Chromatic and Achromatic Spatial Resolution of Local Field Potentials in Awake Cortex
Cerebral Cortex, October 2015;25: 3877–3893
doi: 10.1093/cercor/bhu270
Advance Access Publication Date: 21 November 2014
Original Article
ORIGINAL ARTICLE
Chromatic and Achromatic Spatial Resolution
Michael Jansen1, Xiaobing Li1, Reza Lashgari1,4, Jens Kremkow1,
Yulia Bereshpolova3, Harvey A. Swadlow1,3, Qasim Zaidi2,
and Jose-Manuel Alonso1,3
1
Department of Biological Sciences and 2Graduate Center for Vision Research, SUNY College of Optometry,
New York, NY, USA, 3Psychology, University of Connecticut, Storrs, CT, USA, and 4Department of Biomedical
Engineering, School of Electrical Engineering, Iran University of Science and Technology, Tehran, Iran
Address correspondence to Jose-Manuel Alonso, State University of New York, State College of Optometry, 33 West, 42nd street, 17th floor, New York,
NY 10036, USA . Email:
Abstract
Local field potentials (LFPs) have become an important measure of neuronal population activity in the brain and could provide
robust signals to guide the implant of visual cortical prosthesis in the future. However, it remains unclear whether LFPs can
detect weak cortical responses (e.g., cortical responses to equiluminant color) and whether they have enough visual spatial
resolution to distinguish different chromatic and achromatic stimulus patterns. By recording from awake behaving macaques in
primary visual cortex, here we demonstrate that LFPs respond robustly to pure chromatic stimuli and exhibit ∼2.5 times lower
spatial resolution for chromatic than achromatic stimulus patterns, a value that resembles the ratio of achromatic/chromatic
resolution measured with psychophysical experiments in humans. We also show that, although the spatial resolution of LFP
decays with visual eccentricity as is also the case for single neurons, LFPs have higher spatial resolution and show weaker
response suppression to low spatial frequencies than spiking multiunit activity. These results indicate that LFP recordings are
an excellent approach to measure spatial resolution from local populations of neurons in visual cortex including those
responsive to color.
Key words: LFP, area V1, color, receptive field, striate cortex
Introduction
The primary visual cortex (area V1) is fed by 3 major thalamic
pathways that carry different combinations of inputs from cone
photoreceptors that are sensitive to long (L), medium (M), and
short (S) wavelengths. Parvocellular neurons compute the difference between L and M inputs, koniocellular neurons the difference between S and the sum of L + M inputs, and magnocellular
neurons compute L + M sums (Derrington et al. 1984; Sun et al.
2006). Magnocellular and parvocellular neurons measure local
contrast by taking the difference between inputs to their receptive field centers and surrounds (Wiesel and Hubel 1966; Reid
and Shapley 1992, 2002; Lee et al. 1998). When the center and surround involve the same cone combination, the subtraction generates band-pass spatial frequency tuning, as is the case in
magnocellular neurons, where only a band of intermediate spatial frequencies pass to later stages of visual processing (Hicks
et al. 1983; Derrington and Lennie 1984). Conversely, when the
center-surround subtraction involves different cones, as in the
parvocellular pathway, the neurons only pass the low spatial
© The Author 2014. Published by Oxford University Press.
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of Local Field Potentials in Awake Cortex
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| Cerebral Cortex, 2015, Vol. 25, No. 10
Materials and Methods
Visual Stimuli
Stimuli were presented on a cathode ray tube (CRT) monitor
(Sony GDM F520, refresh rate: 160 Hz). The receptive field of the
LFP was mapped with sparse noise consisting of either 256 light
squares presented on a 16 × 16 grid (0.71°/square side) or 1600
light squares presented on a 40 × 40 grid (0.59°/square side).
Light squares were flashed for 20 ms and separated by 100 ms.
When a single neuron was recorded simultaneously with the
LFP, the grating stimulus was centered at the receptive field position of the neuron. In these cases, the receptive field center of
each single neuron was mapped using the spike-triggered average of Hartley stimuli (Ringach et al. 1997) presented at 80 Hz.
The Hartley stimuli were made of gratings with 88 different orientations, 41 different spatial frequencies, and 4 different phases,
usually presented at 2–3 different sizes (0.1, 0.2, and 0.4° per
pixel). In LFP recordings, the spatial frequency tuning was measured with large grating stimuli of 8° diameter and 0° orientation.
We chose these stimulus parameters because equiluminant
chromatic gratings generated the most robust LFP response transients to large gratings (see Results for size tuning in this article)
and the amplitude of the LFP transient was poorly tuned to orientation (Lashgari et al. 2012). LFPs are also untuned to orientation
when flashed bars are used (Mineault et al. 2013).
The emission spectra for the red (R), green (G), and blue (B)
monitor phosphors were measured with a Photo Research PR
650 SpectraScan spectroradiometer. Since our LFP recordings
cover foveal receptors, excitations for the long- (L), medium(M), and short- (S) wavelength sensitive cones were obtained for
the 3 phosphors from the dot product of the emission spectra and
the Smith–Pokorny 2° cone fundamentals (Smith and Pokorny
1975). Using the procedure described by Zaidi and Halevy
(1993), this cone response space was converted to the cardinal
color space used by Derrington et al. (1984) defined by (L − M),
(S), and (L + M + S) axes. For simplicity, we will call (L − M) the
red/green axis (RG), S the blue/yellow axis (BY), and (L + M + S)
the light/dark or luminance axis (LD). S and (L + M) cone absorptions are constant in the RG axis, L and M are constant in the
BY axis, and all cone absorptions vary together in the LD axis.
Figure 1 shows the L, M, and S coordinates at the intersection
and ends of the 3 cardinal axes. Cone contrasts were calculated
for each axis as in the following equation:
Surgery and Preparation
Two adult male rhesus monkeys were surgically implanted with
a head post, a scleral eye coil, and a recording chamber. Inside the
recording chamber, we implanted a chronic multielectrode array
with 3–7 independently movable electrodes to record LFP activity
(Swadlow et al. 2005). The electrodes were 40-µm-diameter platinum–tungsten filaments, pulled, and sharpened to a fine tip of
∼1 µm. Animals were trained to hold a bar and fixate on a small
cross of 0.12°. After fixating for 0.5 s, static sine-wave gratings
were presented over a period of 2 s to measure the chromatic selectivity, spatial frequency tuning, and size tuning of LFPs. Each
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