Evidence map›Paper›PMID 42026122›Full record

ArticleScientific reports2026

Radioluminescence 3D dose reconstruction for FLASH and conventional radiotherapy.

Stefano Pizzardi, Lisa Alborghetti, Federica Vurro, Lucia Perna, Sara Broggi, Fabio Di Martino, Luigi Masturzo, Andrea Cavalieri, Claudio Fiorino, Antonello Enrico Spinelli

Abstract read
In one paragraph

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

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0cells of the map it votes in
0citing papers in PubMed
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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

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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

10 authors.

Stefano PizzardiExperimental Imaging Centre, IRCCS San Raffaele Scientific Institute, Milan, Italy.
Lisa AlborghettiExperimental Imaging Centre, IRCCS San Raffaele Scientific Institute, Milan, Italy.
Federica VurroExperimental Imaging Centre, IRCCS San Raffaele Scientific Institute, Milan, Italy.
Lucia PernaMedical Physics Department, IRCCS San Raffaele Scientific Institute, Milan, Italy.
Sara BroggiMedical Physics Department, IRCCS San Raffaele Scientific Institute, Milan, Italy.
Fabio Di MartinoCenter for Instrument Sharing of the University of Pisa (CISUP), Pisa, Italy.
Luigi MasturzoCenter for Instrument Sharing of the University of Pisa (CISUP), Pisa, Italy.
Andrea CavalieriCenter for Instrument Sharing of the University of Pisa (CISUP), Pisa, Italy.
Claudio FiorinoMedical Physics Department, IRCCS San Raffaele Scientific Institute, Milan, Italy.
Antonello Enrico SpinelliExperimental Imaging Centre, IRCCS San Raffaele Scientific Institute, Milan, Italy. spinelli.antonello@hsr.it.

Funding

Fondazione AIRC per la ricerca sul cancro ETS 27336
6 · The paper itself

Abstract

FLASH radiotherapy requires dosimetric techniques capable of operating at ultra-high dose rates (UHDR), where conventional detectors often suffer from saturation, limited temporal resolution or lack of spatial information. Radioluminescence imaging (RLI) in plastic scintillators represents a promising alternative, enabling real-time and high-resolution visualization of dose deposition. In this work, we present a proof-of-concept methodology for three-dimensional (3D) dose reconstruction from radioluminescence images, exploiting cylindrical beam symmetry and inverse tomographic reconstruction. Three reconstruction algorithms (Fourier-based Abel inversion (FBAI), filtered back-projection (FBP) and maximum-likelihood expectation maximization (MLEM)) were first evaluated using Monte Carlo (MC) simulations to assess reconstruction accuracy against ground-truth dose distributions. Experimental validation was then performed using a plastic scintillator cube irradiated under UHDR conditions with a 9 MeV FLASH electron linac, as well as under conventional dose rate using a 6 MeV electron linac and a 6 MeV photon CyberKnife system. Radioluminescence images were acquired with a laterally positioned CMOS camera and reconstructed dose distributions were compared with Gafchromic (GC) film measurements using gamma index analysis and depth-dose profiles. All reconstruction methods successfully reproduced the global depth-dose behavior. Experimental results demonstrated good agreement with GC film dosimetry, with gamma values predominantly below unity and reconstructed profiles closely following reference measurements across different dose rates and field sizes. These findings demonstrate that radioluminescence-based 3D dose reconstruction is a viable and experimentally simple approach for dosimetry in both conventional and FLASH radiotherapy, offering a valuable complementary tool for beam monitoring and quality assurance in emerging UHDR applications.

Indexed as

Imaging, Three-DimensionalRadiometryAlgorithmsHumansMonte Carlo MethodRadiotherapy Dosage

Identifiers

PMID42026122
PMCPMC13272964

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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.