NEURAL ENSEMBLE CODING IN INFERIOR TEMPORAL CORTEX

被引:121
作者
GOCHIN, PM
COLOMBO, M
DORFMAN, GA
GERSTEIN, GL
GROSS, CG
机构
[1] MITRE CORP,CTR ADV AVIAT SYST DEV,MCLEAN,VA 22102
[2] UNIV PENN,DEPT PHYSIOL,PHILADELPHIA,PA 19104
关键词
D O I
10.1152/jn.1994.71.6.2325
中图分类号
Q189 [神经科学];
学科分类号
071006 ;
摘要
1. Isolated, single-neuron extracellular potentials were recorded sequentially in area TE of the inferior temporal cortex (IT) of two macaque monkeys (n = 58 and n = 41 neurons). Data were obtained while the animals were performing a paired-associate task. The task utilized five stimuli and eight stimulus pairings (4 correct and 4 incorrect). Data were evaluated as average spike rate during experimental epochs of 100 or 400 ms. Single-unit and population characteristics were measured using a form of linear discriminant analysis and information theoretic measures. To evaluate the significance of covariance on population code measures, additional data consisting of simultaneous recordings from less than or equal to 8 isolated neurons(n = 37) were obtained from a third macaque monkey that was passively viewing visual stimuli. 2. On average, 43% of IT neurons were activated by any of the stimuli used (60% if those inhibited also are included). Yet the neurons were rather unique in the relative magnitude of their responses to each stimulus in the test set. These results suggest that information may be represented in IT by the pattern of activity across neurons and that the representation is not sparsely coded. It is further suggested that the representation scheme may have similarities to DNA or computer codes wherein a coding element is not a local parametric descriptor. This is a departure from the V1 representation, which appears to be both local and parametric. It is also different from theories of IT representation that suggest a constructive basis set or ''alphabet''. From this view, determination of stimurus discrimination capacity in IT should be evaluated by measures of population activity patterns. 3. Evaluation of small groups of simultaneously recorded neurons obtained during a fixation task suggests that little information about visual stimuli is conveyed by covariance of activity in IT when a 100-ms time scale is used as in this study. This finding is consistent with a prior report, by Gochin et al., which used a I-ms time scare and failed to find neural activity coherence or oscillations dependent on stimuli. 4. Population-stimulus-discrimination capacity measures were influenced by the number of neurons and to some extent the number and type of stimuli. 5. Information conveyed by individual neurons (mutual information) averaged 0.26 bits. The distribution of information values was uni-modal and is therefore more consistent with a distributed than a local coding scheme. Populations of neurons conveyed less information than the sum of the individuals, reaching <1.9 bits for similar to 50 neurons, thus indicating considerable redundancy. The novelty of information was found to be a function of the size of the population sample, apparently decreasing by 1/root n. 6. Information available through the course of the behavioral paradigm was evaluated by partitioning the data into 100-ms epochs. The results indicate that a relatively large amount of information becomes available in the second 100 ms after stimulus onset. The peak in information occurs between 200 and 400 ms after stimulus onset and significantly decays before the stimulus is removed. By the time the second stimulus was shown in our paired associates paradigm (500 ms after stimulus 1 offset), information about the first stimulus was about half of the peak value.
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页码:2325 / 2337
页数:13
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