Machine learning and lean six sigma for targeted patient-specific quality assurance of volumetric modulated arc therapy plans

Authors: Lambri, Nicola, Dei, Damiano, Goretti, Giulia, Crespi, Leonardo, Brioso, Ricardo Coimbra, Pelizzoli, Marco, Parabicoli, Sara, Bresolin, Andrea, Gallo, Pasqualina, La Fauci, Francesco, Lobefalo, Francesca, Paganini, Lucia, Reggiori, Giacomo, Loiacono, Daniele, Franzese, Ciro, Tomatis, Stefano, Scorsetti, Marta, Mancosu, Pietro

Source: In Physics and Imaging in Radiation Oncology July 2024 31

Multicentric evaluation of a machine learning model to streamline the radiotherapy patient specific quality assurance process

Authors: Lambri, Nicola, Hernandez, Victor, Sáez, Jordi, Pelizzoli, Marco, Parabicoli, Sara, Tomatis, Stefano, Loiacono, Daniele, Scorsetti, Marta, Mancosu, Pietro

Source: In Physica Medica June 2023 110

Knowledge-based DVH estimation and optimization for breast VMAT plans with and without avoidance sectors.

Authors: Fogliata, Antonella¹ (AUTHOR) antonella.fogliata@humanitas.it, Parabicoli, Sara¹ (AUTHOR), Paganini, Lucia¹ (AUTHOR), Reggiori, Giacomo¹ (AUTHOR), Lobefalo, Francesca¹ (AUTHOR), Cozzi, Luca^1,2 (AUTHOR), Franzese, Ciro^1,2 (AUTHOR), Franceschini, Davide¹ (AUTHOR), Spoto, Ruggero¹ (AUTHOR), Scorsetti, Marta^1,2 (AUTHOR)

Source: Radiation Oncology. 12/6/2022, Vol. 17 Issue 1, p1-11. 11p.

Subject Terms: *VOLUMETRIC-modulated arc therapy, *AVOIDANCE conditioning, *BREAST cancer

2743: Machine learning-aided automatable replanning tool to enhance deliverability in modulated RT plans

Authors: Zaccone, Caterina, Lambri, Nicola, Bianchi, Monica, Bresolin, Andrea, Buzzi, Simone, Dei, Damiano, Gallo, Pasqualina, Fauci, Francesco La, Lobefalo, Francesca, Paganini, Lucia, Parabicoli, Sara, Pelizzoli, Marco, Reggiori, Giacomo, Tomatis, Stefano, Scorsetti, Marta, Lenardi, Cristina, Mancosu, Pietro

Source: In Radiotherapy and Oncology May 2024 194 Supplement 1:S4560-S4562

Twenty Years of Advancements in a Radiotherapy Facility: Clinical Protocols, Technology, and Management.

Authors: Tomatis, Stefano, Mancosu, Pietro, Reggiori, Giacomo, Lobefalo, Francesca, Gallo, Pasqualina, Lambri, Nicola, Paganini, Lucia, La Fauci, Francesco, Bresolin, Andrea, Parabicoli, Sara, Pelizzoli, Marco, Navarria, Pierina, Franzese, Ciro, Lenoci, Domenico, Scorsetti, Marta

Source: Current Oncology; Jul2023, Vol. 30 Issue 7, p7031-7042, 12p, 2 Charts, 4 Graphs

Subject Terms: MEDICAL protocols, SHIFT systems, SUSTAINABILITY, DOSE fractionation, PATIENT positioning

2828: Dosimetric and clinical impact of non-linear 8-bit CT resampling to enhance synthetic-CT generation.

Authors: Bianchi, Monica (AUTHOR), Lambri, Nicola (AUTHOR), Bresolin, Andrea (AUTHOR), Buzzi, Simone (AUTHOR), Dei, Damiano (AUTHOR), Gallo, Pasqualina (AUTHOR), Fauci, Francesco La (AUTHOR), Lobefalo, Francesca (AUTHOR), Paganini, Lucia (AUTHOR), Parabicoli, Sara (AUTHOR), Pelizzoli, Marco (AUTHOR), Reggiori, Giacomo (AUTHOR), Tomatis, Stefano (AUTHOR), Zaccone, Caterina (AUTHOR), Scorsetti, Marta (AUTHOR), Lenardi, Cristina (AUTHOR), Mancosu, Pietro (AUTHOR)

Source: Radiotherapy & Oncology. 2024 Supplement 1, Vol. 194, pS3448-S3452. 5p.

2736: Evaluatuon of rescaling of dose matrix's voxels for BED and EQD2 in prostate cancer treatment.

Authors: Fauci, Francesco La (AUTHOR), Reggiori, Giacomo (AUTHOR), Lobefalo, Francesca (AUTHOR), Paganini, Lucia (AUTHOR), Gallo, Pasqualina (AUTHOR), Lambri, Nicola (AUTHOR), Bresolin, Andrea (AUTHOR), D'Agostino, Giuseppe Roberto (AUTHOR), Parabicoli, Sara (AUTHOR), pelizzoli, Marco (AUTHOR), Mancosu, Pietro (AUTHOR), Tomatis, Stefano (AUTHOR), Scorsetti, Marta (AUTHOR)

Source: Radiotherapy & Oncology. 2024 Supplement 1, Vol. 194, pS2970-S2973. 4p.

Subject Terms: *PROSTATE cancer, *CANCER treatment

822: Deep learning-based optimization of field geometry for total marrow irradiation delivered with VMAT.

Authors: Lambri, Nicola (AUTHOR), Longari, Giorgio (AUTHOR), Bianchi, Monica (AUTHOR), Bresolin, Andrea (AUTHOR), Buzzi, Simone (AUTHOR), Dei, Damiano (AUTHOR), Gallo, Pasqualina (AUTHOR), Fauci, Francesco La (AUTHOR), Lobefalo, Francesca (AUTHOR), Paganini, Lucia (AUTHOR), Parabicoli, Sara (AUTHOR), Pelizzoli, Marco (AUTHOR), Reggiori, Giacomo (AUTHOR), Tomatis, Stefano (AUTHOR), Zaccone, Caterina (AUTHOR), Scorsetti, Marta (AUTHOR), Loiacono, Daniele (AUTHOR), Mancosu, Pietro (AUTHOR)

Source: Radiotherapy & Oncology. 2024 Supplement 1, Vol. 194, pS4440-S4443. 4p.

Subject Terms: *VOLUMETRIC-modulated arc therapy, *BONE marrow, *IRRADIATION, *GEOMETRY

2729: Machine learning model for patient-specific QA prediction in stereotactic radiosurgery.

Authors: Buzzi, Simone A. (AUTHOR), Bianchi, Monica (AUTHOR), Zaccone, Caterina (AUTHOR), Bresolin, Andrea (AUTHOR), Dei, Damiano (AUTHOR), Gallo, Pasqualina (AUTHOR), Fauci, Francesco La (AUTHOR), Lenardi, Cristina (AUTHOR), Lobefalo, Francesca (AUTHOR), Paganini, Lucia (AUTHOR), Parabicoli, Sara (AUTHOR), Pelizzoli, Marco (AUTHOR), Reggiori, Giacomo (AUTHOR), Tomatis, Stefano (AUTHOR), Scorsetti, Marta (AUTHOR), Mancosu, Pietro (AUTHOR), Lambri, Nicola (AUTHOR)

Source: Radiotherapy & Oncology. 2024 Supplement 1, Vol. 194, pS4557-S4559. 3p.

Subject Terms: *MACHINE learning, *STEREOTACTIC radiosurgery, *FORECASTING