Evaluation of Ethos intelligent optimization engine for left locally advanced breast cancer

被引:0
作者
Prunaretty, Jessica [1 ]
Lopez, Laura [1 ]
Cabaille, Morgane [1 ]
Bourgier, Celine [1 ]
Morel, Aurelie [1 ]
Azria, David [1 ]
Fenoglietto, Pascal [1 ]
机构
[1] Montpellier Reg Canc Inst, Radiotherapy Dept, Montpellier, France
来源
FRONTIERS IN ONCOLOGY | 2024年 / 14卷
关键词
ethos; IOE; automation; AI; breast cancer; ELECTIVE RADIATION-THERAPY; ESTRO CONSENSUS GUIDELINE; TARGET VOLUME DELINEATION; MODULATED ARC THERAPY; RADIOTHERAPY; IMPACT; IMPLEMENTATION; QUALITY;
D O I
10.3389/fonc.2024.1399978
中图分类号
R73 [肿瘤学];
学科分类号
100214 ;
摘要
Purpose To evaluate the feasibility to use a standard Ethos planning template to treat left-sided breast cancer with regional lymph nodes. Material/Methods The tuning cohort of 5 patients was used to create a planning template. The validation cohort included 15 patients treated for a locally advanced left breast cancer randomly enrolled. The Ethos planning template was tuned using standard 3 partial arc VMAT and two collimator rotation configurations: 45/285/345 degrees and 30/60/330 degrees. Re-planning was performed automatically using the template without editing. The study was conducted with a schedule of 42.3 Gy in 18 fractions to the breast/chestwall, internal mammary chain (IMC) and regional lymph nodes ("Nodes"). The PTV was defined as a 3D extension of the CTV with a margin of 7 mm, excluding the 5mm below the skin. The manual treatment plans were performed using Eclipse treatment planning system with AAA and PO algorithms (v15.6) and a manual arc VMAT configuration and imported in Ethos TPS (v1.1) for a dose calculation with Ethos Acuros algorithm. The automated plans were compared with the manual plans using PTV and CTV coverage, homogeneity and conformity indices (HI and CN) and doses to organs at risk (OAR) via DVH metrics. For each plan, the patient quality assurance (QA) were performed using Mobius3D and gamma index. Finally, two breast radiation oncologists performed a blinded assessment of the clinical acceptability of each of the three plans (manual and automated) for each patient. Results The manual and automated plans provided suitable treatment planning as regards dose constraints. The dosimetric comparison showed the CTV_breast D99% were significantly improved with both automated plans (p< 0,002) while PTV coverage was comparable. The doses to the organs at risk were equivalent for the three plans. Concerning treatment delivery, the Ethos-45 degrees and Ethos-30 degrees plans led to an increase in MUs compared to the manual plans, without affecting the beam on time. The average gamma index pass rates remained consistently above 98% regardless of the type of plan utilized. In the blinded evaluation, clinicians 1 and 2 assessed 13 out of 15 plans for Ethos 45 degrees and 11 out of 15 plans for Ethos 30 degrees as clinically acceptable. Conclusion Using a standard planning template for locally advanced breast cancer, the Ethos TPS provided automated plans that were clinically acceptable and comparable in quality to manually generated plans. Automated plans also dramatically reduce workflow and operator variability.
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页数:9
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