Evidence map›Paper›PMID 41558339›Full record

ArticlePhysica medica : PM : an international journal devoted to the applications of physics to medicine and biology : official journal of the Italian Association of Biomedical Physics (AIFB)2026

Multi-center diffusion-weighted MRI validation for 0.35T MR-Linac.

Siamak Nejad-Davarani, Natalia Lutsik, Kathryn Mittauer, Nema Bassiri-Gharb, Joseph Weygand, Tess Armstrong, Shyam Pokharel, Suresh Rana, Hui Wang, Alonso Gutierrez and 2 more

Abstract readValidation StudyMulticenter Study
In one paragraph

Article in Physica medica : PM : an international journal devoted to the applications of physics to medicine and biology : official journal of the Italian Association of Biomedical Physics (AIFB), 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

12 authors.

Siamak Nejad-DavaraniDepartment of Radiation Oncology, University of Miami Miller School of Medicine, Miami, FL 33136, USA. Electronic address: spn717@med.miami.edu.
Natalia LutsikDepartment of Radiation Oncology, University of Miami Miller School of Medicine, Miami, FL 33136, USA.
Kathryn MittauerDepartment of Radiation Oncology, Miami Cancer Institute, Baptist Health South Florida, Miami, FL 33139, USA.
Nema Bassiri-GharbDepartment of Radiation Oncology, Miami Cancer Institute, Baptist Health South Florida, Miami, FL 33139, USA.
Joseph WeygandDepartment of Radiation Oncology and Applied Sciences, Geisel School of Medicine, Dartmouth College, Hanover, NH 03755, USA.
Tess ArmstrongViewRay Inc., 2 Thermo Fisher Way, Oakwood Village, OH 44146, USA.
Shyam PokharelDepartment of Radiation Oncology, Lynn Cancer Institute, Boca Raton Regional Hospital, Baptist Health South Florida, Boca Raton, FL 33486, USA.
Suresh RanaDepartment of Radiation Oncology, Lynn Cancer Institute, Boca Raton Regional Hospital, Baptist Health South Florida, Boca Raton, FL 33486, USA.
Hui WangViewRay Inc., 2 Thermo Fisher Way, Oakwood Village, OH 44146, USA.
Alonso GutierrezDepartment of Radiation Oncology, Miami Cancer Institute, Baptist Health South Florida, Miami, FL 33139, USA.
Michael KasperDepartment of Radiation Oncology, Lynn Cancer Institute, Boca Raton Regional Hospital, Baptist Health South Florida, Boca Raton, FL 33486, USA.
Eric MellonDepartment of Radiation Oncology, University of Miami Miller School of Medicine, Miami, FL 33136, USA; Henry Ford Health + Michigan State University Health Sciences, Detroit, MI, USA; Department of Radiation Oncology, Henry Ford Health, Detroit, MI, USA; Department of Radiology, College of Human Medicine, Michigan State University, East Lansing, MI, USA.

Funding

Tumor Biology Research ProgramP30CA240139 · NCI · UNIVERSITY OF MIAMI SCHOOL OF MEDICINE · PI Stephen D. Nimer · 2019 to 2026
$24.1M
UM Calabresi Clinical Oncology Research Career Development AwardK12CA226330 · NCI · UNIVERSITY OF MIAMI SCHOOL OF MEDICINE · PI Alan Pollack · 2018 to 2026
$5.1M
A Physiologic Adaptive Radiation Therapy Pipeline for Glioblastoma by Daily Multiparametric MRI and Machine LearningR37CA262510 · NCI · UNIVERSITY OF MIAMI SCHOOL OF MEDICINE · PI Eric Albert Mellon · 2022 to 2026
$2.8M
NCI NIH HHS K12 CA226330NCI NIH HHS P30 CA240139NCI NIH HHS R37 CA262510
6 · The paper itself

Abstract

backgroundMR-linac (MRL)-based radiotherapy allows daily anatomical and physiological imaging for adaptive treatment. Apparent diffusion coefficient (ADC) derived from diffusion-weighted imaging (DWI) is a quantitative biomarker correlated with tumor cellularity and response. Verifying ADC repeatability and reproducibility across centers is key for multi-center physiological adaptive radiotherapy trials on low-field MRLs.

methodsEcho-planar imaging (EPI)-based DWI was performed on a commercial phantom containing 13 0-50% polyvinylpyrrolidone (PVP) vials. Diffusion weighting was applied in three orthogonal directions using two b-value sets: [0,30,60,90,120,150,180,200,500,1000] and [0,500,1000] s/mm

resultsUsing three b-values, COVs on a single MRL ranged 0.339-2.914% (brain coil) and 0.466-6.902% (torso coil); and with ten b-values, ranged 0.196-3.679% and 0.408-6.699%, respectively. Multi-site COVs ranged 0.329-3.413% (three b-values) and 0.499-2.420% (ten b-values) using brain coil, and 0.267-4.442% and 0.381-5.357% with torso coil. At zero-degree gantry angle, normalized root mean squared error (nRMSE) ranged 2.857-3.538% (single MRL) and 3.015-3.952% (multi-center). Distortion increased nRMSE to 10.767% and 6.236% with three and ten b-values, respectively. SIGNIFICANCE: These findings demonstrate excellent repeatability and reproducibility of ADC values on low-field MRLs across coils and b-value sets, supporting its use as a reliable biomarker in multi-center adaptive radiotherapy trials.

Indexed as

Diffusion Magnetic Resonance ImagingParticle AcceleratorsPhantoms, ImagingReproducibility of Results

Identifiers

PMID41558339
PMCPMC12912273

What OpenQuestion holds

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Read underepoch 390

Registered trials

None linked

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.