D. Golomb et al., ON TEMPORAL CODES AND THE SPATIOTEMPORAL RESPONSE OF NEURONS IN THE LATERAL GENICULATE-NUCLEUS, Journal of neurophysiology, 72(6), 1994, pp. 2990-3003
1. The present work relates recent experimental studies of the tempora
l coding of visual stimuli (McClurkin, Optican, Richmond, and Gawne, S
cience 253: 675, 1991) to the measurements of the spatiotemporal recep
tive fields of neurons within the lateral geniculate of primate. 2. We
analyze both new and previously described magnocellular and parvocell
ular single units. The spatiotemporal impulse response function of the
unit, defined as the time-resolved average firing rate in response to
a weak stimulus flashed at a given location and time, is characterize
d by the singular value decomposition. This analysis allows one to rep
resent the impulse response by a small number, two to three, of spatia
l and temporal modes. Both magnocellular and parvocellular units are w
eakly nonseparable, with major and minor modes that account, respectiv
ely, for similar to 78 and 22% of the response. The major temporal mod
e for both types is essentially identical for the first 100 ms. At lat
er times the response of magnocellular units changes sign and decays s
lowly, whereas the response of parvocellular units decays relatively r
apidly. 3. The spatiotemporal impulse response function completely det
ermines the response of a unit to an arbitrary stimulus when linear re
sponse theory is valid. Using the measured impulse response, combined
with a rectifying neuronal input-output relation, we calculate the res
ponses to a complete set of spatial luminance patterns constructed of
''Walsh'' functions. Our predicted temporal responses are in qualitati
ve agreement with those reported for parvocellular units (McClurkin, O
ptican, Richmond, and Gawne, J. Neurophysiol. 66: 794, 1991). Under th
e additional assumptions of Poisson statistics for the probability of
spiking and a plausible background firing rate, we predict the perform
ance of a unit in the Walsh pattern discrimination task as quantified
by mutual information. Our prediction is again consistent with the rep
orted results. 4. Last, we consider the issue of temporal coding withi
n linear response. For stimuli presented for fixed time intervals, the
singular value decomposition provides a natural relation between the
temporal modes of the neuronal response and the spatial pattern of the
stimulus. Although it is tempting to interpret each temporal mode as
an independent channel that encodes orthogonal features of the stimulu
s, successively higher order modes are increasingly unreliable and do
not significantly increase the discrimination capabilities of the unit
.