Deuterium imaging of the Warburg effect at sub-millimolar concentrations by joint processing of the kinetic and spectral dimensions

Elton T. Montrazi, Qingjia Bao, Ricardo P. Martinho, Dana C. Peters, Talia Harris, Keren Sasson, Lilach Agemy, Avigdor Scherz, Lucio Frydman*

*Corresponding author for this work

Research output: Contribution to journalArticlepeer-review

3 Citations (Scopus)

Abstract

Deuterium metabolic imaging (DMI) is a promising molecular MRI approach, which follows the administration of deuterated substrates and their metabolization. [6,6’-2H2]-glucose for instance is preferentially converted in tumors to [3,3’-2H2]-lactate as a result of the Warburg effect, providing a distinct resonance whose mapping using time-resolved spectroscopic imaging can diagnose cancer. The MR detection of low-concentration metabolites such as lactate, however, is challenging. It has been recently shown that multi-echo balanced steady-state free precession (ME-bSSFP) increases the signal-to-noise ratio (SNR) of these experiments approximately threefold over regular chemical shift imaging; the present study examines how DMI's sensitivity can be increased further by advanced processing methods. Some of these, such as compressed sensing multiplicative denoising and block-matching/3D filtering, can be applied to any spectroscopic/imaging methods. Sensitivity-enhancing approaches were also specifically tailored to ME-bSSFP DMI, by relying on priors related to the resonances' positions and to features of the metabolic kinetics. Two new methods are thus proposed that use these constraints for enhancing the sensitivity of both the spectral images and the metabolic kinetics. The ability of these methods to improve DMI is evidenced in pancreatic cancer studies carried at 15.2 T, where suitable implementations of the proposals imparted eightfold or more SNR improvement over the original ME-bSSFP data, at no informational cost. Comparisons with other propositions in the literature are briefly discussed.

Original languageEnglish
Article numbere4995
Number of pages15
JournalNMR in Biomedicine
Volume36
Issue number11
Early online date4 Jul 2023
DOIs
Publication statusPublished - Nov 2023

Bibliographical note

Funding Information:
This work was supported by the generosity of the Perlman Family Foundation, by the Israel Science Foundation (grants 3594/21 and 1874/22), by the Israel Cancer Research Foundation, and by the Weizmann–Yale exchange program. L.F. heads the Clore Institute for High‐Field Magnetic Resonance Imaging and Spectroscopy, whose support is also acknowledged.

Publisher Copyright:
© 2023 The Authors. NMR in Biomedicine published by John Wiley & Sons Ltd.

All Science Journal Classification (ASJC) codes

  • Molecular Medicine
  • Radiology Nuclear Medicine and imaging
  • Spectroscopy

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