C. Burger et A. Buck, REQUIREMENTS AND IMPLEMENTATION OF A FLEXIBLE KINETIC MODELING TOOL, The Journal of nuclear medicine, 38(11), 1997, pp. 1818-1823
Kinetic (or compartment) modeling is a highly versatile tool for the a
nalysis of experiments within living systems. In PET, it is essential
for developing tracers, for assessing tracer behavior and for extracti
ng quantitative information about the target process. However, tools t
o support the modeling tasks involved are not easily available. Method
s: This article presents a requirements analysis for kinetic modeling
in PET. The interactive kinetic modeling tool KMZ implements many of t
hese features. It facilitates model development by a set of predefined
models and by the ease of introducing new models. Monte Carlo studies
allow assessing parameter identifiability. The responses in the diffe
rent compartments as well as the expected time-activity curve can be s
imulated for specific model configurations. For measured time-activity
curves, model optimization can be performed by the Powell or the Marq
uardt algorithm. Both support weighted nonlinear least-squares fitting
and allow optional constraints of parameter ranges. To further improv
e parameter estimation, the fitting of several regional time-activity
curves can be coupled, resulting in lower standard errors for paramete
rs common among regions. It is possible to highly automate the evaluat
ion of study series and to forward the results into statistical analys
is tools. Results: The KMZ tool has proven highly suitable in evaluati
ng data from different types of studies, and the intuitive user interf
ace enables medical doctors to successfully perform routine evaluation
s after a short training period. Conclusion: A portable kinetic modeli
ng tool with the described features would provide easy access to model
development and may help consolidate kinetic modeling in clinical set
tings for well-defined applications.