ArticleMagnetic resonance in medicine2026
Physiological Interpretation of the Lactate to Pyruvate AUC Ratio for Hyperpolarized [1-
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.
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.
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.
Who cites it
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors.
Funding
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
Identifiers
What OpenQuestion holds
Registered trials
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.