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. 2017 Jan 24;61(2):e01701-16. doi: 10.1128/AAC.01701-16

TABLE 4.

Coefficient and standardized estimates of joint predictors of drug plasma pharmacokinetics from multivariate analysis using MCP modeling

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
a

Proportion of the variance in PK parameters explained by selected models.

b

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.