Evidence map›Paper›PMID 41761412›Full record

ArticleMagnetic resonance in medicine2026

Physiological Interpretation of the Lactate to Pyruvate AUC Ratio for Hyperpolarized [1-

Ryan T Boyce, Collin J Harlan, Qing Wang, Christopher M Walker, Stephen Y Lai, Matthew E Merritt, James A Bankson

Abstract read
In one paragraph

Article in Magnetic resonance in medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Ryan T BoyceDepartment of Imaging Physics, The University of Texas M.D. Anderson Cancer Center, Houston, Texas, USA.ORCID 0009-0005-2319-4172
Collin J HarlanDepartment of Imaging Physics, The University of Texas M.D. Anderson Cancer Center, Houston, Texas, USA.ORCID 0000-0001-9424-1857
Qing WangDepartment of Imaging Physics, The University of Texas M.D. Anderson Cancer Center, Houston, Texas, USA.
Christopher M WalkerDepartment of Imaging Physics, The University of Texas M.D. Anderson Cancer Center, Houston, Texas, USA.ORCID 0000-0002-6381-8737
Stephen Y LaiThe University of Texas MD Anderson Cancer Center UT Health Houston Graduate School of Biomedical Sciences, Houston, Texas, USA.
Matthew E MerrittDepartment of Biochemistry and Molecular Biology, University of Florida College of Medicine, Gainesville, Florida, USA.
James A BanksonDepartment of Imaging Physics, The University of Texas M.D. Anderson Cancer Center, Houston, Texas, USA.ORCID 0000-0002-8574-154X

Funding

Tumor Evolution and Metastasis ProgramP30CA016672 · NCI · UNIVERSITY OF TX MD ANDERSON CAN CTR · PI Scott Kopetz · 1985 to 2026
$290.8M
Leveraging Hyperpolarized MRI for Precision Oncology Approaches in Head and Neck CancerR01CA280980 · NCI · UNIVERSITY OF TX MD ANDERSON CAN CTR · PI BANKSON, JAMES A, LAI, STEPHEN Y · 2022 to 2025
$3.3M
Multi-Site Development & Evaluation of a Quantitative 3D Hyperpolarized C-13 MRI Clinical Prostate Cancer ExamR01CA211150 · NCI · UNIVERSITY OF TX MD ANDERSON CAN CTR · PI BANKSON, JAMES A · 2017 to 2021
$3.2M
HDO Imaging is a Quantitative Marker of Cerebral Glucose OxidationR01EB032376 · NIBIB · UNIVERSITY OF FLORIDA · PI BANKSON, JAMES A, KODIBAGKAR, VIKRAM D. · 2022 to 2025
$2.2M
NCI NIH HHS P30 CA016672NCI NIH HHS P30CA016672NCI NIH HHS R01 CA211150NCI NIH HHS R01CA211150NCI NIH HHS R01 CA280980NCI NIH HHS R01CA280980NIBIB NIH HHS R01 EB032376NIBIB NIH HHS R01EB032376
6 · The paper itself

Abstract

purposeTo explore the relationship between potentially rate-limiting steps in lactate production and the lactate area-under-the-curve (AUC) to pyruvate AUC ratio for analysis of hyperpolarized (HP) [1- THEORY AND

methodsSimplifying assumptions are introduced to a pharmacokinetic (PK) model with three physical compartments and two chemical pools to write the AUC ratio in terms of model parameters. Synthetic time curves are used to test sensitivity of the AUC ratio and model parameters to different physiological conditions and acquisition parameters. The simplified model is used to analyze data from patients with head and neck squamous cell carcinoma and determine the rate-limiting step in lactate production.

resultsThe simplified model leads to an expression that explicitly demonstrates the relationship between PK model parameters and the AUC ratio. The AUC ratio depends most strongly on intracellular metabolism when pyruvate signal predominantly arises from intracellular space. Simulations confirm that the parameterized AUC ratio can be used to correct for AUC ratio sensitivity to acquisition parameters such as TE. In patient data, the proposed analysis most commonly identified k

conclusionChanges observed in the AUC ratio may be driven by changes in pyruvate extravasation, transport into the cell, and/or intracellular metabolism. The proposed model permits parametric representation of the AUC ratio, identification of rate-limiting steps in lactate production, and correction for differences induced by acquisition parameters.

Indexed as

Lactic AcidMagnetic Resonance ImagingPyruvic AcidArea Under CurveCarbon IsotopesCarcinoma, Squamous CellComputer SimulationHead and Neck NeoplasmsHumansMagnetic Resonance SpectroscopyModels, BiologicalCarbon IsotopesLactic AcidPyruvic Acidhyperpolarized pyruvatekinetic modelingtumor metabolism

Identifiers

PMID41761412
PMCPMC13156448

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.