Table 9.
Measure | Predictor | Coefficient | SE | t | Uncorr p | FDR-adj p | Validation resultsb |
---|---|---|---|---|---|---|---|
Proportion of connector hubs | |||||||
Visual | Time | 0.219 | 0.577 | 0.38 | 0.704 | 0.835 | |
Age | −0.170 | 0.253 | −0.67 | 0.500 | 0.666 | ||
Age × time | 0.135 | 0.107 | 1.26 | 0.206 | 0.847 | ||
DorsAttn | Time | 0.640 | 0.758 | 0.84 | 0.398 | 0.607 | |
Age | 0.034 | 0.323 | 0.11 | 0.916 | 0.916 | ||
Age × time | −0.140 | 0.140 | −1.00 | 0.319 | 0.847 | ||
SomMot/SalVentAttn A | Time | 0.400 | 0.709 | 0.56 | 0.572 | 0.796 | |
Age | 0.130 | 0.315 | 0.41 | 0.681 | 0.778 | ||
Age × time | −0.095 | 0.132 | −0.72 | 0.471 | 0.877 | ||
SalVentAttn | Time | 0.856 | 0.440 | 1.94 | 0.052 | 0.151 | |
Age | 0.484 | 0.199 | 2.43 | 0.015 | 0.063 | ||
Age × time | −0.092 | 0.082 | −1.12 | 0.263 | 0.847 | ||
Limbic | Time | 1.058 | 0.874 | 1.21 | 0.226 | 0.426 | |
Age | 0.379 | 0.378 | 1.00 | 0.317 | 0.507 | ||
Age × time | −0.197 | 0.160 | −1.23 | 0.218 | 0.847 | ||
Control | Time* | 2.044 | 0.619 | 3.30 | 9.63e−4 | 7.70e−3 | 1,2,4 |
Age | 0.508 | 0.313 | 1.62 | 0.105 | 0.225 | ||
Age × time | 0.110 | 0.116 | 0.95 | 0.344 | 0.847 | ||
Control C/Default C | Time | 0.264 | 0.851 | 0.31 | 0.757 | 0.835 | |
Age | −0.205 | 0.333 | −0.61 | 0.539 | 0.678 | ||
Age × time | 0.159 | 0.155 | 1.03 | 0.305 | 0.847 | ||
Default | Time* | 1.880 | 0.650 | 2.89 | 3.85e−3 | 0.021 | 1,2,3,4 |
Age | 0.676 | 0.290 | 2.34 | 0.020 | 0.063 | ||
Age × time | 0.126 | 0.123 | 1.02 | 0.306 | 0.847 | ||
Proportion of satellite connectors | |||||||
Visual | Time | 0.075 | 0.453 | 0.17 | 0.869 | 0.894 | |
Age | −0.020 | 0.182 | −0.11 | 0.914 | 0.916 | ||
Age × time | −0.031 | 0.085 | −0.36 | 0.716 | 0.933 | ||
DorsAttn | Time | 0.677 | 0.528 | 1.28 | 0.200 | 0.426 | |
Age | 0.084 | 0.202 | 0.41 | 0.679 | 0.778 | ||
Age × time | 0.041 | 0.099 | 0.41 | 0.682 | 0.933 | ||
SomMot/SalVentAttn A | Time* | 1.238 | 0.501 | 2.47 | 0.013 | 0.048 | 1,4 |
Age | 0.511 | 0.196 | 2.61 | 9.05e−3 | 0.058 | ||
Age × time | −0.063 | 0.093 | −0.68 | 0.494 | 0.877 | ||
SalVentAttn | Time* | 1.533 | 0.513 | 2.99 | 2.82e−3 | 0.018 | 1,2,4 |
Age | 0.566 | 0.239 | 2.37 | 0.018 | 0.063 | ||
Age × time | −0.079 | 0.096 | −0.83 | 0.409 | 0.872 | ||
Limbic | Time | 0.586 | 0.830 | 0.71 | 0.480 | 0.698 | |
Age | 0.560 | 0.346 | 1.62 | 0.105 | 0.225 | ||
Age × time | −0.068 | 0.153 | −0.45 | 0.655 | 0.933 | ||
Control | Time | 0.059 | 0.446 | 0.13 | 0.894 | 0.894 | |
Age | 0.565 | 0.213 | 2.66 | 7.86e−3 | 0.058 | ||
Age × time | −0.086 | 0.083 | −1.04 | 0.300 | 0.847 | ||
Control C/Default C | Time | 0.277 | 0.767 | 0.36 | 0.718 | 0.835 | |
Age | 0.312 | 0.340 | 0.92 | 0.359 | 0.522 | ||
Age × time | −0.032 | 0.140 | −0.23 | 0.817 | 0.934 | ||
Default | Time* | 1.324 | 0.479 | 2.76 | 5.70e−3 | 0.026 | 1,2,3,4 |
Age | 0.512 | 0.215 | 2.38 | 0.017 | 0.063 | ||
Age × time | 0.028 | 0.089 | 0.32 | 0.751 | 0.933 | ||
Proportion of provincial hubs | |||||||
Visual | Time | −0.321 | 0.645 | −0.50 | 0.618 | 0.824 | |
Age | 0.070 | 0.273 | 0.26 | 0.796 | 0.850 | ||
Age × time | −6.91e−3 | 0.120 | −0.06 | 0.954 | 0.967 | ||
DorsAttn | Time | −0.631 | 0.725 | −0.87 | 0.384 | 0.607 | |
Age | 0.111 | 0.325 | 0.34 | 0.734 | 0.810 | ||
Age × time | 0.042 | 0.134 | 0.32 | 0.751 | 0.933 | ||
SomMot/SalVentAttn A | Time | −1.120 | 0.740 | −1.51 | 0.130 | 0.347 | |
Age | −0.336 | 0.300 | −1.12 | 0.262 | 0.465 | ||
Age × time | 0.116 | 0.139 | 0.84 | 0.403 | 0.872 | ||
SalVentAttn | Time | −0.751 | 0.368 | −2.04 | 0.041 | 0.132 | |
Age | −0.476 | 0.168 | −2.82 | 4.77e−3 | 0.058 | ||
Age × time | 7.35e−3 | 0.068 | 0.11 | 0.914 | 0.967 | ||
Limbic | Time | −0.883 | 0.819 | −1.08 | 0.281 | 0.500 | |
Age | −0.345 | 0.370 | −0.93 | 0.351 | 0.522 | ||
Age × time | 0.079 | 0.150 | 0.53 | 0.596 | 0.933 | ||
Control | Time* | −1.854 | 0.558 | −3.32 | 8.98e−4 | 7.70e−3 | 1,2,4 |
Age | −0.893 | 0.319 | −2.80 | 5.15e−3 | 0.058 | ||
Age × time | 4.32e−3 | 0.105 | 0.04 | 0.967 | 0.967 | ||
Control C/Default C | Time | −0.143 | 0.698 | −0.20 | 0.838 | 0.894 | |
Age | 0.202 | 0.286 | 0.71 | 0.479 | 0.666 | ||
Age × time | −0.164 | 0.128 | −1.28 | 0.200 | 0.847 | ||
Default | Time* | −1.665 | 0.652 | −2.55 | 0.011 | 0.043 | 1,2,4 |
Age | −0.723 | 0.298 | −2.43 | 0.015 | 0.063 | ||
Age × time | −0.132 | 0.123 | −1.07 | 0.284 | 0.847 | ||
Proportion of peripheral nodes | |||||||
Visual | Time | 0.132 | 0.414 | 0.32 | 0.750 | 0.835 | |
Age | 0.102 | 0.171 | 0.60 | 0.551 | 0.678 | ||
Age × time | −0.072 | 0.076 | −0.95 | 0.341 | 0.847 | ||
DorsAttn | Time | −0.665 | 0.483 | −1.38 | 0.168 | 0.385 | |
Age | −0.225 | 0.187 | −1.20 | 0.230 | 0.434 | ||
Age × time | 0.069 | 0.090 | 0.76 | 0.447 | 0.877 | ||
SomMot/SalVentAttn A | Time | −0.587 | 0.403 | −1.46 | 0.145 | 0.356 | |
Age | −0.277 | 0.151 | −1.83 | 0.067 | 0.164 | ||
Age × time | 0.020 | 0.075 | 0.27 | 0.787 | 0.933 | ||
SalVentAttn | Time* | −1.698 | 0.443 | −3.83 | 1.28e−4 | 0.004 | 1,2,4 |
Age | −0.576 | 0.215 | −2.68 | 7.27e−3 | 0.058 | ||
Age × time | 0.151 | 0.083 | 1.83 | 0.068 | 0.847 | ||
Limbic | Time | −0.834 | 0.683 | −1.22 | 0.222 | 0.426 | |
Age | −0.588 | 0.320 | −1.84 | 0.066 | 0.164 | ||
Age × time | 0.166 | 0.125 | 1.33 | 0.183 | 0.847 | ||
Control | Time | −0.175 | 0.392 | −0.45 | 0.655 | 0.835 | |
Age | −0.181 | 0.181 | −1.00 | 0.317 | 0.507 | ||
Age × time | −0.021 | 0.073 | −0.29 | 0.775 | 0.933 | ||
Control C/Default C | Time | −0.487 | 0.550 | −0.89 | 0.376 | 0.607 | |
Age | −0.328 | 0.253 | −1.30 | 0.194 | 0.387 | ||
Age × time | 0.053 | 0.100 | 0.52 | 0.600 | 0.933 | ||
Default | Time* | −1.483 | 0.444 | −3.34 | 8.39e−4 | 0.008 | 1,2,4 |
Age | −0.479 | 0.209 | −2.29 | 0.022 | 0.065 | ||
Age × time | −7.88e−3 | 0.082 | −0.10 | 0.924 | 0.967 |
aUncorr, Uncorrected; FDR-adj, false discovery rate-adjusted; DorsAttn, dorsal attention; SomMot, somatomotor; SalVentAttn, salience/ventral attention.
bValidation results: 1, effect remains significant (FDR-adjusted p < 0.05) after controlling for mean relative motion and number of volumes; 2, effect remains significant (FDR-adjusted p < 0.05) after repeating the analyses in a subset of participants (n = 68) with at least 150 volumes of good-quality imaging data (i.e., ≥5 min in length) remaining after scrubbing; 3, effect remains significant (FDR-adjusted p < 0.05) after maintaining equal scan lengths (123 volumes) across all participants; 4, effect remains significant (FDR-adjusted p < 0.05) after controlling for mean functional connectivity strength across all edges.
*Statistically significant effects (FDR-adjusted p < 0.05).