Title :
Identifiability analysis and parameter identification of an in vivo ligand-receptor model from PET data
Author :
Delforge, Jacques ; Syrota, Andre ; Mazoyer, Bernard M.
Author_Institution :
Service Hospitalier Frederic Joliot, Orsay, France
fDate :
7/1/1990 12:00:00 AM
Abstract :
The identification of the model parameters from data obtained with a single tracer injection leads to disappointing numerical results, since most of the parameters have to be considered as unidentifiable. A protocol including two injections, a first injection of the labeled ligand and a second injection of the cold ligand (displacement experiment), leads to two very different numerical solutions, which is surprising, since such multiplicity of solutions was not indicated by a preliminary theoretical identifiability study. It is shown that a three-injections protocol, including both a displacement and a coinjection experiment, makes it possible to determine which of these two solutions is biologically valid.
Keywords :
parameter estimation; physiological models; 3-injection protocol; PET data; cold ligand; in vivo ligand-receptor model; labeled ligand; numerical solutions; parameter identification; positron emission tomography; Data analysis; Graphics; Humans; In vivo; Kinetic theory; Labeling; Mathematical model; Parameter estimation; Positron emission tomography; Protocols; Animals; Data Interpretation, Statistical; Dogs; Kinetics; Models, Biological; Radioligand Assay; Receptors, Muscarinic; Tomography, Emission-Computed;
Journal_Title :
Biomedical Engineering, IEEE Transactions on