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Articles, Behavioral/Cognitive

Larger Extrastriate Population Receptive Fields in Autism Spectrum Disorders

D. Samuel Schwarzkopf, Elaine J. Anderson, Benjamin de Haas, Sarah J. White and Geraint Rees
Journal of Neuroscience 12 February 2014, 34 (7) 2713-2724; https://doi.org/10.1523/JNEUROSCI.4416-13.2014
D. Samuel Schwarzkopf
1Wellcome Trust Centre for Neuroimaging,
2Institute of Cognitive Neuroscience,
3Cognitive Perceptual and Brain Sciences, and
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Elaine J. Anderson
1Wellcome Trust Centre for Neuroimaging,
2Institute of Cognitive Neuroscience,
4Institute of Ophthalmology, University College London, London EC1V 9EL, United Kingdom
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Benjamin de Haas
1Wellcome Trust Centre for Neuroimaging,
2Institute of Cognitive Neuroscience,
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Sarah J. White
1Wellcome Trust Centre for Neuroimaging,
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Geraint Rees
1Wellcome Trust Centre for Neuroimaging,
2Institute of Cognitive Neuroscience,
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  • Figure 1.
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    Figure 1.

    Illustration of the mapping stimulus used. Each panel illustrates one trial (only 3 trials are shown but a run comprised six trials). Within a trial of the pRF mapping runs a bar swept across the visual field (in 24 discrete step of half a bar width) in four cardinal directions. The third and sixth trial in each run always contained a blank period. The order of sweep directions varied between runs. During HRF runs the full-field version of this stimulus is how the stimuli would appear to participants.

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    Figure 2.

    Maps for polar angle (A), eccentricity (B), and pRF size (C) on a spherical model of an anatomical template left cortical surface (see Materials and Methods). Maps from individual participants were spatially normalized by registering their cortical surfaces to the template. Data were then averaged within each group. Left, ASDs. Right, Neurotypical controls. The boundaries of visual regions included in the analysis are indicated on each map. These are based on the group polar map (A) and only for illustration. For analysis, the regions were delineated in native space separately for each participant. Only regions that could be identified in every participant are shown here. The length of the boundaries indicates the extent of an area.

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    Figure 3.

    pRF size (A, C) and cortical magnification factors (B, D) averaged across each group and plotted against eccentricity for early (A, B) and higher visual areas (C, D). pRF became larger with greater eccentricity, whereas cortical magnification decreased. However, in V2 and V3 there were also differences between groups in both measures. PRF sizes were also larger in V4 and MT+. Symbols denote the mean in each eccentricity band, solid lines are curves fitted to these data. Error bars denote ±1SEM (errors were typically smaller than the symbol size). Warm colors, ASD group; cold colors, controls. A, B, Circles, V1; diamonds, V2; squares, V3. C, D, Circles, V3A; diamonds, V4; squares, MT+.

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    Figure 4.

    Beta estimates (A, C) and goodness-of-fit for the pRF model (B, D) averaged across each group and plotted against eccentricity for early (A, B) and higher visual areas (C, D). Beta estimates were slightly larger in the ASD group in many of the same regions as the pRF differences we observed. Symbols denote the mean in each eccentricity band. Error bars denote ±1 SEM. Warm colors, ASD group; cold colors, controls. A, B, Circles, V1; diamonds, V2; squares, V3. C, D, Circles, V3A; diamonds, V4; squares, MT+.

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    Figure 5.

    Results from difference-of-Gaussians pRF model. Only results from V1–V3 are shown but the pattern is comparable in higher regions. pRF center size (A), surround size (B), surround/center amplitude ratio (C), and β parameters (D) are plotted against eccentricity. All other conventions are the same as in Figures 3 and 4.

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    Figure 6.

    A–C, Hemodynamic response functions for all visually responsive voxels (A) and separately for each of the early visual areas, V1–V3, (B) and V3A-MT+ (C). The response to a 2.55 s visual stimulus is plotted against time. D, SEM of the response in each participant at each time point, averaged across participants in each group, plotted against time. Error bars denote ±1 SEM across participants. Warm colors, ASD group; cold colors, controls. B, Circles, V1; diamonds, V2; squares, V3. C, Circles, V3A; diamonds, V4; squares, MT+.

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    Figure 7.

    Individual AQ scores plotted against pRF size averaged across each region of interest for V1 (A), V2 (B), V3 (C), V4 (D), V3A (E), and MT+ (F). Statistics in each panel show the strength of robust correlation between variables for each group. Each circle denotes results from one participant; open circles denote outliers rejected by the robust correlation test. Red, ASD group; blue, neurotypical controls. The solid lines indicate the best fitting linear model to the data.

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    Figure 8.

    Behavioral perceptual measures. Threshold uncertainty (SD) in global direction discrimination (A), threshold angle in orientation discrimination (B), and the magnitude (point of subjective equality) of the Ebbinghaus illusion (C) for both groups. Large circles and solid line, median; small circles, individual participants. A, One outlier with a direction uncertainty threshold <60° was excluded from ASD group. C, One ASD participant could not perform the Ebbinghaus task.

Tables

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    Table 1.

    Demographic characteristics of participants included in the analysis

    IDGroupAgeGenderDHAQIQADOS
    401Control29.5MR7112—
    456Control37.2FR11108—
    281Control43.5MR11112—
    412Control32.9FR18107—
    498Control37.7FR10127—
    499Control33.5MR7123—
    497Control28.9MR11128—
    414Control42.4MR16113—
    467Control30.7MR18102—
    440Control36.9FR20121—
    606Control33.1MR10126—
    430Control20.9FR12104—
    180ASD26.3MR3913617
    352ASD47.8FR4511615
    351ASD48.0MR2711815
    327aASD60.9MR461038
    308ASD57.5MR451327
    388ASD21.9FR401293
    316ASD34.7FR461039
    313ASD34.2MR401167
    397ASD27.9FR371317
    160ASD28.6FR481127
    115ASD35.3ML4188—
    184ASD48.6FR391156
    121ASD24.6MR3510813
    306ASD28.2MR4810712
    • ↵aOne participant could not perform the Ebbinghaus illusion task.

    • DH, Dominant hand; AQ, autism-spectrum quotient; IQ, full scale intelligence quotient; ADOS, autism diagnostic observation scale.

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The Journal of Neuroscience: 34 (7)
Journal of Neuroscience
Vol. 34, Issue 7
12 Feb 2014
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Larger Extrastriate Population Receptive Fields in Autism Spectrum Disorders
D. Samuel Schwarzkopf, Elaine J. Anderson, Benjamin de Haas, Sarah J. White, Geraint Rees
Journal of Neuroscience 12 February 2014, 34 (7) 2713-2724; DOI: 10.1523/JNEUROSCI.4416-13.2014

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Larger Extrastriate Population Receptive Fields in Autism Spectrum Disorders
D. Samuel Schwarzkopf, Elaine J. Anderson, Benjamin de Haas, Sarah J. White, Geraint Rees
Journal of Neuroscience 12 February 2014, 34 (7) 2713-2724; DOI: 10.1523/JNEUROSCI.4416-13.2014
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Keywords

  • autism
  • perceptual function
  • population receptive fields
  • retinotopy
  • tuning
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