Bio-SCOPE: fast biexponential T1ρ mapping of the brain using signal-compensated low-rank plus sparse matrix decomposition

被引:15
作者
Zhu, Yanjie [1 ]
Liu, Yuanyuan [1 ,2 ,3 ]
Ying, Leslie [4 ,5 ]
Liu, Xin [1 ]
Zheng, Hairong [1 ]
Liang, Dong [1 ]
机构
[1] Chinese Acad Sci, Shenzhen Inst Adv Technol, Paul C Lauterbur Res Ctr Biomed Imaging, 1068 Xueyuan Ave, Shenzhen 518055, Guangdong, Peoples R China
[2] Univ Chinese Acad Sci, Beijing, Peoples R China
[3] Univ Chinese Acad Sci, Shenzhen Coll Adv Technol, Shenzhen, Guangdong, Peoples R China
[4] Univ Buffalo State Univ New York, Dept Biomed Engn, New York, NY USA
[5] Univ Buffalo State Univ New York, Dept Elect Engn, New York, NY USA
基金
中国国家自然科学基金; 国家重点研发计划;
关键词
biexponential brain T-1 rho mapping; compressed sensing; low rank; signal compensation; ACUTE CEREBRAL-ISCHEMIA; MAGNETIZATION-TRANSFER; T2; RELAXATION; WHITE-MATTER; T1RHO MRI; RESONANCE; CARTILAGE; MODEL; KNEE; T-1;
D O I
10.1002/mrm.28067
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 and evaluate a fast imaging method based on signal-compensated low-rank plus sparse matrix decomposition to accelerate data acquisition for biexponential brain T-1 rho mapping (Bio-SCOPE). Methods Two novel strategies were proposed to improve reconstruction performance. A variable-rate undersampling scheme was used with a varied acceleration factor for each k-space along the spin-lock time direction, and a modified nonlinear thresholding scheme combined with a feature descriptor was used for Bio-SCOPE reconstruction. In vivo brain T-1 rho mappings were acquired from 4 volunteers. The fully sampled k-space data acquired from 3 volunteers were retrospectively undersampled by net acceleration rates (R) of 4.6 and 6.1. Reference values were obtained from the fully sampled data. The agreement between the accelerated T-1 rho measurements and reference values was assessed with Bland-Altman analyses. Prospectively undersampled data with R = 4.6 and R = 6.1 were acquired from 1 volunteer. Results T-1 rho-weighted images were successfully reconstructed using Bio-SCOPE for R = 4.6 and 6.1 with signal-to-noise ratio variations rho measurements were in good agreement for R = 4.6 (T-1 rho(s): 18.6651 +/- 1.7786 ms; T-1 rho(l): 88.9603 +/- 1.7331 ms) and R = 6.1 (T-1 rho(s): 17.8403 +/- 3.3302 ms; T-1 rho(l): 88.0275 +/- 4.9606 ms) in the Bland-Altman analyses. T-1 rho parameter maps from prospectively undersampled data also show reasonable image quality using the Bio-SCOPE method. Conclusion Bio-SCOPE achieves a high net acceleration rate for biexponential T-1 rho mapping and improves reconstruction quality by using a variable-rate undersampling data acquisition scheme and a modified soft-thresholding algorithm in image reconstruction.
引用
收藏
页码:2092 / 2106
页数:15
相关论文
共 60 条
[1]   Isotropic morphometry and multicomponent T1ρ mapping of human knee articular cartilage in vivo at 3T [J].
Baboli, Rahman ;
Sharafi, Azadeh ;
Chang, Gregory ;
Regatte, Ravinder R. .
JOURNAL OF MAGNETIC RESONANCE IMAGING, 2018, 48 (06) :1707-1716
[2]   Accelerated whole-brain multi-parameter mapping using blind compressed sensing [J].
Bhave, Sampada ;
Lingala, Sajan Goud ;
Johnson, Casey P. ;
Magnotta, Vincent A. ;
Jacob, Mathews .
MAGNETIC RESONANCE IN MEDICINE, 2016, 75 (03) :1175-1186
[3]   A Multicomponent T2 Relaxometry Algorithm for Myelin Water Imaging of the Brain [J].
Bjork, Marcus ;
Zachariah, Dave ;
Kullberg, Joel ;
Stoica, Petre .
MAGNETIC RESONANCE IN MEDICINE, 2016, 75 (01) :390-402
[4]   Evaluation of white matter myelin water fraction in chronic stroke [J].
Borich, M. R. ;
MacKay, A. L. ;
Vavasour, I. M. ;
Rauscher, A. ;
Boyd, L. A. .
NEUROIMAGE-CLINICAL, 2013, 2 :569-580
[5]   Sodium and T1ρ MRI for molecular and diagnostic imaging of articular cartilage [J].
Borthakur, Arijitt ;
Mellon, Eric ;
Niyogi, Sampreet ;
Witschey, Walter ;
Kneeland, J. Bruce ;
Reddy, Ravinder .
NMR IN BIOMEDICINE, 2006, 19 (07) :781-821
[6]   In Vivo 3.0-Tesla Magnetic Resonance T1ρ and T2 Relaxation Mapping in Subjects With Intervertebral Disc Degeneration and Clinical Symptoms [J].
Bumenkrantz, Gabrielle ;
Zuo, Jin ;
Li, Xiaojuan ;
Kornak, John ;
Link, Thomas M. ;
Majumdar, Sharmila .
MAGNETIC RESONANCE IN MEDICINE, 2010, 63 (05) :1193-1200
[7]   Artifacts in T1ρ-weighted imaging:: correction with a self-compensating spin-locking pulse [J].
Charagundla, SR ;
Borthakur, A ;
Leigh, JS ;
Reddy, R .
JOURNAL OF MAGNETIC RESONANCE, 2003, 162 (01) :113-121
[8]  
Chen W, 2018, P 26 ANN M ISMRM PAR
[9]   Improved parallel image reconstruction using feature refinement [J].
Cheng, Jing ;
Jia, Sen ;
Ying, Leslie ;
Liu, Yuanyuan ;
Wang, Shanshan ;
Zhu, Yanjie ;
Li, Ye ;
Zou, Chao ;
Liu, Xin ;
Liang, Dong .
MAGNETIC RESONANCE IN MEDICINE, 2018, 80 (01) :211-223
[10]   Compressed Sensing Reconstruction for Magnetic Resonance Parameter Mapping [J].
Doneva, Mariya ;
Boernert, Peter ;
Eggers, Holger ;
Stehning, Christian ;
Senegas, Julien ;
Mertins, Alfred .
MAGNETIC RESONANCE IN MEDICINE, 2010, 64 (04) :1114-1120