Clinical validation and benchmarking of knowledge-based IMRT and VMAT treatment planning in pelvic anatomy

M Hussein, CP South, MA Barry, EJ Adams… - Radiotherapy and …, 2016 - Elsevier
Purpose The aim of this work was to determine whether a commercial knowledge-based
treatment planning (KBP) module can efficiently produce IMRT and VMAT plans in the pelvic …

Applying a RapidPlan model trained on a technique and orientation to another: a feasibility and dosimetric evaluation

H Wu, F Jiang, H Yue, H Zhang, K Wang, Y Zhang - Radiation Oncology, 2016 - Springer
Background The development of a dose-volume-histogram (DVH) estimation model for
knowledge-based planning is very time-consuming and it could be inefficient if it was only …

Reducing inter-and intra-planner variability in radiotherapy plan output with a commercial knowledge-based planning solution

A Scaggion, M Fusella, A Roggio, S Bacco, N Pivato… - Physica Medica, 2018 - Elsevier
Purpose This study measured to which extent RapidPlan can drive a reduction of the human-
caused variability in prostate cancer treatment planning. Methods Seventy clinical prostate …

Knowledge‐based IMRT treatment planning for prostate cancer

V Chanyavanich, SK Das, WR Lee, JY Lo - Medical physics, 2011 - Wiley Online Library
Purpose: To demonstrate the feasibility of using a knowledge base of prior treatment plans
to generate new prostate intensity modulated radiation therapy (IMRT) plans. Each new …

Template-based automation of treatment planning in advanced radiotherapy: a comprehensive dosimetric and clinical evaluation

S Cilla, A Ianiro, C Romano, F Deodato, G Macchia… - Scientific reports, 2020 - nature.com
Despite the recent advanced developments in radiation therapy planning, treatment
planning for head-neck and pelvic cancers remains challenging due to large concave target …

Automated volumetric modulated arc therapy planning for whole pelvic prostate radiotherapy

M Buschmann, AWM Sharfo… - Strahlentherapie …, 2017 - pmc.ncbi.nlm.nih.gov
Background For several tumor entities, automated treatment planning has improved plan
quality and planning efficiency, and may enable adaptive treatment approaches. Whole …

[HTML][HTML] Evaluation of an automated template-based treatment planning system for radiotherapy of anal, rectal and prostate cancer

L Calmels, P Sibolt, LM Åström, E Serup-Hansen… - Technical Innovations & …, 2022 - Elsevier
Abstract Background and purpose The Ethos system has enabled online adaptive
radiotherapy (oART) by implementing an automated treatment planning system (aTPS) for …

Knowledge-based treatment planning: An inter-technique and inter-system feasibility study for prostate cancer

E Cagni, A Botti, R Micera, M Galeandro, R Sghedoni… - Physica Medica, 2017 - Elsevier
Abstract Purpose Helical Tomotherapy (HT) plans were used to create two RapidPlan
knowledge-based (KB) models to generate plans with different techniques and to guide the …

Knowledge‐based planning for intensity‐modulated radiation therapy: a review of data‐driven approaches

Y Ge, QJ Wu - Medical physics, 2019 - Wiley Online Library
Purpose Intensity‐Modulated Radiation Therapy (IMRT), including its variations (including
IMRT, Volumetric Arc Therapy (VMAT), and Tomotherapy), is a widely used and critically …

Development of an autonomous treatment planning strategy for radiation therapy with effective use of population‐based prior data

H Wang, P Dong, H Liu, L Xing - Medical physics, 2017 - Wiley Online Library
Purpose Current treatment planning remains a costly and labor intensive procedure and
requires multiple trial‐and‐error adjustments of system parameters such as the weighting …