22–28 May 2022
La Biodola - Isola d'Elba (Italy)
Europe/Rome timezone
submission of the proceedings for the PM2021 has been postponed to July 31, 2022

MLS analysis of INSIDE in-beam PET images for the detection of morphological changes in patients treated with protontherapy.

Speaker

Mrs Martina Moglioni (Università di Pisa)

Description

Anatomical changes occurring during proton therapy treatment are considered a relevant source of uncertainty in delivered dose. The INSIDE in-beam Positron Emission Tomography scanner, installed at the National Oncological Center of Hadrontherapy (CNAO), performs in-vivo range monitoring to obtain information about morphological changes in the irradiated tissue. Our purpose is to assess the sensitivity of the INSIDE PET system in detecting anatomical changes using inter-fractional range variations methods.
Eight proton treated patients, enrolled during the first phase of the INSIDE clinical trial at CNAO, were considered. Range variations along the beam direction were estimated using the Most-Likely Shift (MLS) method, which was for the first time applied to in-beam PET images. It was tested on a simulated patient, for which notable anatomical changes occurred, and validated on six patients without and two with anatomical changes. In order to establish the efficacy of the MLS method, we made a comparison with the previously used Beam Eye View (BEV) method. The sensitivity of the INSIDE in-beam-PET scanner in detecting range variation was evaluated by the standard deviation of the range difference distributions for each patient. The range differences obtained were superimposed on the CT scan as colorized maps, which indicate where an anomalous activity range variation was found.
For patients showing no morphological changes, the average range variation standard deviation was found to be 2.5 mm with the MLS method and 2.3 mm with the BEV method. On the other hand, for the two patients where small anatomical changes occurred, we found larger standard deviation values. In the simulated patient case, the standard deviation gradually increases according to the increasing anatomical changes. The changes detected with our range analysis were localized in the same zones as the one observed with the control CT scans.

Collaboration INSIDE collaboration

Primary author

Mrs Martina Moglioni (Università di Pisa)

Co-authors

Aafke Christine Kraan (Istituto Nazionale di Fisica Nucleare) Andrea Berti (Istituto Nazionale di Fisica Nucleare; Università di Pisa) Piergiorgio Cerello (Istituto Nazionale di Fisica Nucleare) Mario Ciocca (Fondazione CNAO) Veronica Ferrero (Istituto Nazionale di Fisica Nucleare) Elisa Fiorina (Istituto Nazionale di Fisica Nucleare) Enrico Mazzoni (Istituto Nazionale di Fisica Nucleare) MATTEO MORROCCHI (Istituto Nazionale di Fisica Nucleare) Francesco Pennazio (TO) Alessandra Retico (Istituto Nazionale di Fisica Nucleare) Valeria Rosso (PI) Giancarlo Sportelli (Istituto Nazionale di Fisica Nucleare) Viviana Vitolo (Fondazione CNAO) Maria Giuseppina Bisogni (Istituto Nazionale di Fisica Nucleare)

Presentation materials