Several techniques are under development for image-guidance in particle therapy. Positron (β+) em... more Several techniques are under development for image-guidance in particle therapy. Positron (β+) emission tomography (PET) is in use since many years, because accelerated ions generate positron-emitting isotopes by nuclear fragmentation in the human body. In heavy ion therapy, a major part of the PET signals is produced by β+-emitters generated via projectile fragmentation. A much higher intensity for the PET signal can be obtained using β+-radioactive beams directly for treatment. This idea has always been hampered by the low intensity of the secondary beams, produced by fragmentation of the primary, stable beams. With the intensity upgrade of the SIS-18 synchrotron and the isotopic separation with the fragment separator FRS in the FAIR-phase-0 in Darmstadt, it is now possible to reach radioactive ion beams with sufficient intensity to treat a tumor in small animals. This was the motivation of the BARB (Biomedical Applications of Radioactive ion Beams) experiment that is ongoing at G...
An Advanced Simulation and Reconstruction Framework for a Novel In-Beam PET Scanner for Pre-Clinical Proton Irradiation
2020 IEEE Nuclear Science Symposium and Medical Imaging Conference (NSS/MIC), 2020
Within the project “Small animal proton Irradiator for Research in Molecular Image-guided radiati... more Within the project “Small animal proton Irradiator for Research in Molecular Image-guided radiation-Oncology” (SIRMIO) we have designed an in-beam PET scanner for preclinical application. The system is based on a novel spherical geometry, and in order to fully exploit its potential we are developing an integrated computational framework for simulation, image reconstruction and range verification. The software comprises a full Monte Carlo engine to simulate the proton treatment with related detector response, and an image reconstruction tool for simulated and experimental data. The platform is designed to integrate robust analytical reconstruction algorithms and new statistical approaches based on deep learning. The core of the framework is based on MEGAlib (The Medium Energy Gamma-ray Astronomy software library). The physical simulation is based on GEANT4. The machine learning method for the event classification is implemented with the ROOT based Toolkit for Multivariate Data Analysis (TMVA). The first prototype of the SIRMIO irradiation platform foresees a fixed beam, thus requiring the movement of the mouse for scanned beam delivery. Hence, we have extended the MEGAlib image reconstruction algorithm based on maximum-likelihood expectation-maximization (ML-EM) to correct for geometrical efficiency and attenuation taking into account the mouse motion. The goal is to be able to discriminate proton range shifts of ~ 0.5 mm. Moreover, we are augmenting the image reconstruction framework with a new approach based on machine learning, which aims at using all photon events collected during irradiation (dominated by prompt gamma) to retrieve on-the-fly the range of the beam, to complement the PET information.
Towards a novel small animal proton irradiation platformthe SIRMIO project Background: Precision ... more Towards a novel small animal proton irradiation platformthe SIRMIO project Background: Precision small animal radiotherapy research is a young emerging field aiming to provide new experimental insights into tumour and tissue models in different microenvironments, to unravel the complex mechanisms of radiation damage in target and non-target tissues and assess the efficacy of novel therapeutic strategies. To this end, for photon therapy, modern small animal radiotherapy research platforms have been developed over the last years and are meanwhile commercially available. Conversely, for proton therapy, which holds a great potential for an even superior outcome than photon therapy, no commercial system exists yet. Material and methods: The project SIRMIO (Small Animal Proton Irradiator for Research in Molecular Image-guided Radiation-Oncology) aims at realizing and demonstrating an innovative portable prototype system for precision small animal proton irradiation, suitable for integration at existing clinical treatment facilities. The proposed design combines precise dose application with novel insitu multi-modal anatomical image guidance and in-vivo verification of the actual treatment delivery for precision small animal irradiation. Results and conclusions: This manuscript describes the status of the different components under development, featuring a dedicated beamline for degradation and focusing of clinical proton beams, along with novel detector systems for insitu imaging. The foreseen workflow includes pre-treatment proton transmission imaging for treatment planning and position verification, complemented by ultrasonic tumour localization, followed by image-guided delivery with on-site range verification by means of ionoacoustics (for pulsed beams) and positronemission-tomography (PET, for continuous beams). The proposed compact and cost-effective system promises to open a new era in small animal proton therapy research, contributing to the basic understanding of in-vivo radiation action to identify areas of potential breakthroughs in radiotherapy for future translation into innovative clinical strategies.
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Papers by giulio lovatti