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Using observed baselines values as fixed parameter value


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#1 cmukashyaka

cmukashyaka

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Posted 12 December 2023 - 10:06 PM

Hello,

I am working on an indirect response model (limited inhibition of Kin), I have baseline values for each subject measured at the start of study. I need to use these values and fix them as E0 where E0 = Kin/Kout so that I can only estimate either Kin or Kout but not both at the same time.

I think there is a way to have these baseline values in a separate column in dataset and set them as covariate in the model code text. Can someone please help me with an example PML code that I can use to accomplish this? 

For dataset, do I add these at each timepoint for each individual as I would for other covariates or only at time=0 where they are actually measured?

 

If my thinking of approaching this is off, how can I take care of this? I don't want to fix E0 to a single value without implementing the interindividual variability observed with baseline measurements. 

 

Thanks a lot


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#2 bwendt@certara.com

bwendt@certara.com

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Posted 13 December 2023 - 09:08 AM

Hi

 

what you are asking for is a typical use of a covariate. You can either use the graphical interface to specify the covariate:

 

baseline.png

 

Or you can specify in textual form. Here is a very generic PML code that you can use as a start. I have entered the baseline values as E0 and used it for definition of Kin, so only Kout will be estimated:

 

test(){
deriv(A1 = - Cl * C)
deriv(E = Kin * (1 - Imax * C / (C + IC50)) - Kout * E)
dosepoint(A1)
C = A1 / V
sequence{E = E0}
E0 = Baseline
error(CEps = 1)
observe(CObs = C + CEps)
error(EEps = 1)
observe(EObs = E + EEps)
stparm(V = tvV)
stparm(Cl = tvCl)
stparm(Kin = E0/tvKout)
stparm(Kout = tvKout)
stparm(Imax = tvImax)
stparm(IC50 = tvIC50)
fcovariate(Baseline)
fixef(tvV = c(, 1, ))
fixef(tvCl = c(, 1, ))
#fixef(tvKin = c(, 1, ))
fixef(tvKout = c(, 1, ))
fixef(tvImax = c(, 1, ))
fixef(tvIC50 = c(, 1, ))
}
 
Best,
Bernd





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