Evidence map›Paper›PMID 40411104›Full record

ArticlePhysical review. E2025

Diffusion-aware compartment model of the cellular uptake of ^{18}F-fluorodeoxyglucose.

Xiaoxu Zhong, Hieu T M Nguyen, Eri Takematsu, Guillem Pratx

Abstract read
In one paragraph

Article in Physical review. E, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. A microscopic computational simulation of [Physics in medicine and biology · 2026
    Article
  2. Article
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

4 authors.

Xiaoxu ZhongStanford University, School of Medicine, Department of Radiation Oncology and Medical Physics, Stanford, California 94305, USA.
Hieu T M NguyenStanford University, School of Medicine, Department of Radiation Oncology and Medical Physics, Stanford, California 94305, USA.
Eri TakematsuStanford University, School of Medicine, Department of Surgery, Stanford, California 94305, USA.
Guillem PratxStanford University, School of Medicine, Department of Radiation Oncology and Medical Physics, Stanford, California 94305, USA.

Funding

Stanford Molecular Imaging Scholars (SMIS) ProgramT32CA118681 · NCI · STANFORD UNIVERSITY · PI CRAIG S LEVIN · 2016 to 2026
$4.3M
New tools for tracking single cells in vivoR01EB030367 · NIBIB · STANFORD UNIVERSITY · PI PRATX, GUILLEM, SPRIET, MATHIEU · 2020 to 2024
$2.4M
Preclinical microphysiological tumor models for nuclear medicineR01CA268514 · NCI · STANFORD UNIVERSITY · PI Guillem Pratx, JOHN B SUNWOO · 2023 to 2026
$2.1M
Quantitative Imaging of Cancer Drug Resistance via Radioluminescence MicroarraysR01CA186275 · NCI · STANFORD UNIVERSITY · PI PRATX, GUILLEM · 2014 to 2018
$1.7M
Investigation of nanobubble nucleation by radiation therapyR21EB034534 · NIBIB · STANFORD UNIVERSITY · PI PRATX, GUILLEM · 2023 to 2024
$425k
NCI NIH HHS R01 CA186275NCI NIH HHS R01 CA268514NCI NIH HHS T32 CA118681NIBIB NIH HHS R01 EB030367NIBIB NIH HHS R21 EB034534
6 · The paper itself

Abstract

Compartment models are widely used in fields such as epidemiology and biomedicine to describe the exchange of uniformly distributed materials between interconnected compartments. However, their application in biological fluids is limited by the assumption of infinitely large diffusivity, especially in environments such as tumors or subcutaneous tissue, where diffusion is considerably lower. To address this, we develop a diffusion-aware compartment model that maintains the simplicity of traditional compartment models while offering greater accuracy. We conducted experiments on the uptake of ^{18}F-fluorodeoxyglucose (FDG), a radionuclide, by cells grown in culture plates and found a good agreement between the measured and predicted cellular radioactivity. We identify two critical dimensionless parameters that compare the amount of FDG (i) replenished by diffusion and (ii) available in the culture medium to the amount of FDG taken up by cells. We demonstrate that the diffusion-aware compartment model reduces to the three-compartment model when FDG diffusion is fast relative to cellular uptake, and it further simplifies to the two-compartment model when sufficient FDG is available in the culture medium. The semianalytic solutions of the diffusion-aware compartment model can be easily extended to study other scenarios, such as drug transport and bubble growth dynamics.

Indexed as

Fluorodeoxyglucose F18Models, BiologicalBiological TransportDiffusionHumansFluorodeoxyglucose F18

Identifiers

PMID40411104
PMCPMC12278839

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Registered trials

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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.