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


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Authors

Daniels, Charlie J 
McLean, Mary A 
Schulte, Rolf F 
Robb, Fraser J 
Gill, Andrew B 

Abstract

Dissolution dynamic nuclear polarization (DNP) enables the metabolism of hyperpolarized (13)C-labelled molecules, such as the conversion of [1-(13)C]pyruvate to [1-(13)C]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 (13)C data.

Description

Keywords

cancer imaging, dynamic nuclear polarization, hyperpolarized carbon-13, kinetic modelling, quantitative analysis, spectroscopic imaging, Animals, Carbon Isotopes, Female, Magnetic Resonance Spectroscopy, Mammary Neoplasms, Animal, Models, Biological, Pyruvic Acid, Rats, Inbred F344, Subcutaneous Tissue

Journal Title

NMR Biomed

Conference Name

Journal ISSN

0952-3480
1099-1492

Volume Title

Publisher

Wiley
Sponsorship
Cancer Research UK (C14303/A17197)
Cancer Research UK (unknown)
Wellcome Trust (095962/Z/11/Z)
Cancer Research Uk (None)
CJD is jointly funded by the National Institute for Health Research (NIHR), Cambridge Biomedical Research Centre and GlaxoSmithKline (GSK). Additional funding for this study was provided by Cancer Research UK (CRUK, C19212/A16628; C19212/A911376), The Wellcome Trust, Cambridge Experimental Cancer Medicine Centre, Cambridge Cancer Centre, the School of Clinical Medicine at the University of Cambridge and the CRUK and Engineering and Physical Sciences Research Council (EPSRC) Cancer Imaging Centre in Cambridge and Manchester.