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. 2020 Oct 7;11:5046. doi: 10.1038/s41467-020-18823-9

Table 1.

Time series and functional connectivity map reconstruction accuracy following various models.

Reconstruction accuracy r St. dev. t p Reconstruction accuracy r St. dev. t p
Time series Functional connectivity maps
  GSP DCGAN   GSP DCGAN
    Temporal cortex 0.33 0.02 65.49 <0.001     Temporal cortex 0.62 0.06 47.88 <0.001
    Lateral frontal cortex 0.16 0.07 9.74 <0.001     Lateral frontal cortex 0.60 0.04 65.04 <0.001
    Medial frontal cortex 0.23 0.04 23.24 <0.001     Medial frontal cortex 0.61 0.05 51.87 <0.001
    Lateral parietal cortex 0.25 0.03 37.03 <0.001     Lateral parietal cortex 0.70 0.03 110.62 <0.001
    Occipital cortex 0.37 0.06 26.65 <0.001     Occipital cortex 0.79 0.05 68.39 <0.001
  GSP (no GSR) DCGAN   GSP (no GSR) DCGAN
    Temporal cortex 0.33 0.02 69.29 0.001     Temporal cortex 0.61 0.06 42.19 <0.001
    Lateral frontal cortex 0.17 0.08 9.93 <0.001     Lateral frontal cortex 0.62 0.05 59.56 <0.001
    Medial frontal cortex 0.23 0.04 23.64 <0.001     Medial frontal cortex 0.60 0.06 46.13 <0.001
    Lateral parietal cortex 0.25 0.03 34.43 <0.001     Lateral parietal cortex 0.69 0.03 99.54 <0.001
    Occipital cortex 0.37 0.07 25.33 <0.001     Occipital cortex 0.78 0.06 60.96 <0.001
  GSP diffusion   GSP diffusion
    Temporal cortex 0.24 0.06 18.20 <0.001     Temporal cortex 0.51 0.10 22.54 <0.001
    Lateral frontal cortex 0.10 0.04 9.70 <0.001     Lateral frontal cortex 0.40 0.11 15.85 <0.001
    Medial frontal cortex 0.17 0.05 16.11 <0.001     Medial frontal cortex 0.46 0.09 22.03 <0.001
    Lateral parietal cortex 0.18 0.04 22.14 <0.001     Lateral parietal cortex 0.52 0.05 47.23 <0.001
    Occipital cortex 0.29 0.08 16.46 <0.001     Occipital cortex 0.59 0.13 19.42 <0.001
  HCP DCGAN   HCP DCGAN
    Temporal cortex 0.31 0.05 27.60 <0.001     Temporal cortex 0.60 0.07 38.04 <0.001
    Lateral frontal cortex 0.12 0.04 14.33 <0.001     Lateral frontal cortex 0.44 0.05 39.47 <0.001
    Medial frontal cortex 0.18 0.05 16.73 <0.001     Medial frontal cortex 0.46 0.06 32.53 <0.001
    Lateral parietal cortex 0.24 0.05 19.71 <0.001     Lateral parietal cortex 0.62 0.03 81.92 <0.001
    Occipital cortex 0.35 0.07 23.39 <0.001     Occipital cortex 0.65 0.06 46.90 <0.001
  HCP (temporally smoothed) DCGAN   HCP (temporally smoothed) DCGAN
    Temporal cortex 0.31 0.05 27.32 <0.001     Temporal cortex 0.62 0.06 43.39 <0.001
    Lateral frontal cortex 0.14 0.04 15.86 <0.001     Lateral frontal cortex 0.56 0.05 54.81 <0.001
    Medial frontal cortex 0.20 0.05 17.41 <0.001     Medial frontal cortex 0.58 0.06 44.94 <0.001
    Lateral parietal cortex 0.25 0.05 21.64 <0.001     Lateral parietal cortex 0.68 0.03 97.91 <0.001
    Occipital cortex 0.37 0.06 27.52 <0.001     Occipital cortex 0.79 0.06 63.31 <0.001
  HCP diffusion   HCP diffusion
    Temporal cortex 0.23 0.05 21.52 <0.001     Temporal cortex 0.47 0.08 26.32 <0.001
    Lateral frontal cortex 0.07 0.04 8.44 <0.001     Lateral frontal cortex 0.38 0.06 29.60 <0.001
    Medial frontal cortex 0.12 0.05 11.34 <0.001     Medial frontal cortex 0.36 0.07 21.59 <0.001
    Lateral parietal cortex 0.17 0.05 14.26 <0.001     Lateral parietal cortex 0.58 0.04 66.37 <0.001
    Occipital cortex 0.28 0.07 18.90 <0.001     Occipital cortex 0.63 0.07 39.20 <0.001

R coefficients and standard deviations are shown for correlations between original and reconstructed data. T and p-values indicate whether correlations are significantly different from 0.

DCGAN deep convolutional generative adversarial networks, GSP Genomic Superstruct Project, GSR global signal regression, HCP Human Connectome Project.