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The Journal of Neurophysiology Vol. 85 No. 1 January 2001, pp. 448-461
Copyright ©2001 by the American Physiological Society
1Central Research and Development, E. I. Du Pont De Nemours and Co., Inc., Wilmington, Delaware 19880-0328; and 2Department of Neuroscience, University of Pennsylvania School of Medicine, Philadelphia, Pennsylvania 19104-6074
Rogers, Robert F.,
Jacob D. Runyan,
A. Ganesh Vaidyanathan, and
James S. Schwaber.
Information Theoretic Analysis of Pulmonary Stretch Receptor
Spike Trains. J. Neurophysiol. 85: 448-461, 2001. Primary afferent neurons transduce physical, continuous
stimuli into discrete spike trains. Investigators have long been
interested in interpreting the meaning of the number or pattern of
action potentials in attempts to decode the spike train back into
stimulus parameters. Pulmonary stretch receptors (PSRs) are visceral
mechanoreceptors that respond to deformation of the lungs and pulmonary
tree. They provide the brain stem with feedback that is used by
cardiorespiratory control circuits. In anesthetized, paralyzed,
artificially ventilated rabbits, we recorded the action potential
trains of individual PSRs while continuously manipulating ventilator
rate and volume. We describe an information theoretic-based analytical
method for evaluating continuous stimulus and spike train data that is
of general applicability to any continuous, dynamic system. After adjusting spike times for conduction velocity, we used a sliding window
to discretize the stimulus (average tracheal pressure) and response
(number of spikes), and constructed co-occurrence matrices. We
systematically varied the number of categories into which the stimulus
and response were evenly divided at 26 different sliding window widths
(5, 10, 20, 30, ... , 230, 240, 250 ms). Using the probability
distributions defined by the co-occurrence matrices, we estimated
associated stimulus, response, joint, and conditional entropies, from
which we calculated information transmitted as a fraction of the
maximum possible, as well as encoding and decoding efficiencies. We
found that, in general, information increases rapidly as the sliding
window width increases from 5 to ~50 ms and then saturates as
observation time increases. In addition, the information measures
suggest that individual PSRs transmit more "when" than "what"
type of information about the stimulus, based on the finding that the
maximum information at a given window width was obtained when the
stimulus was divided into just a few (usually <6) categories. Our
results indicate that PSRs provide quite reliable information about
tracheal pressure, with each PSR conveying about 31% of the maximum
possible information about the dynamic stimulus, given our analytical
parameters. When the stimulus and response are divided into more
categories, slightly less information is transmitted, and this quantity
also saturates as a function of observation time. We consider and
discuss the importance of information contained in window widths on the
time scales of an excitatory postsynaptic potential and Hering-Breuer reflex central delay.
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