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.
引用
收藏
页码:1795 / 1805
页数:11
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