Table 3.
Total explained variance (Adjusted R2) and explained variance attributed to the newest added predictor (Adjusted R2 change) at each step of the linear regression predicting composite WMH volume.
Regression Step and Predictors | Adjusted R2 | Adjusted R2 Change | p-value |
---|---|---|---|
Step 1 | 0.200 | 0.200 | <0.001* |
Age | – | – | 0.001* |
Sex | – | – | 0.417 |
ICV | – | – | 0.025* |
Step 2 | 0.336 | 0.136 | <0.001* |
RD | – | – | <0.001* |
Step 3 | 0.379 | 0.043 | <0.001* |
QSM | – | – | 0.018* |
Step 4 | 0.406 | 0.027 | <0.001* |
CBF | – | – | 0.046* |
Covariates alone predicted 20% of the variance. Including RD at step 2 increased the adjusted R2 of the model to 0.336. After inclusion of QSM in step 3 and CBF in step 4, the total variance explained in total WMH volume exceeded 40%. The p-values in bold reflect the p-value of the model at the indicated step, whereas other p-values represent the indicated variable when they were first entered into the model.
p < 0.05.