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Accelerated 3D T2 mapping with dictionary-based matching for prostate imaging
被引:16
作者:
Roccia, Elisa
[1
]
Shankar, Rohini Vidya
[1
]
Neji, Radhouene
[1
,2
]
Cruz, Gastao
[1
]
Munoz, Camila
[1
]
Botnar, Rene
[1
]
Goh, Vicky
[3
]
Prieto, Claudia
[1
]
Dregely, Isabel
[1
]
机构:
[1] Kings Coll London, Sch Biomed Engn & Imaging Sci, London, England
[2] Siemens Healthcare Ltd, Frimley, England
[3] Kings Coll London, Canc Imaging, London, England
基金:
英国工程与自然科学研究理事会;
关键词:
3T MRI;
prostate cancer imaging;
quantitative MRI;
T-2;
mapping;
LOW-RANK;
MULTIPARAMETRIC MRI;
IN-VIVO;
CANCER;
QUANTIFICATION;
RELAXATION;
RECONSTRUCTION;
PERFORMANCE;
RECOVERY;
D O I:
10.1002/mrm.27540
中图分类号:
R8 [特种医学];
R445 [影像诊断学];
学科分类号:
1002 ;
100207 ;
1009 ;
摘要:
Purpose: To develop a fast and accurate method for 3D T-2 mapping of prostate cancer using undersampled acquisition and dictionary-based fitting. Methods: 3D high-resolution T-2-weighted images (0.9 x 0.9 x 3 mm(3)) were obtained with a multishot T-2-prepared balanced steady-state free precession (T-2-prep-bSSFP) acquisition sequence using a 3D variable density undersampled Cartesian trajectory. Each T-2-weighted image was reconstructed using total variation regularized sensitivity encoding. A flexible simulation framework based on extended phase graphs generated a dictionary of magnetization signals, which was customized to the proposed sequence. The dictionary was matched to the acquired T-2-weighted images to retrieve quantitative T-2 values, which were then compared to gold-standard spin echo acquisition values using monoexponential fitting. The proposed approach was validated in simulations and a T-1/T-2 phantom, and feasibility was tested in 8 healthy subjects. Results: The simulation analysis showed that the proposed T-2 mapping approach is robust to noise and typically observed T-1 variations. T-2 values obtained in the phantom with T(2)prep-bSSFP and the acquisition-specific, dictionary-based matching were highly correlated with the gold-standard spin echo method (r = 0.99). Furthermore, no differences were observed with the accelerated acquisition compared to the fully sampled acquisition (r = 0.99). T-2 values obtained in prostate peripheral zone, central gland, and muscle in healthy subjects (age, 26 +/- 6 years) were 97 +/- 14, 76 +/- 7, and 36 +/- 3 ms, respectively. Conclusion: 3D quantitative T-2 mapping of the whole prostate can be achieved in 3 minutes.
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页码:1795 / 1805
页数:11
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