4.4 Article

A comparison of quantitative methods for clinical imaging with hyperpolarized 13C-pyruvate

Journal

NMR IN BIOMEDICINE
Volume 29, Issue 4, Pages 387-399

Publisher

WILEY
DOI: 10.1002/nbm.3468

Keywords

hyperpolarized carbon-13; dynamic nuclear polarization; cancer imaging; spectroscopic imaging; kinetic modelling; quantitative analysis

Funding

  1. National Institute for Health Research (NIHR)
  2. Cambridge Biomedical Research Centre
  3. GlaxoSmithKline (GSK)
  4. Cancer Research UK (CRUK) [C19212/A16628, C19212/A911376]
  5. Wellcome Trust
  6. Cambridge Experimental Cancer Medicine Centre
  7. Cambridge Cancer Centre
  8. School of Clinical Medicine at the University of Cambridge
  9. CRUK
  10. Engineering and Physical Sciences Research Council (EPSRC) Cancer Imaging Centre in Cambridge and Manchester
  11. Cancer Research UK [16465, 16628, 17242] Funding Source: researchfish

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Dissolution dynamic nuclear polarization (DNP) enables the metabolism of hyperpolarized C-13-labelled molecules, such as the conversion of [1-C-13]pyruvate to [1-C-13]lactate, to be dynamically and non-invasively imaged in tissue. Imaging of this exchange reaction in animal models has been shown to detect early treatment response and correlate with tumour grade. The first human DNP study has recently been completed, and, for widespread clinical translation, simple and reliable methods are necessary to accurately probe the reaction in patients. However, there is currently no consensus on the most appropriate method to quantify this exchange reaction. In this study, an in vitro system was used to compare several kinetic models, as well as simple model-free methods. Experiments were performed using a clinical hyperpolarizer, a human 3 T MR system, and spectroscopic imaging sequences. The quantitative methods were compared in vivo by using subcutaneous breast tumours in rats to examine the effect of pyruvate inflow. The two-way kinetic model was the most accurate method for characterizing the exchange reaction in vitro, and the incorporation of a Heaviside step inflow profile was best able to describe the in vivo data. The lactate time-to-peak and the lactate-to-pyruvate area under the curve ratio were simple model-free approaches that accurately represented the full reaction, with the time-to-peak method performing indistinguishably from the best kinetic model. Finally, extracting data from a single pixel was a robust and reliable surrogate of the whole region of interest. This work has identified appropriate quantitative methods for future work in the analysis of human hyperpolarized C-13 data. (c) 2016 The Authors. NMR in Biomedicine published by John Wiley & Sons Ltd.

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