a
functional expansion was derived to transform the observed spike train
responses into the optimal estimate (i.e.,
[circumflex]oreconstruction[diaeresis]o) of the actual stimulus. A novel
derivation of the crucial equations is presented. The reverse approach is
compared to the more traditional forward analysis, in which an expansion is
derived which transforms the stimulus to a prediction of the spike train
response. Important aspects of the application of these analytical approaches
are considered. 3. All four interneurons were found to have identical
frequency tuning, as assessed by the accuracy with which different frequency
components of stimulus waveforms could be reconstructed with a linear
expansion. The interneurons encoded significant information about stimulus
frequencies between 5 and 80 Hz, with peak sensitivities at approximately 15
Hz. 4. All four interneurons were found to have identical stimulus/response
latencies. The mean latency between a stimulus component and the corresponding
elicited spike was 17 msecs. All four interneurons also had identical
integration times. The integration time, measured by the duration of stimulus
which could affect the probability of spiking, was approximately 50 msec. 5.
The accuracy of the encoding can be expressed as a signal to noise ratio,
where the noise is a scaled difference between the original signal and the
best estimate of the signal. Peak signal-to-noise ratios of approximately 1
were obtained for the cells across all stimulus power levels, using only the
linear expansion term. Analysis of the data indicated that the consideration
of second order non-linear transformations of the stimulus would not have
increased the calculated encoding accuracy. 6. The encoding accuracy can also
be expressed in the information theoretic units of bits/second, which
characterizes the information transmission rate of the cell. Bits/second
values varied between 10 and 80 for the twenty-two different cells in our
experimental set. The information rate values were highly correlated with the
mean spike rates of the interneurons, but were not correlated with the
stimulus power levels. However, normalizing the absolute information rates by
the mean spike rate in each case yielded a measure of bits/spike which was
remarkably invariant across all experiments. The measured bits/spike rate was
approximately 1 for all experiments. This result is discussed in the context
of recent theoretical studies on optimal encoding. 7. Although the dynamic
sensitivities of the four interneurons were identical, their directional
sensitivities are known to be orthogonal. Thus, the cells are complementary to
one another from a functional standpoint: whereas a particular cell will be
insensitive to air currents from some directions, one or more of the other
three cells will be sensitive to stimuli from those directions. Estimates of
achievable encoding accuracy doubled when calculations were performed
simulating the responses of complementary pairs of cells having opposite
directional sensitivities.
Received 28 April 1995; accepted in final form 18 October 1995.
APS Manuscript Number J287-5.
Article publication pending J. Neurophysiol.
ISSN 1080-4757 Copyright 1995 The American Physiological Society.
Published in APStracts on 23 December 95