RE: covariates
From: "Nick Holford" n.holford@auckland.ac.nz
Subject: RE: [NMusers] covariates
Date: Fri, September 17, 2004 7:51 pm
Leonid,
Thanks for making it clear that we agree that allometric scaling is a plausible
model. It seems we disagree on whether or not one can assume that CL, V1, Q, V2
parameters of the two compartment disposition model are correlated with
physiological/anatomical properties. I accept that it is an assumption that I make
when I use allometric models to scale these parameters. Given my understanding of
the physiological/anatomical processes that I expect to govern pharmacokinetic
disposition I do not see any need to seriously question this assumption.
I agree that common sense should be used to guide a covariate search - in particular
biological/mechanistically guided common sense. I accept that one might use OFV
changes as a screening procedure but of course not for formal hypothesis testing
given the well known failure of the chi-square assumption for the null OFV change
distribution using NONMEM.
I do not consider covariate effects are of practical importance unless one can also
show that the random effect variance (e.g. as estimated by OMEGA) for a parameter of
interest (e.g. clearance) is reduced by some relevant amount. It is not uncommon to
see drops in OFV suggesting covariate effects but with a negligible change in OMEGA
e.g. See Matthews et al. for an example where the contribution of several covariates
in explaining the variability in clearance was estimated and the predictive
performance of each covariate model was tested. There are examples where the OFV
fell but there was no improvement in clearance variance nor improvemement in
predictive performance.
Matthews I, Kirkpatrick C, Holford NHG. Quantitative justification for target
concentration intervention - Parameter variability and predictive performance using
population pharmacokinetic models for aminoglycosides. British Journal of Clinical
Pharmacology 2004;58(1):8-19
Nick
--
Nick Holford, Dept Pharmacology & Clinical Pharmacology
University of Auckland, 85 Park Rd, Private Bag 92019, Auckland, New Zealand
email:n.holford@auckland.ac.nz tel:+64(9)373-7599x86730 fax:373-7556
http://www.health.auckland.ac.nz/pharmacology/staff/nholford/