Resting state brain CAPs have distinct between and within-subject variance of temporal characteristics and test-retest reliability, as revealed by the 3-axes representation of neural trait variance space.
<p><b>(A)</b> Analysis overview. In each split-half data from each permutation per day, FO, within-subject mean of dwell time (Mean DT) and within-subject standard deviation of dwell time (Var DT) are estimated for each CAP state. <b>(B)</b> Stability of individual mean...
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2024
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| Summary: | <p><b>(A)</b> Analysis overview. In each split-half data from each permutation per day, FO, within-subject mean of dwell time (Mean DT) and within-subject standard deviation of dwell time (Var DT) are estimated for each CAP state. <b>(B)</b> Stability of individual mean DT of CAP I+ across permutations and across 2 days. Individual subjects were rank-ordered from top to bottom using the split 1 data from day 1. While the estimated mean DT values spanned from 0 to 6, the data set exhibited sparse occurrences in the distribution tails. To enhance visual clarity across rows (subjects), a saturated colormap was employed. For an alternative representation of the same data using an unsaturated colormap, refer to <b><a href="http://www.plosbiology.org/article/info:doi/10.1371/journal.pbio.3002808#pbio.3002808.s009" target="_blank">S9 Fig</a></b>. We also found that individual Var DT and individual FO for these CAPs are reproducible across permutations and 2 days (<b><a href="http://www.plosbiology.org/article/info:doi/10.1371/journal.pbio.3002808#pbio.3002808.s009" target="_blank">S9 Fig</a></b>). <b>(C)</b> Days 1 and 2 reliability of FO (top), Mean DT (middle), and Var DT (bottom) in each CAP state were quantified by the intraclass correlation coefficient using two-way random effect models (ICC(2,1)). When computing ICC for CAP III, permutations resulting in the absence of CAP III was not considered, because the values of temporal metrics are zero for both days. <b>(D)</b> Test-retest reliability of neural measures between 2 days of scan. (Top) For CAP I+ state, we show scatter plots of individual FO, within-subject mean and variance of DT between days 1 and 2. Linear fitting line (red) is shown for each scatter plot. <i>r</i>-value is measured by Pearson’s correlation coefficient and considered significant when the corresponding two-sided <i>p</i>-value is less than 0.001. (Bottom) For the remaining 4 CAP states, the same scatter plot analysis was repeated (<b><a href="http://www.plosbiology.org/article/info:doi/10.1371/journal.pbio.3002808#pbio.3002808.s010" target="_blank">S10 Fig</a></b>). We summarize the estimated <i>r</i>-values from all CAPs in the bar plot. <b>(E)</b> CAPs on the neural trait variance space. Relative variance (coefficient of variance) of each CAP measure was computed across subjects: individual FO (<i>x</i>-axis), Mean DT (<i>y</i>-axis), and Var DT (<i>z</i>-axis). The three-axes representation allows for unifying and optimizing the variations of temporal CAP characteristics and distinct patterns of temporal organizations of brain activity. Note that all 718 cortical and subcortical parcels were included in this analysis. See subcortical regions of CAPs in <b><a href="http://www.plosbiology.org/article/info:doi/10.1371/journal.pbio.3002808#pbio.3002808.g001" target="_blank">Fig 1E</a></b>. The data used to generate the results can be found in <b><a href="http://www.plosbiology.org/article/info:doi/10.1371/journal.pbio.3002808#pbio.3002808.s018" target="_blank">S1 Data</a></b>. CAP, co-activation pattern; DT, dwell time; FO, fractional occupancy.</p> |
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