Dynamic Imaging of Glucose and Lactate Metabolism by 13C-MRS without Hyperpolarization

被引:62
作者
Brender, Jeffrey R. [1 ]
Kishimoto, Shun [1 ]
Merkle, Hellmut [2 ]
Reed, Galen [3 ]
Hurd, Ralph E. [3 ]
Chen, Albert P. [3 ]
Ardenkjaer-Larsen, Jan Henrik [3 ,4 ]
Munasinghe, Jeeva [2 ]
Saito, Keita [1 ]
Seki, Tomohiro [1 ]
Oshima, Nobu [1 ]
Yamamoto, Kazutoshi [1 ]
Choyke, Peter L. [1 ]
Mitchell, James [1 ]
Krishna, Murali C. [1 ]
机构
[1] NCI, Ctr Canc Res, NIH, Bethesda, MD 20892 USA
[2] NINDS, NIH, Bethesda, MD 20892 USA
[3] Gen Elect Healthcare, Toronto, ON, Canada
[4] Tech Univ Denmark, Dept Elect Engn, Lyngby, Denmark
关键词
BASE-LINE-CORRECTION; MAGNETIC-RESONANCE; IN-VIVO; LOW-RANK; PARAMETER-ESTIMATION; SIGNAL-ENHANCEMENT; PRIOR KNOWLEDGE; NMR; PET; CANCER;
D O I
10.1038/s41598-019-38981-1
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
Metabolic reprogramming is one of the defining features of cancer and abnormal metabolism is associated with many other pathologies. Molecular imaging techniques capable of detecting such changes have become essential for cancer diagnosis, treatment planning, and surveillance. In particular, F-18-FDG (fluorodeoxyglucose) PET has emerged as an essential imaging modality for cancer because of its unique ability to detect a disturbed molecular pathway through measurements of glucose uptake. However, FDG-PET has limitations that restrict its usefulness in certain situations and the information gained is limited to glucose uptake only. C-13 magnetic resonance spectroscopy theoretically has certain advantages over FDG-PET, but its inherent low sensitivity has restricted its use mostly to single voxel measurements unless dissolution dynamic nuclear polarization (dDNP) is used to increase the signal, which brings additional complications for clinical use. We show here a new method of imaging glucose metabolism in vivo by MRI chemical shift imaging (CSI) experiments that relies on a simple, but robust and efficient, post-processing procedure by the higher dimensional analog of singular value decomposition, tensor decomposition. Using this procedure, we achieve an order of magnitude increase in signal to noise in both dDNP and non-hyperpolarized non-localized experiments without sacrificing accuracy. In CSI experiments an approximately 30-fold increase was observed, enough that the glucose to lactate conversion indicative of the Warburg effect can be imaged without hyper-polarization with a time resolution of 12s and an overall spatial resolution that compares favorably to F-18-FDG PET.
引用
收藏
页数:14
相关论文
共 76 条
[1]   18F-FDG PET/CT Imaging In Oncology [J].
Almuhaideb, Ahmad ;
Papathanasiou, Nikolaos ;
Bomanji, Jamshed .
ANNALS OF SAUDI MEDICINE, 2011, 31 (01) :3-13
[2]  
Anandkumar A, 2016, JMLR WORKSH CONF PRO, V51, P268
[3]   The N-way Toolbox for MATLAB [J].
Andersson, CA ;
Bro, R .
CHEMOMETRICS AND INTELLIGENT LABORATORY SYSTEMS, 2000, 52 (01) :1-4
[4]   Wavelets and related time-frequency techniques in magnetic resonance spectroscopy [J].
Antoine, JP ;
Chauvin, C ;
Coron, A .
NMR IN BIOMEDICINE, 2001, 14 (04) :265-270
[5]   Increase in signal-to-noise ratio of >10,000 times in liquid-state NMR [J].
Ardenkjaer-Larsen, JH ;
Fridlund, B ;
Gram, A ;
Hansson, G ;
Hansson, L ;
Lerche, MH ;
Servin, R ;
Thaning, M ;
Golman, K .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2003, 100 (18) :10158-10163
[6]   Radiation dose rates from patients undergoing PET: implications for technologists and waiting areas [J].
Benatar, NA ;
Cronin, BF ;
O'Doherty, MJ .
EUROPEAN JOURNAL OF NUCLEAR MEDICINE, 2000, 27 (05) :583-589
[7]   Magnetic resonance imaging of tumour metabolism [J].
Brindle, K. M. ;
Hu, D. E. ;
Rodrigues, T. B. ;
Serrao, E. M. ;
Timm, K. N. .
EUROPEAN JOURNAL OF CANCER, 2014, 50 :S5-S6
[8]   Optimization of residual water signal removal by HLSVD on simulated short echo time proton MR spectra of the human brain [J].
Cabanes, E ;
Confort-Gouny, S ;
Le Fur, Y ;
Simond, G ;
Cozzone, PJ .
JOURNAL OF MAGNETIC RESONANCE, 2001, 150 (02) :116-125
[9]   SIGNAL ENHANCEMENT - A COMPOSITE PROPERTY MAPPING ALGORITHM [J].
CADZOW, JA .
IEEE TRANSACTIONS ON ACOUSTICS SPEECH AND SIGNAL PROCESSING, 1988, 36 (01) :49-62
[10]   A new general-purpose fully automatic baseline-correction procedure for 1D and 2D NMR data [J].
Carlos Cobas, J. ;
Bernstein, Michael A. ;
Martin-Pastor, Manuel ;
Garcia Tahoces, Pablo .
JOURNAL OF MAGNETIC RESONANCE, 2006, 183 (01) :145-151