QUANTITATIVE-ANALYSIS OF MULTISLICE GD-DTPA ENHANCED DYNAMIC MR-IMAGES USING AN AUTOMATED SIMPLEX MINIMIZATION PROCEDURE

Citation
Dl. Buckley et al., QUANTITATIVE-ANALYSIS OF MULTISLICE GD-DTPA ENHANCED DYNAMIC MR-IMAGES USING AN AUTOMATED SIMPLEX MINIMIZATION PROCEDURE, Magnetic resonance in medicine, 32(5), 1994, pp. 646-651
Citations number
29
Categorie Soggetti
Radiology,Nuclear Medicine & Medical Imaging
ISSN journal
07403194
Volume
32
Issue
5
Year of publication
1994
Pages
646 - 651
Database
ISI
SICI code
0740-3194(1994)32:5<646:QOMGED>2.0.ZU;2-M
Abstract
Quantitative analysis of Gd-DTPA enhanced dynamic MR images has potent ial for discriminating lesions, especially because the introduction of clinical fast imaging techniques has enabled good sampling of the rel atively rapid Gd-DTPA wash-in curves. Analysis of such data requires c urve fitting to a nonlinear model, which to date has been performed us ing a nonlinear least squares (NLLS) fitting procedure. However, this method often fails to converge to the appropriate minima without good initial parameter estimates when multi-exponential models are involved , making automated analysis of complete multislice or volume data sets problematic. In this report we demonstrate the robust performance of a simplex minimization procedure compared with NLLS, by the method of Marquardt, using a Monte Carlo simulation. Further, we illustrate the applicability of such a technique to the analysis of dynamic contrast enhanced images on a pixel-by-pixel basis. As a preliminary example, t he technique is applied to a breast lesion but is expected to be suita ble for examination of many lesion types.