Table 3.
Comparison of predictive performance in brain age prediction by the number of PCA components retained on the internal test set.
| Explained variance | Data | sMRI | FA | sMRI+FA | |||
|---|---|---|---|---|---|---|---|
| MAE | r | MAE | r | MAE | r | ||
| 20% | Train | 3.632 | 0.956 | 5.687 | 0.894 | 2.859 | 0.972 |
| Test | 3.733 | 0.952 | 5.971 | 0.879 | 3.282 | 0.957 | |
| 40% | Train | 2.673 | 0.977 | 3.090 | 0.969 | 2.146 | 0.984 |
| Test | 3.242 | 0.964 | 3.920 | 0.947 | 2.778 | 0.970 | |
| 60% | Train | 2.050 | 0.986 | 2.425 | 0.980 | 1.695 | 0.990 |
| Test | 2.985 | 0.969 | 3.570 | 0.939 | 2.675 | 0.974 | |
| 80% | Train | 1.469 | 0.992 | 1.564 | 0.991 | 1.178 | 0.995 |
| Test | 2.887 | 0.971 | 3.417 | 0.950 | 2.755 | 0.972 | |
| 90% | Train | 1.059 | 0.996 | 1.101 | 0.995 | 0.837 | 0.997 |
| Test | 2.839 | 0.971 | 3.337 | 0.952 | 2.738 | 0.972 | |
The best results are marked in bold.