Updating approach for lexicographic optimization-based planning to improve cervical cancer plan quality

被引:3
作者
Caricato, Paolo [1 ,2 ]
Trivellato, Sara [1 ]
Pellegrini, Roberto [3 ]
Montanari, Gianluca [1 ]
Daniotti, Martina Camilla [1 ,2 ]
Bordigoni, Bianca [1 ,4 ]
Faccenda, Valeria [1 ,2 ]
Panizza, Denis [1 ,5 ]
Meregalli, Sofia [5 ,6 ]
Bonetto, Elisa [6 ]
Voet, Peter [7 ]
Arcangeli, Stefano [5 ,6 ]
De Ponti, Elena [1 ,5 ]
机构
[1] Fdn IRCCS San Gerardo Tintori, Med Phys Dept, Monza, Italy
[2] Univ Milan, Dept Phys, Milan, Italy
[3] Elekta AB, Med Affairs, Stockholm, Sweden
[4] Univ Milano Bicocca, Dept Phys, Milan, Italy
[5] Univ Milano Bicocca, Sch Med & Surg, Milan, Italy
[6] Fdn IRCCS San Gerardo Tintori, Dept Radiat Oncol, Monza, Italy
[7] Elekta AB, Res Clin Liaison, Stockholm, Sweden
关键词
Lexicographic optimization; Automated planning; Cervical cancer; VMAT; Plan quality; Plan comparison; MODULATED ARC THERAPY; PRECLINICAL VALIDATION; VMAT; GENERATION;
D O I
10.1007/s12672-023-00800-5
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
BackgroundTo investigate the capability of a not-yet commercially available fully automated lexicographic optimization (LO) planning algorithm, called mCycle (Elekta AB, Stockholm, Sweden), to further improve the plan quality of an already-validated Wish List (WL) pushing on the organs-at-risk (OAR) sparing without compromising target coverage and plan delivery accuracy.Material and MethodsTwenty-four mono-institutional consecutive cervical cancer Volumetric-Modulated Arc Therapy (VMAT) plans delivered between November 2019 and April 2022 (50 Gy/25 fractions) have been retrospectively selected. In mCycle the LO planning algorithm was combined with the a-priori multi-criterial optimization (MCO). Two versions of WL have been defined to reproduce manual plans (WL01), and to improve the OAR sparing without affecting minimum target coverage and plan delivery accuracy (WL02). Robust WLs have been tuned using a subset of 4 randomly selected patients. The remaining plans have been automatically re-planned by using the designed WLs. Manual plans (MP) and mCycle plans (mCP01 and mCP02) were compared in terms of dose distributions, complexity, delivery accuracy, and clinical acceptability. Two senior physicians independently performed a blind clinical evaluation, ranking the three competing plans. Furthermore, a previous defined global quality index has been used to gather into a single score the plan quality evaluation.ResultsThe WL tweaking requests 5 and 3 working days for the WL01 and the WL02, respectively. The re-planning took in both cases 3 working days. mCP01 best performed in terms of target coverage (PTV V95% (%): MP 98.0 [95.6-99.3], mCP01 99.2 [89.7-99.9], mCP02 96.9 [89.4-99.5]), while mCP02 showed a large OAR sparing improvement, especially in the rectum parameters (e.g., Rectum D50% (Gy): MP 41.7 [30.2-47.0], mCP01 40.3 [31.4-45.8], mCP02 32.6 [26.9-42.6]). An increase in plan complexity has been registered in mCPs without affecting plan delivery accuracy. In the blind comparisons, all automated plans were considered clinically acceptable, and mCPs were preferred over MP in 90% of cases. Globally, automated plans registered a plan quality score at least comparable to MP.ConclusionsThis study showed the flexibility of the Lexicographic approach in creating more demanding Wish Lists able to potentially minimize toxicities in RT plans.
引用
收藏
页数:17
相关论文
共 40 条
[1]   Pre-clinical validation of a novel system for fully-automated treatment planning [J].
Bijman, Rik ;
Sharfo, Abdul Wahab ;
Rossi, Linda ;
Breedveld, Sebastiaan ;
Heijmen, Ben .
RADIOTHERAPY AND ONCOLOGY, 2021, 158 :253-261
[2]   Evaluation of fully automated a priori MCO treatment planning in VMAT for head-and-neck cancer [J].
Biston, Marie-Claude ;
Costea, Madalina ;
Gassa, Frederic ;
Serre, Anne-Agathe ;
Voet, Peter ;
Larson, Randy ;
Gregoire, Vincent .
PHYSICA MEDICA-EUROPEAN JOURNAL OF MEDICAL PHYSICS, 2021, 87 :31-38
[3]   iCycle: Integrated, multicriterial beam angle, and profile optimization for generation of coplanar and noncoplanar IMRT plans [J].
Breedveld, Sebastiaan ;
Storchi, Pascal R. M. ;
Voet, Peter W. J. ;
Heijmen, Ben J. M. .
MEDICAL PHYSICS, 2012, 39 (02) :951-963
[4]   Knowledge-based automatic optimization of adaptive early-regression-guided VMAT for rectal cancer [J].
Castriconi, Roberta ;
Fiorino, Claudio ;
Passoni, Paolo ;
Broggi, Sara ;
Di Muzio, Nadia G. ;
Cattaneo, Giovanni M. ;
Calandrino, Riccardo .
PHYSICA MEDICA-EUROPEAN JOURNAL OF MEDICAL PHYSICS, 2020, 70 :58-64
[5]   Template-based automation of treatment planning in advanced radiotherapy: a comprehensive dosimetric and clinical evaluation [J].
Cilla, Savino ;
Ianiro, Anna ;
Romano, Carmela ;
Deodato, Francesco ;
Macchia, Gabriella ;
Buwenge, Milly ;
Dinapoli, Nicola ;
Boldrini, Luca ;
Morganti, Alessio G. ;
Valentini, Vincenzo .
SCIENTIFIC REPORTS, 2020, 10 (01)
[6]   How many plans are needed in an IMRT multi-objective plan database? [J].
Craft, David ;
Bortfeld, Thomas .
PHYSICS IN MEDICINE AND BIOLOGY, 2008, 53 (11) :2785-2796
[7]   Automatic genetic planning for volumetric modulated arc therapy: A large multi-centre validation for prostate cancer [J].
Fiandra, Christian ;
Rossi, Linda ;
Alparone, Alessandro ;
Zara, Stefania ;
Vecchi, Claudio ;
Sardo, Anna ;
Bartoncini, Sara ;
Loi, Gianfranco ;
Pisani, Carla ;
Gino, Eva ;
Redda, Maria Grazia Ruo ;
Deotto, Gian Marco ;
Tini, Paolo ;
Comi, Stefania ;
Zerini, Dario ;
Ametrano, Gianluca ;
Borzillo, Valentina ;
Strigari, Lidia ;
Strolin, Silvia ;
Savini, Alessandro ;
Romeo, Antonino ;
Reccanello, Sonia ;
Abu Rumeileh, Imad ;
Ciscognetti, Nunzia ;
Guerrisi, Flavia ;
Balestra, Gabriella ;
Ricardi, Umberto ;
Heijmen, Ben .
RADIOTHERAPY AND ONCOLOGY, 2020, 148 :126-132
[8]   On the pre-clinical validation of a commercial model-based optimisation engine: Application to volumetric modulated arc therapy for patients with lung or prostate cancer [J].
Fogliata, Antonella ;
Belosi, Francesca ;
Clivio, Alessandro ;
Navarria, Piera ;
Nicolini, Giorgia ;
Scorsetti, Marta ;
Vanetti, Eugenio ;
Cozzi, Luca .
RADIOTHERAPY AND ONCOLOGY, 2014, 113 (03) :385-391
[9]  
Franco F., 2017, G Tec Nefrol Dial, V29, P56
[10]   Plan quality in radiotherapy treatment planning - Review of the factors and challenges [J].
Hansen, Christian Ronn ;
Hussein, Mohammad ;
Bernchou, Uffe ;
Zukauskaite, Ruta ;
Thwaites, David .
JOURNAL OF MEDICAL IMAGING AND RADIATION ONCOLOGY, 2022, 66 (02) :267-278