Influence of parameter accuracy on pharmacokinetic analysis of hyperpolarized pyruvate

Magnetic Resonance in Medicine : Official Journal of the Society of Magnetic Resonance in Medicine
Chang-Yu SunJames A Bankson

Abstract

To explore the effects of noise and error on kinetic analyses of tumor metabolism using hyperpolarized [1-13 C] pyruvate. Numerical simulations were performed to systematically investigate the effects of noise, the number of unknowns, and error in kinetic parameter estimates on kinetic analysis of the apparent rate of chemical conversion from hyperpolarized pyruvate to lactate (kPL ). A pharmacokinetic model with two physical and two chemical pools of hyperpolarized spins was used to generate and analyze the synthetic data. The reproducibility of kPL estimates worsened quickly when peak signal-to-noise ratio for hyperpolarized pyruvate was below approximately 20. The accuracy of kPL estimates was most sensitive to errors in high excitation angles, the vascular blood volume fraction (vb ), and the rate of pyruvate extravasation (kve ), and was least sensitive to errors in the T1 of pyruvate. When vb and/or kve were fit as additional unknowns, the accuracy of kPL estimates suffered, and when the vascular input function of pyruvate was also fit, the reproducibility of kPL estimates worsened. The accuracy and precision of kPL estimates improve substantially for peak signal-to-noise ratio above approximately 20. Accurate estimates o...Continue Reading

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Citations

Feb 23, 2019·Magnetic Resonance in Medicine : Official Journal of the Society of Magnetic Resonance in Medicine·Christopher M WalkerJames A Bankson
Jan 22, 2020·Magnetic Resonance in Medicine : Official Journal of the Society of Magnetic Resonance in Medicine·Rie B OlinJan H Ardenkjaer-Larsen
Mar 14, 2020·Magnetic Resonance in Medicine : Official Journal of the Society of Magnetic Resonance in Medicine·James T GristFerdia A Gallagher
Jul 23, 2020·Magnetic Resonance in Medicine : Official Journal of the Society of Magnetic Resonance in Medicine·Jeremy W GordonPeder E Z Larson
Oct 3, 2018·Magnetic Resonance in Medicine : Official Journal of the Society of Magnetic Resonance in Medicine·Shuyu TangPeder E Z Larson
Aug 4, 2020·NMR in Biomedicine·Christopher M WalkerJames A Bankson
Jul 3, 2021·Metabolites·Peder Eric Zufall Larson, Jeremy W Gordon

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