Cy. Liu et Nc. Sambol, PHARMACODYNAMIC ANALYSIS OF ANALGESIC CLINICAL-TRIALS USING EMPIRICAL-METHODS, Pharmaceutical research, 12(3), 1995, pp. 438-445
Data from analgesic clinical trials have characteristics such as order
ed categorical longitudinal responses with repeated measures, delay of
effect with respect to analgesic plasma concentration. and right-hand
censoring of response due to remedication. In order to determine the
concentration-effect relationship of such data, we propose convolving
an empirical function for plasma concentration, in the form of broken
lines which connect each pair of neighboring observations, with a mono
exponential function, to generate ''effect site concentration.'' Effec
t site concentration and time are used, simultaneously, as independent
variables in the fit of the model for the legit of the probability of
having a specific pain relief(PR) score at each time point pre-remedi
cation, via maximum likelihood. Using corresponding effect site concen
tration, the probabilities of having specific PR scores post-remedicat
ion are predicted via the concentration-response relationship establis
hed. The overall (pre- and post-remedication) predictions and correspo
nding standard errors for the responses are then estimated. Inference
of the PR scoring, using a posterior method, is proposed. An illustrat
ion using real data is used to demonstrate these methods.