Table 3.
The predicted AUC values for C+T, LDpred, and LDpred2 with different parameters in the simulation experiment based on the UKBB data
| C+T | |||||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| Threshold | 1 | 5e − 1 | 5e − 2 | 5e − 3 | 5e − 4 | 5e − 5 | 5e − 6 | 5e − 7 | 5e − 8 | ||
| PRStuning | 0.789 | 0.790 | 0.816 | 0.830 | 0.834 | 0.835 | 0.835 | 0.835 | 0.835 | ||
| Testing | 0.793 | 0.795 | 0.830 | 0.852 | 0.860 | 0.865 | 0.867 | 0.868 | 0.868 | ||
| LDpred | |||||||||||
| π | 1 | 3e − 1 | 1e − 1 | 3e − 2 | 1e − 2 | 3e − 3 | 1e − 3 | 3e − 4 | 1e − 4 | 3e − 5 | 1e − 5 |
| PRStuning | 0.747 | 0.784 | 0.732 | 0.593 | 0.550 | 0.532 | 0.519 | 0.513 | 0.509 | 0.504 | 0.502 |
| Testing | 0.790 | 0.813 | 0.749 | 0.588 | 0.548 | 0.527 | 0.518 | 0.509 | 0.506 | 0.500 | 0.506 |
| LDpred2 | |||||||||||
| π | 1 | 3e − 1 | 1e − 1 | 3e − 2 | 1e − 2 | 3e − 3 | 1e − 3 | 3e − 4 | 1e − 4 | 3e − 5 | 1e − 5 |
| PRStuning | 0.768 | 0.777 | 0.767 | 0.781 | 0.767 | 0.837 | 0.890 | 0.919 | 0.875 | 0.915 | 0.926 |
| Testing | 0.780 | 0.787 | 0.793 | 0.785 | 0.771 | 0.818 | 0.846 | 0.859 | 0.838 | 0.856 | 0.861 |
We randomly selected 80% of individuals as training data and the rest as the testing data. The data from the 1KG were used as the reference panel. For C+T, LDpred, and LDpred2, respectively, the correlation values ρAUC reached 0.994, 0.998, 0.989, the relative difference values rdAUC were 3.8%, 1.3%, 7.0%, and the sensitivity values of the tuned PRS model based on PRStuning were 80.6%, 74.8%, 85.3%. Sensitivity is calculated using the cutoff value selected by Youden’s J statistic.