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DUSTER: dynamic contrast enhance up-sampled temporal resolution analysis method.
- Source :
-
Magnetic resonance imaging [Magn Reson Imaging] 2016 May; Vol. 34 (4), pp. 442-50. Date of Electronic Publication: 2015 Dec 18. - Publication Year :
- 2016
-
Abstract
- Dynamic contrast enhanced (DCE) MRI using Tofts' model for estimating vascular permeability is widely accepted, yet inter-tissue differences in bolus arrival time (BAT) are generally ignored. In this work we propose a method, incorporating the BAT in the analysis, demonstrating its applicability and advantages in healthy subjects and patients. A method for DCE Up Sampled TEmporal Resolution (DUSTER) analysis is proposed which includes: baseline T1 map using DESPOT1 analyzed with flip angle (FA) correction; preprocessing; raw-signal-to-T1-to-concentration time curves (CTC) conversion; automatic arterial input function (AIF) extraction at temporal super-resolution; model fitting with model selection while incorporating BAT in the pharmacokinetic (PK) model, and fits contrast agent CTC while using exhaustive search in the BAT dimension in super-resolution. The method was applied to simulated data and to human data from 17 healthy subjects, six patients with glioblastoma, and two patients following stroke. BAT values were compared to time-to-peak (TTP) values extracted from dynamic susceptibility contrast imaging. Results show that the method improved the AIF estimation and allowed extraction of the BAT with a resolution of 0.8 s. In simulations, lower mean relative errors were detected for all PK parameters extracted using DUSTER compared to analysis without BAT correction (vp:5% vs. 20%, Ktrans: 9% vs. 24% and Kep: 8% vs. 17%, respectively), and BAT estimates demonstrated high correlations (r = 0.94, p < 1e− 10) with true values. In real data, high correlations between BAT values were detected when extracted from data acquired with high temporal resolution (2 s) and sub-sampled standard resolution data (6 s) (mean r = 0.85,p < 1e− 10). BAT and TTP values were significantly correlated in the different brain regions in healthy subjects (mean r = 0.72,p = < 1e− 3), as were voxel-wise comparisons in patients (mean r = 0.89, p < 1e− 10). In conclusion, incorporating BAT in DCE analysis improves estimation accuracy for the AIF and the PK parameters while providing an additional clinically important parameter.
- Subjects :
- Adult
Brain metabolism
Computer Simulation
Female
Glioblastoma diagnostic imaging
Healthy Volunteers
Humans
Image Enhancement methods
Male
Models, Theoretical
Stroke diagnostic imaging
Young Adult
Brain diagnostic imaging
Capillary Permeability
Contrast Media pharmacokinetics
Magnetic Resonance Imaging methods
Subjects
Details
- Language :
- English
- ISSN :
- 1873-5894
- Volume :
- 34
- Issue :
- 4
- Database :
- MEDLINE
- Journal :
- Magnetic resonance imaging
- Publication Type :
- Academic Journal
- Accession number :
- 26708030
- Full Text :
- https://doi.org/10.1016/j.mri.2015.12.014