Literature DB >> 30230646

Investigation of analysis methods for hyperpolarized 13C-pyruvate metabolic MRI in prostate cancer patients.

Peder E Z Larson1,2, Hsin-Yu Chen1,2, Jeremy W Gordon1, Natalie Korn1,2, John Maidens3, Murat Arcak3, Shuyu Tang1,2, Mark Criekinge1, Lucas Carvajal1, Daniele Mammoli1, Robert Bok1, Rahul Aggarwal4, Marcus Ferrone5, James B Slater1, Sarah J Nelson1,2, John Kurhanewicz1,2, Daniel B Vigneron1,2.   

Abstract

MRI using hyperpolarized (HP) carbon-13 pyruvate is being investigated in clinical trials to provide non-invasive measurements of metabolism for cancer and cardiac imaging. In this project, we applied HP [1-13 C]pyruvate dynamic MRI in prostate cancer to measure the conversion from pyruvate to lactate, which is expected to increase in aggressive cancers. The goal of this work was to develop and test analysis methods for improved quantification of this metabolic conversion. In this work, we compared specialized kinetic modeling methods to estimate the pyruvate-to-lactate conversion rate, kPL , as well as the lactate-to-pyruvate area-under-curve (AUC) ratio. The kinetic modeling included an "inputless" method requiring no assumptions regarding the input function, as well as a method incorporating bolus characteristics in the fitting. These were first evaluated with simulated data designed to match human prostate data, where we examined the expected sensitivity of metabolism quantification to variations in kPL , signal-to-noise ratio (SNR), bolus characteristics, relaxation rates, and B1 variability. They were then applied to 17 prostate cancer patient datasets. The simulations indicated that the inputless method with fixed relaxation rates provided high expected accuracy with no sensitivity to bolus characteristics. The AUC ratio showed an undesired strong sensitivity to bolus variations. Fitting the input function as well did not improve accuracy over the inputless method. In vivo results showed qualitatively accurate kPL maps with inputless fitting. The AUC ratio was sensitive to bolus delivery variations. Fitting with the input function showed high variability in parameter maps. Overall, we found the inputless kPL fitting method to be a simple, robust approach for quantification of metabolic conversion following HP [1-13 C]pyruvate injection in human prostate cancer studies. This study also provided initial ranges of HP [1-13 C]pyruvate parameters (SNR, kPL , bolus characteristics) in the human prostate.
© 2018 John Wiley & Sons, Ltd.

Entities:  

Keywords:  13C-pyruvate; hyperpolarized MRI; kinetic modeling; metabolic imaging; prostate cancer

Mesh:

Substances:

Year:  2018        PMID: 30230646      PMCID: PMC6392436          DOI: 10.1002/nbm.3997

Source DB:  PubMed          Journal:  NMR Biomed        ISSN: 0952-3480            Impact factor:   4.044


  26 in total

1.  Hyperpolarized MRI of Human Prostate Cancer Reveals Increased Lactate with Tumor Grade Driven by Monocarboxylate Transporter 1.

Authors:  Kristin L Granlund; Sui-Seng Tee; Hebert A Vargas; Serge K Lyashchenko; Ed Reznik; Samson Fine; Vincent Laudone; James A Eastham; Karim A Touijer; Victor E Reuter; Mithat Gonen; Ramon E Sosa; Duane Nicholson; YanWei W Guo; Albert P Chen; James Tropp; Fraser Robb; Hedvig Hricak; Kayvan R Keshari
Journal:  Cell Metab       Date:  2019-09-26       Impact factor: 27.287

2.  Tensor image enhancement and optimal multichannel receiver combination analyses for human hyperpolarized 13 C MRSI.

Authors:  Hsin-Yu Chen; Adam W Autry; Jeffrey R Brender; Shun Kishimoto; Murali C Krishna; Maryam Vareth; Robert A Bok; Galen D Reed; Lucas Carvajal; Jeremy W Gordon; Mark van Criekinge; David E Korenchan; Albert P Chen; Duan Xu; Yan Li; Susan M Chang; John Kurhanewicz; Peder E Z Larson; Daniel B Vigneron
Journal:  Magn Reson Med       Date:  2020-06-05       Impact factor: 4.668

3.  Kinetic Modeling of Hyperpolarized Carbon-13 Pyruvate Metabolism in the Human Brain.

Authors:  Daniele Mammoli; Jeremy Gordon; Adam Autry; Peder E Z Larson; Yan Li; Hsin-Yu Chen; Brian Chung; Peter Shin; Mark Van Criekinge; Lucas Carvajal; James B Slater; Robert Bok; Jason Crane; Duan Xu; Susan Chang; Daniel B Vigneron
Journal:  IEEE Trans Med Imaging       Date:  2019-07-02       Impact factor: 10.048

4.  Acquisition and quantification pipeline for in vivo hyperpolarized 13 C MR spectroscopy.

Authors:  Donghyun Hong; Georgios Batsios; Pavithra Viswanath; Anne Marie Gillespie; Manushka Vaidya; Peder E Z Larson; Sabrina M Ronen
Journal:  Magn Reson Med       Date:  2021-11-14       Impact factor: 4.668

5.  Technical Note: A deuterated 13 C-urea reference for clinical multiparametric MRI prostate cancer studies including hyperpolarized pyruvate.

Authors:  Collin J Harlan; Zhan Xu; Keith A Michel; Christopher M Walker; Sanjaya D Lokugama; Gary V Martinez; Mark D Pagel; James A Bankson
Journal:  Med Phys       Date:  2020-05-11       Impact factor: 4.071

6.  Hyperpolarized [1-13C]pyruvate-to-[1-13C]lactate conversion is rate-limited by monocarboxylate transporter-1 in the plasma membrane.

Authors:  Yi Rao; Seth Gammon; Niki M Zacharias; Tracy Liu; Travis Salzillo; Yuanxin Xi; Jing Wang; Pratip Bhattacharya; David Piwnica-Worms
Journal:  Proc Natl Acad Sci U S A       Date:  2020-08-24       Impact factor: 11.205

Review 7.  Hyperpolarized 13C MRI: State of the Art and Future Directions.

Authors:  Zhen J Wang; Michael A Ohliger; Peder E Z Larson; Jeremy W Gordon; Robert A Bok; James Slater; Javier E Villanueva-Meyer; Christopher P Hess; John Kurhanewicz; Daniel B Vigneron
Journal:  Radiology       Date:  2019-03-05       Impact factor: 11.105

8.  First hyperpolarized [2-13C]pyruvate MR studies of human brain metabolism.

Authors:  Brian T Chung; Hsin-Yu Chen; Jeremy Gordon; Daniele Mammoli; Renuka Sriram; Adam W Autry; Lydia M Le Page; Myriam M Chaumeil; Peter Shin; James Slater; Chou T Tan; Chris Suszczynski; Susan Chang; Yan Li; Robert A Bok; Sabrina M Ronen; Peder E Z Larson; John Kurhanewicz; Daniel B Vigneron
Journal:  J Magn Reson       Date:  2019-10-08       Impact factor: 2.229

9.  Di-chromatic interpolation of magnetic resonance metabolic images.

Authors:  Nicholas Dwork; Jeremy W Gordon; Shuyu Tang; Daniel O'Connor; Esben Søvsø Szocska Hansen; Christoffer Laustsen; Peder E Z Larson
Journal:  MAGMA       Date:  2021-01-27       Impact factor: 2.310

10.  Hyperpolarized 13 C MRI data acquisition and analysis in prostate and brain at University of California, San Francisco.

Authors:  Jason C Crane; Jeremy W Gordon; Hsin-Yu Chen; Adam W Autry; Yan Li; Marram P Olson; John Kurhanewicz; Daniel B Vigneron; Peder E Z Larson; Duan Xu
Journal:  NMR Biomed       Date:  2020-03-19       Impact factor: 4.044

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