Table 3. Error Metrics of the Oral Parameter Prediction for the Six Different Simulations.
parameter | error metric | (1) direct scaling (n = 479) | (2) dilution (n = 480) | (3) Austin (n = 480) | (4) back-calculated CL + in vitro physchem (n = 480) | (5) ML physchem + back-calculated CL (n = 480) | (6) ML (all properties) (n = 480) |
---|---|---|---|---|---|---|---|
AUCinf (ng̣ ·h/mL) | % 2fe | 38 | 31.9 | 23.3 | 59.4 | 63.5 | 27.9 |
% 3fe | 56.8 | 50.4 | 40.8 | 80 | 81.9 | 45.4 | |
AFE | 0.589 | 2.62 | 4.13 | 0.79 | 0.905 | 2.9 | |
AAFE | 3.29 | 3.57 | 4.8 | 2.12 | 2.01 | 4.2 | |
RMSLE | 1.53 | 1.6 | 1.93 | 1.1 | 1.03 | 1.8 | |
CCC(Log) | 0.559 | 0.55 | 0.502 | 0.801 | 0.825 | 0.417 | |
ρ | 0.6 | 0.673 | 0.662 | 0.855 | 0.858 | 0.512 | |
R2 | 0.075 | 0.254 | 0.229 | 0.384 | 0.497 | 0.475 | |
R2(log) | 0.367 | 0.473 | 0.477 | 0.654 | 0.682 | 0.322 | |
Cmax (ng/mL) | % 2fe | 40.5 | 38.8 | 36.9 | 47.5 | 48.1 | 33.5 |
% 3fe | 58 | 59 | 54.6 | 72.5 | 66.2 | 50.4 | |
AFE | 0.884 | 2.13 | 2.51 | 1.03 | 1.53 | 2.41 | |
AAFE | 2.97 | 3.12 | 3.34 | 2.46 | 2.53 | 3.69 | |
RMSLE | 1.36 | 1.45 | 1.54 | 1.16 | 1.21 | 1.65 | |
CCC(Log) | 0.563 | 0.549 | 0.532 | 0.713 | 0.715 | 0.453 | |
ρ | 0.561 | 0.618 | 0.622 | 0.755 | 0.758 | 0.531 | |
R2 | 0.111 | 0.206 | 0.273 | 0.359 | 0.447 | 0.133 | |
R2(log) | 0.32 | 0.395 | 0.408 | 0.514 | 0.555 | 0.289 | |
Foral | % 2fe | 66.3 | 68.6 | 68.6 | 64.5 | 68.1 | 65.9 |
% 3fe | 84.9 | 85.4 | 85.2 | 83 | 84.7 | 82.7 | |
AFE | 0.83 | 1.22 | 1.26 | 0.808 | 0.928 | 1.46 | |
AAFE | 1.89 | 1.85 | 1.88 | 2.05 | 1.95 | 1.94 | |
RMSLE | 0.844 | 0.824 | 0.836 | 0.959 | 0.909 | 0.873 | |
CCC(lin) | 0.0607 | 0.0515 | 0.0491 | 0.0724 | 0.0743 | 0.0205 | |
ρ | 0.307 | 0.257 | 0.221 | 0.309 | 0.307 | 0.157 | |
R2 | 0.0227 | 0.0161 | 0.0142 | 0.0241 | 0.0253 | 0.00425 | |
R2(log) | 0.0477 | 0.0218 | 0.018 | 0.0547 | 0.053 | 0.0016 |