Jf. He, LONG-LATENCY NEURONS IN AUDITORY-CORTEX INVOLVED IN TEMPORAL INTEGRATION - THEORETICAL-ANALYSIS OF EXPERIMENTAL-DATA, Hearing research, 121(1-2), 1998, pp. 147-160
A previous experimental study (He et al., 1997) found 132 duration-sel
ective neurons with long latencies of greater than 30 ms in the dorsal
zone of cat auditory cortex. The mechanism by which such long-latency
neurons integrate information during their latent period is investiga
ted by analysis of the temporal relationship between the stimulus and
neuronal response. In the present study, we developed a one-layer perc
eptron to examine the above temporal relationship of the experimental
results. The acoustic stimulus was represented as a contiguous series
of sequential short time epochs. The perceptron was trained by using t
he spike data as the desired outputs and the acoustic stimuli (in digi
tal format) as the inputs. The adaptive weights between the outputs an
d the inputs after training indicated the temporal relationship betwee
n neuronal responses and the stimuli. The contribution of each time ep
och of the stimulus could be either positive or negative: the positive
contribution corresponds to excitatory input and the negative contrib
ution to inhibitory input. Long-duration-selective neurons were found
to receive mainly excitatory input along the entire effective stimulus
duration. However, duration-tuned neurons received excitatory input f
or only the time period from the stimulus onset to their best duration
s, and inhibitory thereafter. The temporal integration pattern of shor
t-duration-selective neurons was similar to duration-tuned neurons. Ho
wever, short-duration-selective neurons received excitatory input only
at the beginning of the stimulus. Each of the duration-threshold neur
ons integrated auditory information only for a restricted time period
of the stimulus, suggesting that they have a time window over the stim
ulus time domain. Non-duration-threshold neurons have time windows ext
ending from the stimulus onset onward. The assembly of duration-thresh
old neurons and non-duration-threshold neurons may collectively repres
ent the time axis of the stimulus. (C) 1998 Elsevier Science B.V. All
rights reserved.