| TRR.RTR.RRT | R Documentation |
Datasets from the public domain or simulated to be evaluated by method.A(), method.B(), or ABE().
Reference Dataset 02
24 subjects.
Balanced (eight subjects in each of the three sequences) and complete (no missing data). No outliers.
A data frame with 72 observations on the following 6 variables:
subject | a factor with 24 levels: 1, 2, ..., 24 |
period | a factor with 3 levels: 1, 2, 3 |
sequence | a factor with 3 levels: TRR, RTR, RRT |
treatment | a factor with 2 levels: T, R |
PK | a numeric vector of pharmacokinetic responses acceptable for reference-scaling |
logPK | a numeric vector of the natural logarithms of PK
|
In the source evaluated by SAS v9.1 (Proc GLM) for ABEL. Reported results:
CVwR | 11.2% |
PE | 102.26% (Method A and B) |
90% CI | 97.32% – 107.46% (Method A and B) |
Reference Dataset 04
Data set of Table II given by Patterson & Jones. 51 subjects.
Balanced (17 subjects in each of the three sequences) and complete. No outliers.
A data frame with 153 observations on the following 5 variables:
subject | a factor with 51 levels: 1, 2, ..., 56 |
period | a factor with 3 levels: 1, 2, 3 |
sequence | a factor with 3 levels: TRR, RTR, RRT |
treatment | a factor with 2 levels: T, R |
PK | a numeric vector of pharmacokinetic responses (here Cmax) |
In the source evaluated by SAS (Proc MIXED) with the FDA’s mixed effects model (termed ‘Method C’ by the EMA; not compatible with the guideline). Reported results:
CVwR | 61% |
PE | 137% |
90% CI | 119% – 159% |
Reference Dataset 07
Simulated with CVwT = CVwR = 35%, GMR 0.90. 360 subjects.
Balanced (120 subjects in each of the three sequences) and complete. No outliers.
A data frame with 1,080 observations on the following 5 variables:
subject | a factor with 360 levels: 1, 2, ..., 360 |
period | a factor with 3 levels: 1, 2, 3 |
sequence | a factor with 3 levels: TRR, RTR, RRT |
treatment | a factor with 2 levels: T, R |
PK | a numeric vector of pharmacokinetic responses acceptable for reference-scaling |
Reference Dataset 30
Simulated with heteroscedasticity (CVwT = 14%, CVwR = 28%, CVbT = 28%, CVbR = 56%), GMR = 0.90. 12 subjects. 14 subjects.
Imbalanced (six subjects in sequence TRR, five in RTR, and three RRT) and incomplete (two missings in sequences TRR and RTR and three in sequence RRT). Missings / period: 0/1, 0/2, 7/3. No outliers.
A data frame with 35 observations on the following 5 variables:
subject | a factor with 14 levels: 1, 2, ..., 39 |
period | a factor with 3 levels: 1, 2, 3 |
sequence | a factor with 3 levels: TRR, RTR, RRT |
treatment | a factor with 2 levels: T, R |
PK | a numeric vector of pharmacokinetic responses acceptable for reference-scaling |
| Dataset | N | CVwR (%) | Evaluation |
rds02 | 24 | <30 | method.A(), method.B(), ABE() |
rds04 | 51 | >30 | method.A(), method.B() |
rds07 | 360 | >30 | method.A(), method.B() |
rds30 | 14 | <30 | method.A(), method.B(), ABE()
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In software sequences and treatments are ranked in lexical order. Hence, executing str() or summary() will show sequence as "RRT", "RTR", "TRR" and treatment as "R", "T". In BE – by convention – sequences are ordered with T first. The package follows this convention.
Helmut Schütz (R-code for simulations by Detlew Labes)
| Dataset | Origin | Description |
rds02 | EMA | Annex III. |
rds04 | Patterson & Jones | Cmax data of Table II. |
rds07 | R | Large simulated data set with homoscedasticity. |
rds30 | R | Simulated with heteroscedasticity; imbalanced and incomplete. |
European Medicines Agency. London, 21 September 2016. Annex I, Annex III.
Patterson SD, Jones B. Viewpoint: observations on scaled average bioequivalence. Pharm Stat. 2012; 11(1): 1–7. doi: 10.1002/pst.498
str(rds02) row <- c(10:12, 1:3, 16:18) rds02[row, ] summary(rds02[2:6])
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