Anatomic-Based Metabolic Phantom Suite: Open-Source, Digital Hyperpolarized 13C MR Imaging

Motivation: In hyperpolarized 13C-pyruvate MRI, the pyruvate-to-lactate pharmacokinetic apparent rate constant, kPL, has previously shown to be an important clinical biomarker to quantify metabolic reprogramming(3-5). However, rate constant measurements cannot be compared to any ground-truth data and gathering large amounts of human imaging study data can be logistically prohibitive. Goal(s): To utilize patient-derived anatomical models and existing open-source pharmacokinetic models to create metabolic phantoms resembling in vivo datasets. Approach: A framework combining patient-derived anatomy from BrainWeb and the Cardiac Atlas Project with 1-compartment, 3-pool pharmacokinetic modeling was developed. Results: Simulated hyperpolarized whole-brain and whole-heart data were generated and closely matched in vivo datasets. Impact: Metabolic digital phantoms create ground truth data providing opportunities to accurately characterize the performance of new sampling and acquisition strategies, validate advanced data analysis techniques and create faithful synthetic data to supplement training datasets for machine learning applications.

Authors

Publication Details

Journal
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Published
2025-09-16
DOI
https://doi.org/10.58530/2025/0947
Primary Topic
Advanced NMR Techniques and Applications
Type
article
Field-Weighted Citation Impact
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article

Anatomic-Based Metabolic Phantom Suite: Open-Source, Digital Hyperpolarized 13C MR Imaging

Avantika Sinha, Daniel B. Vigneron, Tanner Nickles, Peder E. Z. Larson et al.
Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Advanced NMR Techniques and Applications
article

Anatomic-Based Metabolic Phantom Suite: Open-Source, Digital Hyperpolarized 13C MR Imaging

Avantika Sinha, Daniel B. Vigneron, Tanner Nickles, Peder E. Z. Larson, Annick Haller, Yaewon Kim, Jeremy W. Gordon, Sule Sahin, D. Dante Yeh, Jasmine Hu
article en

Abstract

Motivation: In hyperpolarized 13C-pyruvate MRI, the pyruvate-to-lactate pharmacokinetic apparent rate constant, kPL, has previously shown to be an important clinical biomarker to quantify metabolic reprogramming(3-5). However, rate constant measurements cannot be compared to any ground-truth data and gathering large amounts of human imaging study data can be logistically prohibitive. Goal(s): To utilize patient-derived anatomical models and existing open-source pharmacokinetic models to create metabolic phantoms resembling in vivo datasets. Approach: A framework combining patient-derived anatomy from BrainWeb and the Cardiac Atlas Project with 1-compartment, 3-pool pharmacokinetic modeling was developed. Results: Simulated hyperpolarized whole-brain and whole-heart data were generated and closely matched in vivo datasets. Impact: Metabolic digital phantoms create ground truth data providing opportunities to accurately characterize the performance of new sampling and acquisition strategies, validate advanced data analysis techniques and create faithful synthetic data to supplement training datasets for machine learning applications.

Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition
Openalex Percentile: Top 77%
Advanced NMR Techniques and Applications
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Anatomic-Based Metabolic Phantom Suite: Open-Source, Digital Hyperpolarized 13C MR Imaging — Avantika Sinha, Daniel B. Vigneron, et al. · Proceedings on CD-ROM - International Society for Magnetic Resonance in Medicine. Scientific Meeting and Exhibition/Proceedings of the International Society for Magnetic Resonance in Medicine, Scientific Meeting and Exhibition (2025) | TGRS Research Map | TGRS