Literature DB >> 30114461

Knowledge-Based Planning for Identifying High-Risk Stereotactic Ablative Radiation Therapy Treatment Plans for Lung Tumors Larger Than 5 cm.

Saar Van't Hof1, Alexander R Delaney1, Hilâl Tekatli1, Jos Twisk2, Ben J Slotman1, Suresh Senan1, Max Dahele1, Wilko F A R Verbakel3.   

Abstract

PURPOSE: Stereotactic ablative body radiation therapy (SABR) for lung tumors ≥5 cm can be associated with more toxicity than that for smaller tumors. We investigated the relationship between dosimetry and toxicity and used a knowledge-based planning solution to retrospectively perform individualized treatment plan quality assurance (QA) with the aim of identifying where planning could have been improved. METHODS AND MATERIALS: Previous retrospective analysis of 53 patients with primary or recurrent non-small cell lung cancer ≥5 cm, treated with 5- or 8-fraction volumetric modulated arc therapy SABR between 2008 and 2014, showed 30% with grade ≥3 toxicity. During this period, several improvements were made to departmental planning protocols. RapidPlan was used to compare dosimetry of patients with or without grade ≥3 toxicity. A model comprising plans from patients without toxicity and compliant with the current planning protocol was used to provide QA for the plans from patients who had toxicity.
RESULTS: Sixteen of 53 patients had grade ≥3 toxicity, including 10 with radiation pneumonitis (RP), 3 with lung hemorrhage (1 of these also had RP), and 1 with airway stenosis/atelectasis. RP was again shown to be significantly correlated with contralateral and total-lung V5 and mean lung dose. The 4 highest contralateral-lung doses belonged to patients with RP. Five of 10 clinical plans in patients with RP had a contralateral-lung mean dose up to 2.5 times higher than that of the knowledge-based plan. For 2 of 3 patients with lung hemorrhage and 1 with airway stenosis/atelectasis, the clinical plans had the highest proximal bronchial tree doses, which was also higher than in plans from the model. In 8 patients with grade ≥3 toxicity, clinical plans had dosimetry similar to that in the predictions from the model.
CONCLUSIONS: A "no-toxicity" RapidPlan model identified the potential for dosimetric improvement in nearly 50% of historical treatment plans from patients with grade ≥3 toxicity after SABR for lung tumors ≥5 cm. Model-based QA may be useful for benchmarking treatment planning protocols in routine practice and in clinical studies.
Copyright © 2018 Elsevier Inc. All rights reserved.

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Year:  2018        PMID: 30114461     DOI: 10.1016/j.ijrobp.2018.08.013

Source DB:  PubMed          Journal:  Int J Radiat Oncol Biol Phys        ISSN: 0360-3016            Impact factor:   7.038


  6 in total

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Authors:  Justin Visak; Ronald C McGarry; Marcus E Randall; Damodar Pokhrel
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2.  An Automated knowledge-based planning routine for stereotactic body radiotherapy of peripheral lung tumors via DCA-based volumetric modulated arc therapy.

Authors:  Justin Visak; Gary Y Ge; Ronald C McGarry; Marcus Randall; Damodar Pokhrel
Journal:  J Appl Clin Med Phys       Date:  2020-12-03       Impact factor: 2.102

3.  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

4.  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

5.  Fatal Radiation Pneumonitis: Literature Review and Case Series.

Authors:  Stephen Keffer; Christopher L Guy; Elisabeth Weiss
Journal:  Adv Radiat Oncol       Date:  2019-08-31

6.  Regression models for predicting physical and EQD2 plan parameters of two methods of hybrid planning for stage III NSCLC.

Authors:  Hao Wang; Yongkang Zhou; Wutian Gan; Hua Chen; Ying Huang; Yanhua Duan; Aihui Feng; Yan Shao; Hengle Gu; Qing Kong; Zhiyong Xu
Journal:  Radiat Oncol       Date:  2021-06-27       Impact factor: 3.481

  6 in total

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