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. 2019 Jul 3;13:682. doi: 10.3389/fnins.2019.00682

Table 4.

Application of transformation method in a single train-test split to determine reduction in batch-related difference in measurements (Step 3).

Train (N) Rsq Beta Itc Test (N) ICC Mean diff before BA before sig. Mean diff after BA after sig. Delta abs- diff Delta abs-diff sig.
1× train-test split FTLD-Tau
GM 12 0.92 0.91   1.05 27 0.96 –1.16 5.04e-13 –0.05 0.513 –0.86 2.89e-11
WM 12 0.97 0.86   1.03 27 0.95 –1.32 2.08e-11 –0.03 0.808 –0.79 4.92e-07
1× train-test split FTLD-TDP
GM 24 0.70 1.01   0.89 29 0.88 –1.02 1.48e-08 –0.16 0.226 –0.61 1.92e-08
WM 24 0.75 0.79 –0.08 29 0.88 –1.02 4.37e-08 –0.20 0.117 –0.50 1.31e-04

BA, Bland-Altman statistics; Delta abs-diff, change in absolute difference; diff, difference; FTLD-Tau, frontotemporal lobar degeneration with inclusions of the tau protein; FTLD-TDP, frontotemporal lobar degeneration with inclusions of the transactive response DNA-binding protein 43 kDa; ICC, intraclass correlation coefficient; Itc, intercept; GM, gray matter; N, number of tissue samples; Rsq, R squared; sig., significance; WM, white matter. Here, we display the results of the application of our cross-validated transformation method in a single randomly obtained train-test split. On the left side, table shows transformation prerequisites (i.e., Rsq) and equivalence factors (i.e., beta, intercept) in training sets (GM/WM in FTLD-Tau and FTLD-TDP). On the right side, we report corresponding transformation outcomes (i.e., ICC) in the complementary testing sets. Additionally, we look at measures of test-retest agreement, i.e., mean difference between SB1 and SB2 before and after the transformation, with Bland-Altman statistics (p < 0.05, significant mean difference between SB1 and SB2/t-SB2; p > 0.05, non-significant mean difference between SB1 and SB2/t-SB2), as well as the decrease in absolute difference tested with a one-sample t-test statistics (p < 0.05, significant reduction in difference between duplicate measurements after the transformation).