Evidence map›Paper›PMID 41696018›Full record

ReviewPhysics and imaging in radiation oncology2026

Systematic analysis of biological endpoint variability and implications for quantitative modeling of the FLASH sparing effect.

Isabella Colizzi, Mathilde Toschini, Antony J Lomax, Serena Psoroulas

Abstract readReview
In one paragraph

Review in Physics and imaging in radiation oncology, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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.

Isabella ColizziCenter for Proton Therapy, Paul Scherrer Institut, 5232 Villigen, PSI, Switzerland.
Mathilde ToschiniCenter for Proton Therapy, Paul Scherrer Institut, 5232 Villigen, PSI, Switzerland.
Antony J LomaxCenter for Proton Therapy, Paul Scherrer Institut, 5232 Villigen, PSI, Switzerland.
Serena PsoroulasCenter for Proton Therapy, Paul Scherrer Institut, 5232 Villigen, PSI, Switzerland.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background and purpose: Ultra-high dose rate (UHDR) radiotherapy shows promise in sparing normal tissue while maintaining tumor control. However, heterogeneity across preclinical experiments limits cross-study comparability and the development of predictive models. By employing both qualitative and quantitative analyses, we aim to identify variability in endpoints, clarify inconsistencies, and highlight knowledge gaps critical for future quantitative modeling. Material and methods: We reviewed in-vivo proton and electron FLASH murine experiments (1966-2024) and extracted commonly reported endpoints. A subset of comparable endpoints-crypt cell ratio and survival (abdominal), maximum moist desquamation (skin), and Novel-Object-Recognition tests (brain)-was analyzed using qualitative comparison and logistic regression to assess parameters potentially driving the FLASH effect. Results: Fifty papers were reviewed, revealing substantial differences in endpoint selection, timing, and methodology. Most endpoints were not directly comparable across studies, with only four endpoints amenable to cross-study analysis. Logistic regression was constrained by high collinearity among parameters, reflecting both experimental heterogeneity and limited harmonization. Conclusion: Our review highlights the urgent need for standardization in biological endpoints and methodologies in FLASH research. By quantifying variability in preclinical FLASH data and identifying comparable endpoints, our work provides essential guidance for future modeling efforts, bridging biological evidence and quantitative approaches for treatment planning applications.

Indexed as

EndpointsFLASHFLASH effectGuidelinesMeta-analysisModellingPreclinical studiesUHDR

Identifiers

PMID41696018
PMCPMC12906097

What Socratic holds

Textmetadata
LicenceCC BY
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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 Socratic graph.