TABLE 4.
Drug | Parameter | Predictor | r2a | P value for model significance | Parameter estimate (SE) | P value | Standardized estimateb |
---|---|---|---|---|---|---|---|
Isoniazid | Cmax | Dose (mg) | 0.09 | 0.005 | 0.002 (0.001) | 0.007 | 0.249 |
NAT2 non-slow vs slow | 0.177 (0.095) | 0.063 | 0.171 | ||||
AUC0–8 | Dose (mg) | 0.21 | <0.001 | 0.030 (0.013) | 0.020 | 0.201 | |
NAT2 non-slow vs slow | 8.351 (1.739) | <0.001 | 0.408 | ||||
CL/F | Dose (mg) | 0.41 | <0.001 | 0.005 (0.001) | <0.001 | 0.451 | |
NAT2 non-slow vs slow | −0.650 (0.107) | <0.001 | −0.447 | ||||
Rifampin | Cmax | Dose (mg) | 0.12 | <0.001 | 0.002 (0.001) | 0.001 | 0.300 |
TB/HIV vs TB | −0.182 (0.107) | 0.092 | −0.153 | ||||
AUC0–8 | Dose (mg) | 0.17 | <0.001 | 0.042 (0.012) | 0.001 | 0.312 | |
Male vs female | −4.234 (2.473) | 0.090 | −0.150 | ||||
TB/HIV vs TB | −5.364 (2.474) | 0.032 | −0.191 | ||||
CL/F | Dose (mg) | 0.15 | <0.001 | 0.002 (0.001) | <0.001 | 0.367 | |
Male vs female | 0.178 (0.120) | 0.141 | 0.131 | ||||
TB/HIV vs TB | 0.195 (0.120) | 0.108 | 0.144 | ||||
Pyrazinamide | Cmax | Dose (mg) | 0.10 | <0.001 | 0.001 (<0.001) | 0.001 | 0.312 |
AUC0–8 | Dose (mg) | 0.17 | <0.001 | 0.099 (0.022) | <0.001 | 0.391 | |
TB/HIV vs TB | −10.638 (9.369) | 0.259 | −0.101 | ||||
CL/F | Dose (mg) | 0.26 | <0.001 | 0.002 (<0.001) | <0.001 | 0.509 | |
TB/HIV vs TB | 0.195 (0.133) | 0.144 | 0.124 | ||||
Ethambutol | Cmax | Dose (mg) | 0.32 | <0.001 | 0.002 (<0.001) | <0.001 | 0.439 |
Male vs female | −0.154 (0.115) | 0.181 | −0.109 | ||||
TB/HIV vs TB | −0.396 (0.115) | 0.001 | −0.280 | ||||
AUC0–8 | Dose (mg) | 0.32 | <0.001 | 0.010 (0.002) | <0.001 | 0.439 | |
Male vs female | −1.009 (0.576) | 0.083 | −0.141 | ||||
TB/HIV vs TB | −2.005 (0.579) | 0.001 | −0.280 | ||||
CL/F | Dose (mg) | 0.29 | <0.001 | 0.002 (<0.001) | <0.001 | 0.491 | |
Male vs female | 0.201 (0.106) | 0.061 | 0.156 | ||||
TB/HIV vs TB | 0.349 (0.106) | 0.001 | 0.272 |
Proportion of the variance in PK parameters explained by selected models.
The standardized estimates are all in the same standardized units, so that the relative strength in predicting outcomes can be assessed by comparing them. For example, the standardized coefficient estimate of 0.312 for dose in predicting rifampin AUC0–8 means that a one-standard-deviation increase in dose leads to a 0.312-standard-deviation increase in predicted rifampin AUC0–8, with the other variables held constant. The predicting power of the predictors for rifampin AUC0–8 can be ranked as dose > HIV infection status > sex.