RE: BOV
From:"Nick Holford" n.holford@auckland.ac.nz
Subject: RE: [NMusers] BOV
Date: Tue, September 21, 2004 3:09 pm
Pravin,
You say "I have made a basic mistake in my derivation". It is not clear to me which
part of your previous response contains a mistake.
It seems to me that there are 2 issues involved:
1. Estimation of CV by sqrt(omega)
I had commented to Renee that this is only an approximate CV and gave a formula for
an 'exact' CV that would be true if ETA was normally distributed (and thus P would
be log normally distributed). Stuart Beal wrote about this issue some years ago
http://gaps.cpb.ouhsc.edu/nm/91sep2697.html
His view is that either method (CV=SQRT(OMEGA) or CV=SQRT(EXP(OMEGA)-1) should not
be trusted when using NONMEM parameter estimates:
"it does not follow that the "extra accuracy" given by the lognormal formula really
represents extra accuracy; it can just as well be garbage"
His recommendation was 'we should probably avoid reporting the CV as a "CV", but
report it as an "apparent CV"'.
You described a derivation of the CV from OMEGA given the random effects model
P=Ppop*EXP(ETA). Included in your remarks was a comment that NONMEM approximates
EXP(ETA) with 1+ETA. You went on to conclude that the CV can be calculated from
SQRT(OMEGA). Are you saying that because of the first order approximation made by
NONMEM when computing the likelihood that this means that CV is exactly SQRT(OMEGA)
even with this random effects model P=Ppop*EXP(ETA)?
2. Calculation of PPV from estimates of BSV and BOV
In your original posting you concluded the following which looks OK except for a
typo (either remove the % or add *100 to rhe right hand side):
> > %CVCL = Sqrt[Var(ETA(1)) + ..+ Var(ETA(n))]
You then clarified this in your latest contribution. This looks OK to me.
> Given Occasion 1: %CV of Pi = SQRT(BSV*BSV + BOV(1)*BOV(1))*100
> Given Occasion 2: %CV of Pi = SQRT(BSV*BSV + BOV(2)*BOV(2))*100
> ....
> Given Occasion n: %CV of Pi = SQRT(BSV*BSV + BOV(n)*BOV(n))*100
So where is your 'basic mistake'?
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/