Re: GAM analysis and further action
From: "Manish Gupta" guptam@email.chop.edu
Subject: Re: [NMusers] GAM analysis and further action
Date: Wed, 29 Mar 2006 14:06:39 -0500
Toufigh,
I think you need to use an allometric model to describe between subject
differences in CL and V. CL and V in the pediatric population most
likely varies due to differences in body weight. If it is hepatically
cleared drug, an allometric exponent of 0.75 is used for CL and an
allometric exponent of 1 to be used for Volume of distribution.
TVCL~CL*(BW/BWmedian)**0.75
TV~V*(BW/BWmedian)**1
For renally, cleared drugs, an exponent of 0.67 is used for CL. Once
you have included Clearance and Volume as a function of body weight in
your base model, you can look at the influence of other covariates like
Hb in your analysis.
As Mats pointed out, since HT and BW are highly correlated covariates,
you can only include one of them in your GAM analysis (most likely BW).
GAM analysis (in X-pose) does not account for correlated covariates
since univariate analyses are performed.
Some useful references discussing it
1. Anderson BJ, McKee D, Holford NHG. Size, myths and the clinical
pharmacokinetics of analgesia in paediatric patients. Clinical
Pharmacokinetics 1997;33:313-327
2. Anderson BJ, Woolard G, Holford NHG. A model for size and age
changes in the pharmacokinetics of paracetamol in neonates, infants and
children. Br J Clin Pharmacol. 2000; 50:125-134
3. Holford NHG. A size standard for pharmacokinetics. Clinical
Pharmacokinetics 1996;30:329-332
I hope this was helpful
Manish
Manish Gupta, PhD
Post Doctoral fellow
Clinical Pharmacology & Therapeutics
The Children's Hospital of Philadelphia
Manish Gupta, PhD
Post Doctoral fellow
Clinical Pharmacology & Therapeutics
The Children's Hospital of Philadelphia