Re: Simulation vs. actual data
From: "Liping Zhang" ZHANG_LIPING@lilly.com
Subject: Re: [NMusers] Simulation vs. actual data
Date: Tue, June 14, 2005 2:57 pm
I totally support your thoughts. If you want, other than the mean, you can also
get the confidence band (or like you said +/-SD) around the simulated curve.
Depend on how precise and what the simulation will be used for, you can
elaborate the simulation":
you can simulate use the estimated typical structure parameter value, with
inter-subj variation and random error, so a large number of subjects within
one simulation will do. The simulation does not account the uncertainty in
thetas and the band reflects inter-subject variability and the size of random
error.
You can also simulate different populations. For each simulation, first sample
the parameters from their variance-covariance metrics, and then simulate using
the sampled subjects. You then do somekind of summary statistic on the simulated
results. It needs large number of simulations and large number of subjects
within each simulation. It is a labor-intensive process but gives you a more
realistic view of potential outcomes.
Best regards, Liping
Liping Zhang, PhD
Global PK/PD Modeling and Trial Simulation
ELi Lilly & Company
Work: 317-277-8687 Fax: 317-433-6661
DC 0734
Email: zhang_liping@lilly.com