RE: Simultaneous drug and metabolite POPPK
I think we are actually along the same line overall. What we got into below are
some technical trivials, although very fundamental. For the model used in the
poster, it is simplified, trying to show what's the problem and how it could be
handled rather than intending to mimic all possibilities in reality, as you can
understand.
Alan
Quoted reply history
-----Original Message-----
From: Shi, Jun [mailto:[EMAIL PROTECTED]
Sent: Wednesday, February 14, 2007 12:19 PM
To: Xiao, Alan; [EMAIL PROTECTED]; Nmusers (E-mail); [EMAIL PROTECTED]
Cc: Shi, Jun
Subject: RE: [NMusers] Simultaneous drug and metabolite POPPK
Alan,
Let's make sure what we agree and what we don't agree. Frankly, I am not clear
where we disagree (until I saw your poster).
O.K., let's do conversion of concentration of P and Mets to molar unit (this
makes chemical sense - we agreed), and fix Vd of met to be 1 (this is the trick
in coding, but couldn't resolve the fundamental issue of lacking of info-we
agreed).
What we may have talked differently is the definition of KMP, which is not the
K12 in your poster. In the model I am referring to, KMP is "disconnected" from
any of k for parent. In the real world, parent does not only form one metab,
metab does not always behave in formation rate being the rate limiting, and
metab does not always sequentially formed from one to another... Your model
appeared to simply some of the real world issues - it is fine when your data
gives the justifications.
As we both know there are many unidentifiable factors in modeling P and Metab
simultaneously (F, Fm, Vd...), I hope that you could agree with me that one
should always be cautious when interpret parameter obtained from such a model
(i.e., modeling P and Met after oral administration of P) on its physiological
meaning. The key issue to me here, is that whether the model offers good
predictivity and under what underlying conditions.
Jun
-----Original Message-----
From: Xiao, Alan [ mailto:[EMAIL PROTECTED]
Sent: Wed 2/14/2007 9:31 AM
To: Shi, Jun; [EMAIL PROTECTED]; Nmusers (E-mail); [EMAIL PROTECTED]
Subject: RE: [NMusers] Simultaneous drug and metabolite POPPK
I know your Equs 1-3 are talking the SAME thing since they are all about the
metabolite. But my question is the physical meaning of the term in the equation
for the parent (which you did not show) and in the equation for the metabolite.
After a closer look to your equations below, I have a question related to the
fundamental science - chemistry. That is, your KMP term in the mass balance
differential equations for the metabolite refers to the mass (production) rate
of the metabolite. The same term in the equation for the parent refers to the
mass (elimination) rate of the parent (to the metabolite). Unless the
metabolite and the parent have exactly the same molecular weight (MW), these
two mass rates that this same term refers to are different. That's the
fundamental chemistry behind the discussion about whether or not concentrations
should be in molar units. Or you have to use molecular weight to correct the
parameter estimates after modeling if you have to use weight concentration
units as Serge mentioned in another email. Based on the equations below, I
think you'll have to re-define/interpret your parameter in a way different from
what is normally taught in class.
By the way, in equation 3 below, it is equivalent to fix V3=1, which I don't
think can really resolve the overparameterization problem. The following poster
in the 2002 ASCPT meeting might be able to help a little on this. Also, can you
give the steps to derive how volume ratios become a part of KMP?
Thanks,
Alan
-----Original Message-----
From: Shi, Jun [ mailto:[EMAIL PROTECTED]
Sent: Tuesday, February 13, 2007 8:09 PM
To: Xiao, Alan; [EMAIL PROTECTED]; Nmusers (E-mail); [EMAIL PROTECTED]
Subject: RE: [NMusers] Simultaneous drug and metabolite POPPK
Alan,
I am afraid that you didn't read my code carefully enough. Actually, Eqs 1-3
are talking about the SAME thing, ie, metabolite rate. I started out with the
full data, i.e., with IV info available (Eq1), then, tried to illustrate the
issue when IV data is not available (Eq2) and finally, show how this can be
coded in NONMEM in view of the constraint in order to fit the data (Eq3).
All I tried to say is that there are many other identifiability issues can NOT
be addressed with this type of data by modeling (i.e., model P and Met when
only P is administrated, and more than one metabs are formed). Given this fact,
conversion to molar unit becomes less critical (although it is a good
practice). One should be always cautious when interpret the parameter obtained
on its physiological meaning (even if you have concerted to molar unit).
Jun
-----Original Message-----
From: Xiao, Alan [ mailto:[EMAIL PROTECTED]
Sent: Tue 2/13/2007 5:22 PM
To: Shi, Jun; [EMAIL PROTECTED]; Nmusers (E-mail); [EMAIL PROTECTED]
Subject: RE: [NMusers] Simultaneous drug and metabolite POPPK
Hmm,
I wonder how you write the mass balance equation for the parent and how to
define parameter KMP. If you use the same term KMP(iv)*A(2) in both equations
for the parent [DADT(2)=...-KMP(iv)*A(2)] and the metabolite (DADT(3)=...],
then this same term have different physical meaning in two equations if weight
concentrations are used. I think you don't want to use the same term to
represent two different things (and two different quantities) in your mass
balance equations although you may still get fitting perfect.
In addition, for simultaneously modeling parent/metabolite data, yes, if you
don't have iv data for metabolite, you can not get a unique set of parameter
estimates for metabolites because of overparameterization. However, if you have
prior information about metabolic ratios, you can fix that into your model,
such as Kel_met_parent / Kel_tot_parent=R (e.g. 0.5), where Kel_met_parent is
elimination rate constant of the parent through metabolism of interest and
Kel_tot_parent is the total elimination rate constant of the parent, so R is
called metabolic ratio. Once this ratio is available, volume of distribution
for metabolites are estimable if data is informative.
They might be other options to handle the issue as well.
Alan
-----Original Message-----
From: [EMAIL PROTECTED] [ mailto:[EMAIL PROTECTED] Behalf Of Shi, Jun
Sent: Tuesday, February 13, 2007 10:50 AM
To: [EMAIL PROTECTED]; Nmusers (E-mail); [EMAIL PROTECTED]
Subject: RE: [NMusers] Simultaneous drug and metabolite POPPK
Mike,
This depends on the purpose of the modeling and the information available.
Usually, we only have Parent and Met concentration data after oral
administration, therefore, we can't estimate the true disposition parameters.
We can get CL/F and V/F for parent, but we can get nothing more than apparent
Production rate constant and Elimination rate constant for Met. In this case,
converting the data to micromolar unit or not is not critical.
e.g.
Let's begin from the differential equation below:
DADT(3)=KMP(iv)*A(2)-KME*A(3)
Eq 1
where A(2) is the amount of parent (mg), A(3) is the amount of metabolite (mg).
KmP is the production rate of the metabolite.
Because the distribution volume of Met (V3) is unobtainable (no IV data of
Met), we have to convert dA/dt to dC/dt and divide both sides of Eq 1 by V3 as
follows:
DADT(3)/V3=KMP(iv)*A(2)/V3-KME*A(3)/V3 Eq 2
In NONMEM, we coded this as follows:
DADT(3)=KMP *A(2)/V2-KME*A(3)
Eq 3
Please note that DADT(3) in Eq 3, actually, is dC3/dt (a rate of concentration
instead of amount), and KMP in Eq 3 = KMP(iv) x V2/V3 in Eq 1. In other words,
KMP is a composite parameter of both volumn ratio and molecular weight ratio.
If there are IV data for both parent and metabolite after administrations of
parent and metabolite seperately, the true disposition parameters can be
estimated for both. By converting the concentration unit to molar, we can
estimate formation fraction of parent to metabolite.
Jun Shi
Clinical Pharmacology and Drug Dynamics
Forest Research Institute
Rm18-35
Harborside Financial Center-Plaza V
Jersey City, NJ 07311
Tel: 201-427-8044
Fax: 201-427-8498
Email: [EMAIL PROTECTED]
-----Original Message-----
From: [EMAIL PROTECTED] [ mailto:[EMAIL PROTECTED] On Behalf Of [EMAIL
PROTECTED]
Sent: Tuesday, February 13, 2007 9:02 AM
To: Nmusers (E-mail); [EMAIL PROTECTED]
Subject: RE: [NMusers] Simultaneous drug and metabolite POPPK
I have a question for those who submitted these two examples - Did you
transform the data into micromolar quantities? It is not clear from the
examples. I have not done much parent/metabolite modeling (just lucky I guess)
but it seems to me that one would have to work in molar units for these models
to be valid. Can someone comment on this?
Mike
~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~~
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GlaxoSmithKline
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FAX: (610) 270-5962
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