PMID- 36529006 OWN - NLM STAT- MEDLINE DCOM- 20230117 LR - 20230117 IS - 1724-191X (Electronic) IS - 1120-1797 (Linking) VI - 105 DP - 2023 Jan TI - Automation of pencil beam scanning proton treatment planning for intracranial tumours. PG - 102503 LID - S1120-1797(22)02098-1 [pii] LID - 10.1016/j.ejmp.2022.11.007 [doi] AB - PURPOSE: To evaluate the feasibility of comprehensive automation of an intra-cranial proton treatment planning. MATERIALS AND METHODS: Class solution (CS) beam configuration selection allows the user to identify predefined beam configuration based on target localization; automatic CS (aCS) will then explore all the possible CS beam geometries. Ten patients, already used for the evaluation of the automatic selection of the beam configuration, have been also employed to training an algorithm based on the computation of a benchmark dose exploit automatic general planning solution (GPS) optimization with a wish list approach for the planning optimization. An independent cohort of ten patients has been then used for the evaluation step between the clinical and the GPS plan in terms of dosimetric quality of plans and the time needed to generate a plan. RESULTS: The definition of a beam configuration requires on average 22 min (range 9-29 min). The average time for GPS plan generation is 18 min (range 7-26 min). Median dose differences (GPS-Manual) for each OAR constraints are: brainstem -1.60 Gy, left cochlea -1.22 Gy, right cochlea -1.42 Gy, left eye 0.55 Gy, right eye -2.33 Gy, optic chiasm -1.87 Gy, left optic nerve -4.45 Gy, right optic nerve -2.48 Gy and optic tract -0.31 Gy. Dosimetric CS and aCS plan evaluation shows a slightly worsening of the OARs values except for the optic tract and optic chiasm for both CS and aCS, where better results have been observed. CONCLUSION: This study has shown the feasibility and implementation of the automatic planning system for intracranial tumors. The method developed in this work is ready to be implemented in a clinical workflow. CI - Copyright (c) 2022 Associazione Italiana di Fisica Medica e Sanitaria. Published by Elsevier Ltd. All rights reserved. FAU - Placidi, Lorenzo AU - Placidi L AD - Fondazione Policlinico Universitario "Agostino Gemelli" IRCCS, Rome, Italy. Electronic address: lorenzo.placidi@policlinicogemelli.it. FAU - Righetto, Roberto AU - Righetto R AD - Proton Therapy Department, Azienda Provinciale per i Servizi Sanitari (APSS), Trento, Italy. FAU - Vecchi, Claudio AU - Vecchi C AD - Tecnologie Avanzate Srl, Turin, Italy. FAU - Zara, Stefania AU - Zara S AD - Tecnologie Avanzate Srl, Turin, Italy. FAU - Alparone, Alessandro AU - Alparone A AD - Tecnologie Avanzate Srl, Turin, Italy. FAU - Moretti, Roberto AU - Moretti R AD - Universita Cattolica del Sacro Cuore, Rome, Italy. FAU - Amelio, Dante AU - Amelio D AD - Proton Therapy Department, Azienda Provinciale per i Servizi Sanitari (APSS), Trento, Italy. FAU - Scartoni, Daniele AU - Scartoni D AD - Proton Therapy Department, Azienda Provinciale per i Servizi Sanitari (APSS), Trento, Italy. FAU - Schwarz, Marco AU - Schwarz M AD - Proton Therapy Department, Azienda Provinciale per i Servizi Sanitari (APSS), Trento, Italy; Radiation Oncology Department, Fred Hutchinson Cancer Center, Seattle, WA, USA. LA - eng PT - Journal Article DEP - 20221217 PL - Italy TA - Phys Med JT - Physica medica : PM : an international journal devoted to the applications of physics to medicine and biology : official journal of the Italian Association of Biomedical Physics (AIFB) JID - 9302888 RN - 0 (Protons) SB - IM MH - Humans MH - Radiotherapy Planning, Computer-Assisted/methods MH - Protons MH - Radiotherapy Dosage MH - *Radiotherapy, Intensity-Modulated/methods MH - *Proton Therapy/methods MH - *Brain Neoplasms/diagnostic imaging/radiotherapy MH - Organs at Risk OTO - NOTNLM OT - Automatic beam selection OT - Automatic planning OT - Intracranial tumor OT - PBS OT - Proton therapy COIS- Declaration of Competing Interest The authors declare that they have no known competing financial interests or personal relationships that could have appeared to influence the work reported in this paper. EDAT- 2022/12/19 06:00 MHDA- 2023/01/18 06:00 CRDT- 2022/12/18 18:20 PHST- 2022/04/26 00:00 [received] PHST- 2022/11/04 00:00 [revised] PHST- 2022/11/25 00:00 [accepted] PHST- 2022/12/19 06:00 [pubmed] PHST- 2023/01/18 06:00 [medline] PHST- 2022/12/18 18:20 [entrez] AID - S1120-1797(22)02098-1 [pii] AID - 10.1016/j.ejmp.2022.11.007 [doi] PST - ppublish SO - Phys Med. 2023 Jan;105:102503. doi: 10.1016/j.ejmp.2022.11.007. Epub 2022 Dec 17.