Literature DB >> 31706149

Inter-planner variation in treatment-plan quality of plans created with a knowledge-based treatment planning system.

Kazuki Kubo1, Hajime Monzen2, Kentaro Ishii1, Mikoto Tamura3, Yuta Nakasaka1, Masayuki Kusawake1, Shun Kishimoto1, Ryuta Nakahara1, Shogo Matsuda1, Toshifumi Nakajima1, Ryu Kawamorita1.   

Abstract

PURPOSE: This study aimed to clarify the inter-planner variation of plan quality in knowledge-based plans created by nine planners.
METHODS: Five hypofractionated prostate-only (HPO) volumetric modulated arc therapy (VMAT) plans and five whole-pelvis (WP) VMAT plans were created by each planner using a knowledge-based planning (KBP) system. Nine planners were divided into three groups of three planners each: Senior, Junior, and Beginner. Single optimization with only priority modification for all objectives was performed to stay within the dose constraints. The coefficients of variation (CVs) for dosimetric parameters were evaluated, and a plan quality metric (PQM) was used to evaluate comprehensive plan quality.
RESULTS: Lower CVs (<0.05) were observed at dosimetric parameters in the planning target volume for both HPO and WP plans, while the CVs in the rectum and bladder for WP plans (<0.91) were greater than those for HPO plans (<0.17). The PQM values of HPO plans for Cases1-5 (average ± standard deviation) were 41.2 ± 7.1, 40.9 ± 5.6, and 39.9 ± 4.6 in the Senior, Junior, and Beginner groups, respectively. For the WP plans, the PQM values were 51.9 ± 6.3, 47.5 ± 4.3, and 40.0 ± 6.6, respectively. The number of clinically acceptable HPO and WP plans were 13/15 and 11/15 in the Senior group, 13/15 and 10/15 plans in the Junior group, and 8/15 and 2/15 plans in the Beginner group, respectively.
CONCLUSION: Inter-planner variation in the plan quality with RapidPlan remains, especially for the complicated VMAT plans, due to planners' heuristics.
Copyright © 2019 Associazione Italiana di Fisica Medica. Published by Elsevier Ltd. All rights reserved.

Keywords:  Inter-planner variation; Knowledge-based treatment planning system; Prostate; VMAT

Mesh:

Year:  2019        PMID: 31706149     DOI: 10.1016/j.ejmp.2019.10.032

Source DB:  PubMed          Journal:  Phys Med        ISSN: 1120-1797            Impact factor:   2.685


  10 in total

1.  Dose-volume Histogram Analysis of Knowledge-based Volumetric-modulated Arc Therapy Planning in Postoperative Breast Cancer Irradiation.

Authors:  Eri Inoue; Hiroshi Doi; Hajime Monzen; Mikoto Tamura; Masahiro Inada; Kazuki Ishikawa; Kiyoshi Nakamatsu; Yasumasa Nishimura
Journal:  In Vivo       Date:  2020 May-Jun       Impact factor: 2.155

2.  Effects of Mechanical Performance on Deliverability and Dose Distribution by Comparing Multi Institutions' Knowledge-based Models for Prostate Cancer in Volumetric Modulated Arc Therapy.

Authors:  Haruhi Tsuru; Yoshihiro Ueda; Mikoto Tamura; Hajime Monzen; Shingo Ohira; Akira Masaoka; Shouki Inui; Koji Konishi; Junichi Fukunaga; Hirokazu Mizuno; Masayoshi Miyazaki; Masahiko Koizumi
Journal:  In Vivo       Date:  2022 Mar-Apr       Impact factor: 2.155

3.  Influence of Cleaned-up Commercial Knowledge-Based Treatment Planning on Volumetric-Modulated Arc Therapy of Prostate Cancer.

Authors:  Mikoto Tamura; Hajime Monzen; Kenji Matsumoto; Kazuki Kubo; Yoshihiro Ueda; Tatsuya Kamima; Masahiro Inada; Hiroshi Doi; Kiyoshi Nakamatsu; Yasumasa Nishimura
Journal:  J Med Phys       Date:  2020-07-20

4.  Dose-volume histogram analysis and clinical evaluation of knowledge-based plans with manual objective constraints for pharyngeal cancer.

Authors:  Takuya Uehara; Hajime Monzen; Mikoto Tamura; Kazuki Ishikawa; Hiroshi Doi; Yasumasa Nishimura
Journal:  J Radiat Res       Date:  2020-05-22       Impact factor: 2.724

5.  Evaluation of a generalized knowledge-based planning performance for VMAT irradiation of breast and locoregional lymph nodes-Internal mammary and/or supraclavicular regions.

Authors:  Maria Rago; Lorenzo Placidi; Mattia Polsoni; Giulia Rambaldi; Davide Cusumano; Francesca Greco; Luca Indovina; Sebastiano Menna; Elisa Placidi; Gerardina Stimato; Stefania Teodoli; Gian Carlo Mattiucci; Silvia Chiesa; Fabio Marazzi; Valeria Masiello; Vincenzo Valentini; Marco De Spirito; Luigi Azario
Journal:  PLoS One       Date:  2021-01-15       Impact factor: 3.240

6.  Knowledge-based planning using pseudo-structures for volumetric modulated arc therapy (VMAT) of postoperative uterine cervical cancer: a multi-institutional study.

Authors:  Tatsuya Kamima; Yoshihiro Ueda; Jun-Ichi Fukunaga; Mikoto Tamura; Yumiko Shimizu; Yuta Muraki; Yasuo Yoshioka; Nozomi Kitamura; Yuya Nitta; Masakazu Otsuka; Hajime Monzen
Journal:  Rep Pract Oncol Radiother       Date:  2021-12-30

7.  Machine learning for dose-volume histogram based clinical decision-making support system in radiation therapy plans for brain tumors.

Authors:  Pawel Siciarz; Salem Alfaifi; Eric Van Uytven; Shrinivas Rathod; Rashmi Koul; Boyd McCurdy
Journal:  Clin Transl Radiat Oncol       Date:  2021-09-15

8.  Multi-institution model (big model) versus single-institution model of knowledge-based volumetric modulated arc therapy (VMAT) planning for prostate cancer.

Authors:  Jun-Ichi Fukunaga; Mikoto Tamura; Yoshihiro Ueda; Tatsuya Kamima; Yumiko Shimizu; Yuta Muraki; Kiyoshi Nakamatsu; Hajime Monzen
Journal:  Sci Rep       Date:  2022-09-10       Impact factor: 4.996

9.  Reducing variability among treatment machines using knowledge-based planning for head and neck, pancreatic, and rectal cancer.

Authors:  Hideaki Hirashima; Mitsuhiro Nakamura; Nobutaka Mukumoto; Ryo Ashida; Kota Fujii; Kiyonao Nakamura; Aya Nakajima; Katsuyuki Sakanaka; Michio Yoshimura; Takashi Mizowaki
Journal:  J Appl Clin Med Phys       Date:  2021-06-20       Impact factor: 2.102

10.  Dosimetric Evaluation of Simplified Knowledge-Based Plan with an Extensive Stepping Validation Approach in Volumetric-Modulated Arc Therapy-Stereotactic Body Radiotherapy for Lung Cancer.

Authors:  Yutaro Wada; Hajime Monzen; Mikoto Tamura; Masakazu Otsuka; Masahiro Inada; Kazuki Ishikawa; Hiroshi Doi; Kiyoshi Nakamatsu; Yasumasa Nishimura
Journal:  J Med Phys       Date:  2021-05-05
  10 in total

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