科研速览 · Science Skim继续刷下去 · Keep skimming →
◆ Reports of practical oncology and radiotherapy : journal of Greatpoland Cancer Center in Poznan and Polish Society of Radiation Oncology2026-01-01

The smoothing factor in breast intensity-modulated radiotherapy: dosimetric impact and a predictive model of plan acceptability.

Tamás Ungvári, Döme Szabó, Ádám Gáldi, Amir Hossein Bassirani, Zsófia Dankovics, Balázs Kiss, Judit Olajos, Tibor Major, Károly Tőkési

一句话结论 · In one sentence

The smoothing factor strongly influences the performance of intensity-modulated radiotherapy plans. Our predictive model provides a robust tool for plan evaluation, supporting clinical decision-making and optimisation of smoothing factor in breast radiotherapy.

原始摘要(英文原文)· Original abstract
BACKGROUND: The smoothing factor is a key planning parameter in intensity-modulated radiotherapy that affects both plan quality and deliverability. This study investigates the dosimetric impact of SF in breast radiotherapy and introduces a logistic regression-based model to predict plan acceptability. MATERIALS AND METHODS: IMRT plans were generated for 21 breast cancer patients using SF values from 10 to 300 (126 plans total). Dosimetric parameters included monitor units, ipsilateral lung dose (V17 Gy), planning target volume coverage, and complexity (modulation complexity score). A logistic regression model was trained using six key features to classify plan quality. RESULTS: Plans with SF values between 100 and 150 provided the best compromise between monitor units, PTV coverage, and modulation complexity. The predictive model performed well (AUC = 0.88), with conformity index, maximum dose, and modulation complexity score emerging as the most influential predictors. It enables automated classification and supports smoothing factor selection. CONCLUSIONS: The smoothing factor strongly influences the performance of intensity-modulated radiotherapy plans. Our predictive model provides a robust tool for plan evaluation, supporting clinical decision-making and optimisation of smoothing factor in breast radiotherapy.
读原文 · Read the paper ↗

AI 追问PRO

登录后使用 AI 追问

讨论区

登录后参与讨论

相关论文 · Related

The smoothing factor in breast intensity-modulated radiotherapy: dosimetric impact and a predictive model of plan acceptability. — 科研速览 Science Skim