Personalized automation of treatment planning in head-neck cancer: A step forward for quality in radiation therapy?

S Cilla, F Deodato, C Romano, A Ianiro, G Macchia… - Physica Medica, 2021 - Elsevier
Purpose To perform a comprehensive dosimetric and clinical evaluation of the new Pinnacle
Personalized automated planning system for complex head-and-neck treatments. Methods …

[HTML][HTML] Automatic treatment planning improves the clinical quality of head and neck cancer treatment plans

CR Hansen, A Bertelsen, I Hazell, R Zukauskaite… - Clinical and translational …, 2016 - Elsevier
Background Treatment plans for head and neck (H&N) cancer are highly complex due to
multiple dose prescription levels and numerous organs at risk (OARs) close to the target …

Evaluation of an automated knowledge based treatment planning system for head and neck

J Krayenbuehl, I Norton, G Studer, M Guckenberger - Radiation Oncology, 2015 - Springer
Background This study evaluated an automated inverse treatment planning algorithm,
Pinnacle Auto-Planning (AP), and compared automatically generated plans with historical …

Initial evaluation of automated treatment planning software

D Gintz, K Latifi, J Caudell, B Nelms… - Journal of Applied …, 2016 - Wiley Online Library
Even with advanced inverse‐planning techniques, radiation treatment plan optimization
remains a very time‐consuming task with great output variability, which prompted the …

Evaluation of fully automated a priori MCO treatment planning in VMAT for head-and-neck cancer

MC Biston, M Costea, F Gassa, AA Serre, P Voet… - Physica Medica, 2021 - Elsevier
Purpose Automated planning techniques aim to reduce manual planning time and inter-
operator variability without compromising the plan quality which is particularly challenging …

Evaluation of auto‐planning in IMRT and VMAT for head and neck cancer

Z Ouyang, Z Liu Shen, E Murray, M Kolar… - Journal of applied …, 2019 - Wiley Online Library
Purpose The purposes of this work are to (a) investigate whether the use of auto‐planning
and multiple iterations improves quality of head and neck (HN) radiotherapy plans;(b) …

Impact of beam configuration on VMAT plan quality for Pinnacle3Auto-Planning for head and neck cases

A Richter, F Exner, K Bratengeier, B Polat, M Flentje… - Radiation …, 2019 - Springer
Background The purpose of this study was to compare automatically generated VMAT plans
to find the superior beam configurations for Pinnacle 3 Auto-Planning and share “best …

Evaluation of optimization workflow using custom-made planning through predicted dose distribution for head and neck tumor treatment

K Miki, M Kusters, T Nakashima, A Saito, D Kawahara… - Physica Medica, 2020 - Elsevier
Purpose Lack of a reference dose distribution is one of the challenges in the treatment
planning used in volumetric modulated arc therapy because numerous manual processes …

[HTML][HTML] Development and clinical implementation of an automated virtual integrative planner for radiation therapy of head and neck cancer

EM Jaworski, ML Mierzwa, KA Vineberg, J Yao… - Advances in Radiation …, 2023 - Elsevier
Purpose Head and neck (HN) radiation (RT) treatment planning is complex and resource
intensive. Deviations and inconsistent plan quality significantly affect clinical outcomes. We …

Automatic planning of head and neck treatment plans

I Hazell, K Bzdusek, P Kumar… - Journal of applied …, 2016 - Wiley Online Library
Treatment planning is time‐consuming and the outcome depends on the person performing
the optimization. A system that automates treatment planning could potentially reduce the …