A Robust Methodology for In Vivo T1 Mapping

被引:172
作者
Barral, Joelle K. [1 ]
Gudmundson, Erik [2 ]
Stikov, Nikola [1 ]
Etezadi-Amoli, Maryam [1 ]
Stoica, Petre [2 ]
Nishimura, Dwight G. [1 ]
机构
[1] Stanford Univ, Dept Elect Engn, Magnet Resonance Syst Res Lab, Stanford, CA 94305 USA
[2] Uppsala Univ, Syst & Control Div, Dept Informat Technol, Uppsala, Sweden
基金
瑞典研究理事会; 欧洲研究理事会;
关键词
T-1; mapping; relaxometry; nonlinear least squares; brain imaging; skin imaging; RELAXATION-TIMES; MAGNETIZATION-TRANSFER; TISSUE; MRI; TEMPERATURE; DEPENDENCE; SKIN; T1; PARAMETERS; FREQUENCY;
D O I
10.1002/mrm.22497
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
In this article, a robust methodology for in vivo T-1 mapping is presented. The approach combines a gold standard scanning procedure with a novel fitting procedure. Fitting complex data to a five-parameter model ensures accuracy and precision of the T-1 estimation. A reduced-dimension nonlinear least squares method is proposed. This method turns the complicated multi-parameter minimization into a straightforward one-dimensional search. As the range of possible T-1 values is known, a global grid search can be used, ensuring that a global optimal solution is found. When only magnitude data are available, the algorithm is adapted to concurrently restore polarity. The performance of the new algorithm is demonstrated in simulations and phantom experiments. The new algorithm is as accurate and precise as the conventionally used Levenberg-Marquardt algorithm but much faster. This gain in speed makes the use of the five-parameter model viable. In addition, the new algorithm does not require initialization of the search parameters. Finally, the methodology is applied in vivo to conventional brain imaging and to skin imaging. T-1 values are estimated for white matter and gray matter at 1.5T and for dermis, hypodermis, and muscle at 1.5T, 3T, and 7T. Magn Reson Med 64:1057-1067, 2010. (C) 2010 Wiley-Liss, Inc.
引用
收藏
页码:1057 / 1067
页数:11
相关论文
共 42 条
[1]   A NEW PHASE CORRECTION METHOD IN NMR IMAGING BASED ON AUTOCORRELATION AND HISTOGRAM ANALYSIS [J].
AHN, CB ;
CHO, ZH .
IEEE TRANSACTIONS ON MEDICAL IMAGING, 1987, 6 (01) :32-36
[2]  
Bakker C G, 1984, IEEE Trans Med Imaging, V3, P197, DOI 10.1109/TMI.1984.4307681
[3]   In Vivo High-Resolution Magnetic Resonance Skin Imaging at 1.5 T and 3 T [J].
Barral, Joelle K. ;
Bangerter, Neal K. ;
Hu, Bob S. ;
Nishimura, Dwight G. .
MAGNETIC RESONANCE IN MEDICINE, 2010, 63 (03) :790-796
[4]  
BERNSTEIN M, 2004, HDB MRI PULSE SEQUEN, P616
[5]  
Bevington P. R., 2003, Data reduction and error analysis for the physical sciences
[6]  
BOTTOMLEY PA, 1984, MED PHYS, V11, P425, DOI 10.1118/1.595535
[7]  
Boyd S., 2004, CONVEX OPTIMIZATION, VFirst, DOI DOI 10.1017/CBO9780511804441
[8]   A COMPARISON OF ONE-SHOT AND RECOVERY METHODS IN T1-IMAGING [J].
CRAWLEY, AP ;
HENKELMAN, RM .
MAGNETIC RESONANCE IN MEDICINE, 1988, 7 (01) :23-34
[9]   Radio frequency coil technology for small-animal MRI [J].
Doty, F. David ;
Entzminger, George ;
Kulkarni, Jatin ;
Pamarthy, Kranti ;
Staab, John P. .
NMR IN BIOMEDICINE, 2007, 20 (03) :304-325
[10]   A DIRECT METHOD OF MEASURING NUCLEAR SPIN-LATTICE RELAXATION TIMES [J].
DRAIN, LE .
PROCEEDINGS OF THE PHYSICAL SOCIETY OF LONDON SECTION A, 1949, 62 (353) :301-306