Spectral fitting strategy to overcome the overlap between 2-hydroxyglutarate and lipid resonances at 2.25 ppm

被引:9
作者
Askari, Pegah [1 ,2 ,3 ]
Dimitrov, Ivan E. [1 ,4 ]
Ganji, Sandeep K. [5 ,6 ]
Tiwari, Vivek [1 ]
Levy, Michael [7 ]
Patel, Toral R. [7 ,8 ,9 ]
Pan, Edward [8 ,10 ]
Mickey, Bruce E. [7 ,10 ,11 ]
Malloy, Craig R. [1 ,6 ,12 ]
Maher, Elizabeth A. [8 ,10 ,11 ,13 ]
Choi, Changho [1 ,6 ,10 ]
机构
[1] Univ Texas Southwestern Med Ctr, Adv Imaging Res Ctr, 5323 Harry Hines Blvd, Dallas, TX 75390 USA
[2] Univ Texas Arlington, Joint Grad Program Biomed Engn, Arlington, TX 76019 USA
[3] Univ Texas Southwestern Med Ctr Dallas, Dallas, TX 75390 USA
[4] Philips Healthcare, Gainesville, FL USA
[5] Philips Healthcare, Andover, MA USA
[6] Univ Texas Southwestern Med Ctr Dallas, Dept Radiol, Dallas, TX 75390 USA
[7] Univ Texas Southwestern Med Ctr Dallas, Dept Neurol Surg, Dallas, TX 75390 USA
[8] Univ Texas Southwestern Med Ctr Dallas, Dept Neurol & Neurotherapeut, Dallas, TX 75390 USA
[9] Univ Texas Southwestern Med Ctr Dallas, Dept Radiat Oncol, Dallas, TX 75390 USA
[10] Univ Texas Southwestern Med Ctr Dallas, Harold C Simmons Canc Ctr, Dallas, TX 75390 USA
[11] Univ Texas Southwestern Med Ctr Dallas, Annette G Strauss Ctr Neurooncol, Dallas, TX 75390 USA
[12] Vet Affairs North Texas Hlth Care Syst, Dallas, TX USA
[13] Univ Texas Southwestern Med Ctr Dallas, Dept Internal Med, Dallas, TX 75390 USA
基金
美国国家卫生研究院;
关键词
H-1; MRS; 2-Hydroxyglutarate; 2HG; 3T; IDH mutation; lipids; Lip; TE 97 ms PRESS; HUMAN BRAIN; H-1-NMR; TUMORS; IDH1; QUANTIFICATION; SPECTROSCOPY; METABOLITES; RELAXATION; MARROW; GLIOMA;
D O I
10.1002/mrm.28829
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: H-1 MRS provides a noninvasive tool for identifying mutations in isocitrate dehydrogenase (IDH). Quantification of the prominent 2-hydroxyglutarate (2HG) resonance at 2.25 ppm is often confounded by the lipid resonance at the same frequency in tumors with elevated lipids. We propose a new spectral fitting approach to separate these overlapped signals, therefore, improving 2HG evaluation. Methods: TE 97 ms PRESS was acquired at 3T from 42 glioma patients. New lipid basis sets were created, in which the small lipid 2.25-ppm signal strength was preset with reference to the lipid signal at 0.9 ppm, incorporating published fat relaxation data. LCModel fitting using the new lipid bases (Fitting method 2) was conducted along with fitting using the LCModel built-in lipid basis set (Fitting method 1), in which the lipid 2.25-ppm signal is assessed with reference to the lipid 1.3-ppm signal. In-house basis spectra of low-molecular-weight metabolites were used in both fitting methods. Results: Fitting method 2 showed marked improvement in identifying IDH mutational status compared with Fitting method 1. 2HG estimates from Fitting method 2 were overall smaller than those from Fitting method 1, which was because of differential assignment of the signal at 2.25 ppm to lipids. In receiver operating characteristic analysis, Fitting method 2 provided a complete distinction between IDH mutation and wild-type whereas Fitting method 1 did not. Conclusion: The data suggest that H-1 MR spectral fitting using the new lipid basis set provides a robust fitting strategy that improves 2HG evaluation in brain tumors with elevated lipids.
引用
收藏
页码:1818 / 1828
页数:11
相关论文
共 29 条
[1]   3D high-resolution imaging of 2-hydroxyglutarate in glioma patients using DRAG-EPSI at 3T in vivo [J].
An, Zhongxu ;
Tiwari, Vivek ;
Baxter, Jeannie ;
Levy, Michael ;
Hatanpaa, Kimmo J. ;
Pan, Edward ;
Maher, Elizabeth A. ;
Patel, Toral R. ;
Mickey, Bruce E. ;
Choi, Changho .
MAGNETIC RESONANCE IN MEDICINE, 2019, 81 (02) :795-802
[2]   Detection of 2-Hydroxyglutarate in IDH-Mutated Glioma Patients by In Vivo Spectral-Editing and 2D Correlation Magnetic Resonance Spectroscopy [J].
Andronesi, Ovidiu C. ;
Kim, Grace S. ;
Gerstner, Elizabeth ;
Batchelor, Tracy ;
Tzika, Aria A. ;
Fantin, Valeria R. ;
Vander Heiden, Matthew G. ;
Sorensen, A. Gregory .
SCIENCE TRANSLATIONAL MEDICINE, 2012, 4 (116)
[3]   ANALYSIS OF MACROMOLECULE RESONANCES IN H-1-NMR SPECTRA OF HUMAN BRAIN [J].
BEHAR, KL ;
ROTHMAN, DL ;
SPENCER, DD ;
PETROFF, OAC .
MAGNETIC RESONANCE IN MEDICINE, 1994, 32 (03) :294-302
[4]   A comparative study of short- and long-TE 1H MRS at 3 T for in vivo detection of 2-hydroxyglutarate in brain tumors [J].
Choi, Changho ;
Ganji, Sandeep ;
Hulsey, Keith ;
Madan, Akshay ;
Kovacs, Zoltan ;
Dimitrov, Ivan ;
Zhang, Song ;
Pichumani, Kumar ;
Mendelsohn, Dianne ;
Mickey, Bruce ;
Malloy, Craig ;
Bachoo, Robert ;
DeBerardinis, Ralph ;
Maher, Elizabeth .
NMR IN BIOMEDICINE, 2013, 26 (10) :1242-1250
[5]   2-hydroxyglutarate detection by magnetic resonance spectroscopy in subjects with IDH-mutated gliomas [J].
Choi, Changho ;
Ganji, Sandeep K. ;
DeBerardinis, Ralph J. ;
Hatanpaa, Kimmo J. ;
Rakheja, Dinesh ;
Kovacs, Zoltan ;
Yang, Xiao-Li ;
Mashimo, Tomoyuki ;
Raisanen, Jack M. ;
Marin-Valencia, Isaac ;
Pascual, Juan M. ;
Madden, Christopher J. ;
Mickey, Bruce E. ;
Malloy, Craig R. ;
Bachoo, Robert M. ;
Maher, Elizabeth A. .
NATURE MEDICINE, 2012, 18 (04) :624-629
[6]   Cancer-associated IDH1 mutations produce 2-hydroxyglutarate [J].
Dang, Lenny ;
White, David W. ;
Gross, Stefan ;
Bennett, Bryson D. ;
Bittinger, Mark A. ;
Driggers, Edward M. ;
Fantin, Valeria R. ;
Jang, Hyun Gyung ;
Jin, Shengfang ;
Keenan, Marie C. ;
Marks, Kevin M. ;
Prins, Robert M. ;
Ward, Patrick S. ;
Yen, Katharine E. ;
Liau, Linda M. ;
Rabinowitz, Joshua D. ;
Cantley, Lewis C. ;
Thompson, Craig B. ;
Heiden, Matthew G. Vander ;
Su, Shinsan M. .
NATURE, 2009, 462 (7274) :739-U52
[7]   MR-visible lipids and the tumor microenvironment [J].
Delikatny, E. James ;
Chawla, Sanjeev ;
Leung, Daniel-Joseph ;
Poptani, Harish .
NMR IN BIOMEDICINE, 2011, 24 (06) :592-611
[8]   In vivo determination of human breast fat composition by 1H magnetic resonance spectroscopy at 7 T [J].
Dimitrov, Ivan E. ;
Douglas, Deborah ;
Ren, Jimin ;
Smith, Nadine B. ;
Webb, Andrew G. ;
Sherry, A. Dean ;
Malloy, Craig R. .
MAGNETIC RESONANCE IN MEDICINE, 2012, 67 (01) :20-26
[9]   T2 measurement of J-coupled metabolites in the human brain at 3T [J].
Ganji, Sandeep K. ;
Banerjee, Abhishek ;
Patel, Aditya M. ;
Zhao, Yan D. ;
Dimitrov, Ivan E. ;
Browning, Jeffrey D. ;
Brown, E. Sherwood ;
Maher, Elizabeth A. ;
Choi, Changho .
NMR IN BIOMEDICINE, 2012, 25 (04) :523-529
[10]   H-1-NMR Chemical Shifts and Coupling Constants for Brain Metabolites [J].
Govind, Varan .
EMAGRES, 2016, 5 (02) :1347-1362