title: In-Vivo Imaging of Cell Migration Using Contrast Enhanced MRI and SVM Based Post-Processing.
abstract: The migration of cells within a living organism can be observed with magnetic resonance imaging (MRI) in combination with iron oxide nanoparticles as an intracellular contrast agent. This method, however, suffers from low sensitivity and specificty. Here, we developed a quantitative non-invasive in-vivo cell localization method using contrast enhanced multiparametric MRI and support vector machines (SVM) based post-processing. Imaging phantoms consisting of agarose with compartments containing different concentrations of cancer cells labeled with iron oxide nanoparticles were used to train and evaluate the SVM for cell localization. From the magnitude and phase data acquired with a series of T2*-weighted gradient-echo scans at different echo-times, we extracted features that are characteristic for the presence of superparamagnetic nanoparticles, in particular hyper- and hypointensities, relaxation rates, short-range phase perturbations, and perturbation dynamics. High detection quality was achieved by SVM analysis of the multiparametric feature-space. The in-vivo applicability was validated in animal studies. The SVM detected the presence of iron oxide nanoparticles in the imaging phantoms with high specificity and sensitivity with a detection limit of 30 labeled cells per mm3, corresponding to 19 μM of iron oxide. As proof-of-concept, we applied the method to follow the migration of labeled cancer cells injected in rats. The combination of iron oxide labeled cells, multiparametric MRI and a SVM based post processing provides high spatial resolution, specificity, and sensitivity, and is therefore suitable for non-invasive in-vivo cell detection and cell migration studies over prolonged time periods.
authors.affiliation: Biophysics Group, University of Erlangen-Nuremberg, Erlangen, Germany.|Clinic of Diagnostic and Interventional Radiology, University Hospital Heidelberg, Heidelberg, Germany.
authors.forename: Christian
authors.initials: C
authors.lastname: Weis
authors.affiliation: Pharmacology, University of Erlangen-Nuremberg, Erlangen, Germany.
authors.forename: Andreas
authors.initials: A
authors.lastname: Hess
authors.affiliation: Pharmacology, University of Erlangen-Nuremberg, Erlangen, Germany.
authors.forename: Lubos
authors.initials: L
authors.lastname: Budinsky
authors.affiliation: Biophysics Group, University of Erlangen-Nuremberg, Erlangen, Germany.
authors.forename: Ben
authors.initials: B
authors.lastname: Fabry
mesh_terms: D045744:Cell Line, Tumor; D002465:Cell Movement; D003287:Contrast Media; D006801:Humans; D008279:Magnetic Resonance Imaging; D060388:Support Vector Machine
chemical_list: D003287:Contrast Media