TABLE 3.
Results of the prediction-based metrics with or without prior observation.
Models | Without prior observation | With one prior observation | ||||||
---|---|---|---|---|---|---|---|---|
MDPE | MAPE | F20 | F30 | MDIPE | MAIPE | IF20 | IF30 | |
Serrano et al. (1999) | 1.40 | 17.38 | 55.69 | 76.47 | −2.62 | 9.46 | 71.70 | 90.57 |
Desoky et al. (2004) | 11.25 | 24.28 | 43.53 | 57.25 | 0.47 | 10.64 | 69.81 | 83.02 |
Jiang et al. (2007) | 66.84 | 66.84 | 12.94 | 20.39 | 10.98 | 12.07 | 66.04 | 81.13 |
Correa et al. (2008) | 9.37 | 21.03 | 49.02 | 67.06 | 3.32 | 12.06 | 73.58 | 86.79 |
Williams et al. (2012) | −25.92 | 27.70 | 31.76 | 54.51 | −19.61 | 19.61 | 52.83 | 77.36 |
Ogusu et al. (2014) | 8.84 | 19.90 | 50.20 | 68.63 | −2.23 | 11.11 | 71.70 | 84.91 |
Ding et al. (2015) | 30.24 | 32.14 | 34.51 | 47.06 | 9.24 | 17.14 | 64.15 | 88.68 |
Rodrigues et al. (2018) | 26.13 | 29.36 | 36.08 | 50.98 | −5.02 | 13.39 | 71.70 | 100 |
Gu et al. (2021) | 4.35 | 18.74 | 51.76 | 67.06 | −7.61 | 14.56 | 62.26 | 79.25 |
Teixeira-da-Silva et al. (2022) | 1.34 | 19.80 | 50.20 | 67.06 | −14.20 | 15.83 | 56.60 | 81.13 |
Impact of protein binding modeling strategy | ||||||||
One-binding site model | 3.48 | 19.38 | 51.37 | 68.24 | −3.05 | 16.29 | 61.70 | 85.11 |
Langmuir equation | 0.82 | 20.49 | 47.84 | 67.45 | −1.73 | 4.06 | 97.87 | 100 |
Dose-dependent maximum effect model | −1.10 | 27.67 | 39.61 | 52.94 | −4.43 | 5.47 | 97.87 | 97.87 |
Linear non-saturable binding equation | −0.19 | 19.8 | 50.20 | 72.16 | −2.51 | 5.51 | 97.87 | 100 |
The simple exponent model | 1.50 | 17.68 | 56.47 | 72.94 | −2.79 | 6.47 | 97.87 | 97.87 |
F 20 , F 30 , the percentages of prediction error within 20% and 30%, respectively; MAPE, median absolute prediction error; MDPE, median prediction error; IF 20 , IF 30 , the percentages of individual prediction error within 20% and 30%, respectively; MAIPE, median absolute individual prediction error; MDIPE, median individual prediction error.