TTT method for lambda_z estimation [🇷 for BE/BA]
Dear DLabes,
We have some initial results for the estimation of lambdaz using TTT method. The following are the output obtained from R console.
It seems not so difficult to implement TTT method using R. Meanwhile, it is easy to validate visually. Thanks.
We have some initial results for the estimation of lambdaz using TTT method. The following are the output obtained from R console.
b<-c(0,0.25,0.5,0.75,1,1.5,2,3,4,8,12,24)
c<-c(0,30.1,211,1221,1485,1837,1615,1621,1411,763,424,109)
dat <- data.frame(time=b,conc=c)
n_lambda=0
x<-which.max(dat$conc)
TTT<-dat[x,1]*2
for (i in (nrow(dat)-2):(which.max(dat$conc)+1)) {
if (dat$time[[i]] < TTT) {
n_lambda <- nrow(dat)-i
}
}
dat
time conc
1 0.00 0.0
2 0.25 30.1
3 0.50 211.0
4 0.75 1221.0
5 1.00 1485.0
6 1.50 1837.0 <-- Tmax
7 2.00 1615.0
8 3.00 1621.0 <-- Two Tmax Time (TTT)
9 4.00 1411.0
10 8.00 763.0
11 12.00 424.0
12 24.00 109.0
summary(lm(log(conc)~time,dat[(nrow(dat)-n_lambda)+1:nrow(dat),]))
Call:
lm(formula = log(conc) ~ time, data = dat[(nrow(dat) - n_lambda) +
1:nrow(dat), ])
Residuals:
8 9 10 11 12 <--- data points selected
0.06042 0.05031 -0.04997 -0.12297 0.06220
Coefficients:
Estimate Std. Error t value Pr(>|t|)
(Intercept) 7.716264 0.071884 107.34 1.78e-06 ***
time -0.128630 0.005651 -22.76 0.000186 ***
---
Signif. codes: 0 ‘***’ 0.001 ‘**’ 0.01 ‘*’ 0.05 ‘.’ 0.1 ‘ ’ 1
Residual standard error: 0.09604 on 3 degrees of freedom
(7 observations deleted due to missingness)
Multiple R-squared: 0.9942, Adjusted R-squared: 0.9923
F-statistic: 518.1 on 1 and 3 DF, p-value: 0.0001857
It seems not so difficult to implement TTT method using R. Meanwhile, it is easy to validate visually. Thanks.
—
All the best,
-- Yung-jin Lee
bear v2.9.2:- created by Hsin-ya Lee & Yung-jin Lee
Kaohsiung, Taiwan https://www.pkpd168.com/bear
Download link (updated) -> here
All the best,
-- Yung-jin Lee
bear v2.9.2:- created by Hsin-ya Lee & Yung-jin Lee
Kaohsiung, Taiwan https://www.pkpd168.com/bear
Download link (updated) -> here

Complete thread:
- bear v1.0.0 - a data analytical tool for ABE in R yjlee168 2008-07-12 20:53
- bear v1.0.0 for R - first impressions Helmut 2008-07-14 04:12
- bear v1.0.0 for R - first impressions yjlee168 2008-07-14 10:26
- bear v1.0.0 for R - first impressions Helmut 2008-07-14 14:02
- bear v1.0.0 for R - first impressions yjlee168 2008-07-14 18:12
- bear v1.0.0 for R... Helmut 2008-07-14 18:56
- bear v1.0.0 for R... yjlee168 2008-07-14 19:30
- bear v1.0.0 for R... Helmut 2008-07-14 20:35
- bear v1.0.0 for R... yjlee168 2008-07-14 19:30
- bear v1.0.0 for R... Helmut 2008-07-14 18:56
- bear v1.0.0 for R - first impressions yjlee168 2008-07-15 09:44
- bear v1.0.0 for R - first impressions yjlee168 2008-07-14 18:12
- bear v1.0.0 for R - first impressions Helmut 2008-07-14 14:02
- bear v1.0.0 for R - first impressions yjlee168 2008-07-14 10:26
- bear v1.0.0 - a data analytical tool for ABE in R martin 2008-07-14 12:18
- bear v1.0.0 - a data analytical tool for ABE in R yjlee168 2008-07-14 19:02
- bear v1.0.0 - a data analytical tool for ABE in R Aceto81 2008-07-15 10:07
- bear v1.0.0 - a data analytical tool for ABE in R yjlee168 2008-07-16 07:22
- bear v1.0.0 - a data analytical tool for ABE in R Aceto81 2008-07-16 09:47
- bear v1.0.0 - a data analytical tool for ABE in R yjlee168 2008-07-16 21:32
- bear v1.0.0 - a data analytical tool for ABE in R Aceto81 2008-07-16 09:47
- lambda_z estimation yjlee168 2008-09-23 12:13
- lambda_z estimation d_labes 2008-09-23 14:41
- lambda_z estimation yjlee168 2008-09-24 22:41
- lambda_z estimation Aceto81 2008-09-25 10:56
- lambda_z estimation yjlee168 2008-09-25 21:00
- lambda_z estimation yjlee168 2008-09-26 08:03
- lambda_z estimation Aceto81 2008-09-26 10:25
- lambda_z estimation yjlee168 2008-09-28 00:08
- lambda_z estimation yjlee168 2008-09-29 13:32
- WinNonlin 5.2.1 vs. 6 beta Helmut 2008-09-29 15:54
- WinNonlin 5.2.1 vs. 6 beta yjlee168 2008-09-29 18:45
- WinNonlin 5.2.1 vs. 6 beta --> new finding yjlee168 2008-09-30 08:10
- Example 4 in SASophylistic d_labes 2008-09-30 09:43
- Example 4 in SASophylistic yjlee168 2008-09-30 12:23
- Example 4 in SASophylistic d_labes 2008-09-30 09:43
- WinNonlin 5.2.1 vs. 6 beta Helmut 2008-09-29 15:54
- lambda_z estimation Aceto81 2008-09-26 10:25
- TTT method for lambda_z estimationyjlee168 2008-09-30 12:34
- TTT method for lambda_z estimation d_labes 2008-09-30 14:48
- TTT method for lambda_z estimation yjlee168 2008-09-30 20:28
- TTT method plus best fit combined d_labes 2008-10-01 08:43
- AIC or ARS as the best fit criterion? yjlee168 2008-10-02 12:40
- AIC or ARS as the best fit criterion? d_labes 2008-10-02 13:59
- AIC or ARS as the best fit criterion? yjlee168 2008-10-02 12:40
- TTT method plus best fit combined d_labes 2008-10-01 08:43
- TTT method for lambda_z estimation yjlee168 2008-09-30 20:28
- TTT method for lambda_z estimation Aceto81 2008-09-30 15:11
- TTT method for lambda_z estimation yjlee168 2008-09-30 19:57
- TTT method for lambda_z estimation Aceto81 2008-10-01 14:18
- TTT method for lambda_z estimation yjlee168 2008-10-02 12:29
- TTT method for lambda_z estimation Aceto81 2008-10-03 15:33
- TTT method for lambda_z estimation yjlee168 2008-10-03 21:22
- TTT method for lambda_z estimation Aceto81 2008-10-03 15:33
- TTT method for lambda_z estimation yjlee168 2008-10-02 12:29
- TTT method for lambda_z estimation Aceto81 2008-10-01 14:18
- TTT method for lambda_z estimation yjlee168 2008-09-30 19:57
- TTT method for lambda_z estimation d_labes 2008-09-30 14:48
- lambda_z estimation d_labes 2008-09-23 14:41
- bear v1.0.0 - a data analytical tool for ABE in R yjlee168 2008-07-16 07:22
- bear v1.0.0 - a data analytical tool for ABE in R Aceto81 2008-07-15 10:07
- bear v1.0.0 - a data analytical tool for ABE in R yjlee168 2008-07-14 19:02
- bear v1.0.0 - a data analytical tool for ABE in R ElMaestro 2008-07-22 14:35
- bear v1.0.0 - a data analytical tool for ABE in R yjlee168 2008-07-23 09:55
- bear v1.0.0 - a data analytical tool for ABE in R ElMaestro 2008-07-24 10:04
- bear v1.0.0 - a data analytical tool for ABE in R yjlee168 2008-07-25 20:38
- bear v1.0.0 - a data analytical tool for ABE in R ElMaestro 2008-07-28 08:42
- bear v1.0.0 - a data analytical tool for ABE in R yjlee168 2008-07-25 20:38
- bear v1.0.0 - a data analytical tool for ABE in R ElMaestro 2008-09-23 16:10
- bear v1.0.0 - a data analytical tool for ABE in R yjlee168 2008-09-24 22:00
- bear v1.0.0 - a data analytical tool for ABE in R ElMaestro 2008-09-25 09:03
- bear v1.0.0 - a data analytical tool for ABE in R ElMaestro 2008-09-25 13:52
- bear v1.0.0 - a data analytical tool for ABE in R Helmut 2008-09-25 14:39
- bear v1.0.0 - a data analytical tool for ABE in R ElMaestro 2008-09-25 14:55
- bear v1.0.0 - a data analytical tool for ABE in R Helmut 2008-09-25 15:33
- GLM in R and the power to know d_labes 2008-09-25 16:45
- GLM in R and the power to know ElMaestro 2008-09-25 19:23
- nesting in R? yjlee168 2008-09-25 20:49
- nesting in R? ElMaestro 2008-09-25 22:01
- lm in R Helmut 2008-09-26 00:23
- nesting in R? yjlee168 2008-09-25 20:49
- GLM in R and the power to know ElMaestro 2008-09-25 19:23
- GLM in R and the power to know d_labes 2008-09-25 16:45
- bear v1.0.0 - a data analytical tool for ABE in R Helmut 2008-09-25 15:33
- bear v1.0.0 - a data analytical tool for ABE in R ElMaestro 2008-09-25 14:55
- bear v1.0.0 - a data analytical tool for ABE in R Helmut 2008-09-25 14:39
- bear v1.0.0 - a data analytical tool for ABE in R ElMaestro 2008-09-25 13:52
- bear v1.0.0 - a data analytical tool for ABE in R ElMaestro 2008-09-25 09:03
- bear v1.0.0 - a data analytical tool for ABE in R yjlee168 2008-09-24 22:00
- bear v1.0.0 - a data analytical tool for ABE in R ElMaestro 2008-07-24 10:04
- Type III SS in balanced, crossover BE studies? yjlee168 2008-10-18 21:03
- Type III SS in balanced, crossover BE studies? ElMaestro 2008-10-21 13:09
- Type III SS in balanced, crossover BE studies? yjlee168 2008-10-21 13:19
- Only balanced, crossover BE studies? d_labes 2008-10-21 14:31
- Only balanced, crossover BE studies? yjlee168 2008-10-21 19:01
- Only balanced, crossover BE studies? ElMaestro 2008-10-24 11:26
- Thread locked Helmut 2008-10-24 11:58
- Only balanced, crossover BE studies? ElMaestro 2008-10-24 11:26
- Only balanced, crossover BE studies? yjlee168 2008-10-21 19:01
- Only balanced, crossover BE studies? d_labes 2008-10-21 14:31
- Type III SS in balanced, crossover BE studies? yjlee168 2008-10-21 13:19
- Type III SS in balanced, crossover BE studies? ElMaestro 2008-10-21 13:09
- bear v1.0.0 - a data analytical tool for ABE in R yjlee168 2008-07-23 09:55
- bear v1.0.0 for R - first impressions Helmut 2008-07-14 04:12