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Time-efficient estimation of the magnetic resonance dispersion model parameters for quantitative assessment of angiogenesis.

Authors :
Turco, Simona
Janssen, Augustus J.E.M.
Lavini, Cristina
de la Rosette, Jean J.
Wijkstra, Hessel
Mischi, Massimo
Source :
Biomedical Signal Processing & Control; Apr2016, Vol. 26, p23-33, 11p
Publication Year :
2016

Abstract

The limitations of the available imaging modalities for prostate cancer (PCa) localization result in suboptimal protocols for management of the disease. In response, several dynamic contrast-enhanced imaging modalities have been developed, which aim at cancer detection through the assessment of the changes occurring in the tumor microenvironment due to angiogenesis. In this context, novel magnetic resonance dispersion imaging (MRDI) enables the estimation of parameters related to the microvascular architecture and leakage, by describing the contrast agent kinetics with a dispersion model. Although a preliminary validation of MRDI on PCa has shown promising results, parameter estimation can become burdensome due the convolution integral present in the dispersion model. To overcome this limitation, in this work we provide analytical solutions of the dispersion model in the time and frequency domains, and we implement three numerical methods to increase the time-efficiency of parameter estimation. The proposed solutions are tested for PCa localization. A reduction by about 50% of computation time could be obtained, without significant changes in the estimation performance and in the clinical results. With the continuous development of new technological solutions to boost the spatiotemporal resolution of DCE-MRI, solutions to improve the computational efficiency of parameter estimation are highly required. [ABSTRACT FROM AUTHOR]

Details

Language :
English
ISSN :
17468094
Volume :
26
Database :
Supplemental Index
Journal :
Biomedical Signal Processing & Control
Publication Type :
Academic Journal
Accession number :
112847859
Full Text :
https://doi.org/10.1016/j.bspc.2015.11.006