Ac. Heatherington et al., A PHARMACOKINETIC PHARMACODYNAMIC COMPARISON OF SAAM-II AND PC/WINNONLIN MODELING SOFTWARE/, Journal of pharmaceutical sciences, 87(10), 1998, pp. 1255-1263
This paper presents a detailed comparison of the kinetic analysis soft
ware packages SAAM II and PCNonlin/WinNonlin, based on benchmark model
ing problems reported in ''Pharmacokinetic and Pharmacodynamic Data An
alysis: Concepts and Applications'' (Gabrielsson and Weiner, 1994) and
seven additional models. For each model, both software packages were
presented with identical implementations, Models were initially execut
ed in PCNonlin or WinNonlin and automated comparisons with SAAM II mad
e using Microsoft Test, Models investigated included one- and multicom
partment models with nonlinearities, multiple inputs and samples, mult
iple simultaneous experiments, and linear equations. Maximum number of
compartments, data sets, and parameters were 9, 5, and 10, respective
ly. We compared 88 different models, many of them in different configu
rations, e.g., different weighting schemes or different parameter limi
ts. The total number of attempted comparisons between SAAM II and PCNo
nlin was 161, of which 142 executed without problems. Parameter estima
tes, their precision (standard errors), and model predictions were com
pared; a difference of 1% or less was considered ''agreement''. Observ
ed differences, mainly in parameter standard errors, can be accounted
for in terms of different optimization algorithms, convergence criteri
a, and individual capabilities. In general, there was good agreement (
<1% difference) between SAAM II and PCNonlin in terms of parameter est
imates and model predictions. However, due to differences in the optim
ization procedure, parameter standard errors showed considerable diffe
rences. Additionally, there were differences when multiple data sets w
ere fitted, indicating the importance of different fitting procedures
for interpreting multiple kinetic data sets. The full results of the c
omparison and the model files in SAAM II and PCNonlin/WinNonlin format
s are available from the authors.