GANDALF: Generative ANsatz for DNA damage evALuation and Forecast. A neural network-based regression for estimating early DNA damage across micro-nano scales
Authors:
- Alberto SciutoAlberto Sciuto
- Serena FattoriSerena Fattori
- Farmesk AbubakerFAFarmesk Abubaker
- Sahar ArjmandSahar Arjmand
- Roberto CatalanoRoberto Catalano
- Konstantinos ChatzipapasKonstantinos Chatzipapas
- Giacomo CuttoneGiacomo Cuttone
- Fateme FarokhiFFFateme Farokhi
- Mariacristina GuarreraMariacristina Guarrera
- Sebastien IncertiSebastien Incerti
- Alma KurmanovaAlma Kurmanova
- 20 March 2025
- journal article
- Published by Elsevier in Physica Medica
- Vol. 133, 104953
Abstract
No abstract availableKeywords
Funding Information
- National Scientific Committee 5
- Government of Italy Ministry of Education University and Research
- Government of Italy Ministry of Economic Development
- Instituto Nazionale di Fisica Nucleare
- European Commission
This publication has 40 references indexed in Scilit:
- Review of chemical models and applications in Geant4‐DNA: Report from the ESA BioRad III ProjectMedical Physics, 2024
- Simulation of DNA damage using Geant4‐DNA: an overview of the “molecularDNA” example applicationPrecision Radiation Oncology, 2023
- Geant4‐DNA example applications for track structure simulations in liquid water: A report from the Geant4‐DNA ProjectMedical Physics, 2018
- Mechanistic DNA damage simulations in Geant4-DNA Part 2: Electron and proton damage in a bacterial cellPhysica Medica, 2018
- Recent developments in Geant4Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment, 2016
- Track structure modeling in liquid water: A review of the Geant4-DNA very low energy extension of the Geant4 Monte Carlo simulation toolkitPhysica Medica, 2015
- Non-targeted effects induced by ionizing radiation: Mechanisms and potential impact on radiation induced health effectsCancer Letters, 2015
- Past, present, and future of radiotherapy for the benefit of patientsNature Reviews Clinical Oncology, 2012
- Geant4—a simulation toolkitNuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment, 2003
- Advantages and disadvantages of using artificial neural networks versus logistic regression for predicting medical outcomesJournal of Clinical Epidemiology, 1996