DECAES - DEcomposition and Component Analysis of Exponential Signals

被引:24
作者
Doucette, Jonathan [1 ,2 ]
Kames, Christian [1 ,2 ]
Rauscher, Alexander [1 ,2 ,3 ,4 ]
机构
[1] Univ British Columbia, Dept Phys & Astron, 6224 Agr Rd, Vancouver, BC V6T 1Z1, Canada
[2] UBC MRI Res Ctr, 2221 Wesbrook Mall, Vancouver, BC V6T 2B5, Canada
[3] Univ British Columbia, Dept Radiol, 2775 Laurel St, Vancouver, BC V5Z 1M9, Canada
[4] Univ British Columbia, BC Childrens Hosp, Fac Med, Dept Pediat, 4480 Oak St, Vancouver, BC V6H 3V4, Canada
来源
ZEITSCHRIFT FUR MEDIZINISCHE PHYSIK | 2020年 / 30卷 / 04期
基金
加拿大自然科学与工程研究理事会;
关键词
MRI; Brain; Prostate; Myelin Water Imaging; Luminal Water Imaging; MYELIN WATER; BRAIN; MRI;
D O I
10.1016/j.zemedi.2020.04.001
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
Combinations of multiple exponentially decaying signals are found across many disciplines of science. Decomposition of these multi-exponential signals into their individual components provides insight into the various contributors to the signal. Magnetic resonance images, for instance, can be acquired with multiple gradient or spin echoes to provide voxel by voxel multi-exponential T2* or T2 decays, respectively. With their millions of voxels, these images make the task of decomposition into individual exponentials computationally challenging. Current implementations take several hours, which is prohibitively long in many settings, such as on-scanner calculation for clinical applications. Here, we present a fast approach for the decomposition of multi-exponential signals. The method is applied to multi echo spin echo MRI scans and computes myelin water maps of the whole brain in under 2 min, and luminal water maps of the prostate in under 1 min.
引用
收藏
页码:271 / 278
页数:8
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