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Adaptive fractionation at the MR-linac

Pérez Haas, Y; Ludwig, Roman; Dal Bello, Riccardo; Tanadini-Lang, Stephanie; Unkelbach, Jan (2023). Adaptive fractionation at the MR-linac. Physics in Medicine and Biology, 68(3):035003.

Abstract

Objective. Fractionated radiotherapy typically delivers the same dose in each fraction. Adaptive fractionation (AF) is an approach to exploit inter-fraction motion by increasing the dose on days when the distance of tumor and dose-limiting organs at risk (OAR) is large and decreasing the dose on unfavorable days. We develop an AF algorithm and evaluate the concept for patients with abdominal tumors previously treated at the MR-linac in 5 fractions.Approach. Given daily adapted treatment plans, inter-fractional changes are quantified by sparing factorsδ$_{t}$defined as the OAR-to-tumor dose ratio. The key problem of AF is to decide on the dose to deliver in fractiont, givenδ$_{t}$and the dose delivered in previous fractions, but not knowing futureδ$_{t}$s. Optimal doses that maximize the expected biologically effective dose in the tumor (BED$_{10}$) while staying below a maximum OAR BED$_{3}$constraint are computed using dynamic programming, assuming a normal distribution overδwith mean and variance estimated from previously observed patient-specificδ$_{t}$s. The algorithm is evaluated for 16 MR-linac patients in whom tumor dose was compromised due to proximity of bowel, stomach, or duodenum.Main Results. In 14 out of the 16 patients, AF increased the tumor BED$_{10}$compared to the reference treatment that delivers the same OAR dose in each fraction. However, in 11 of these 14 patients, the increase in BED$_{10}$was below 1 Gy. Two patients with large sparing factor variation had a benefit of more than 10 Gy BED$_{10}$increase. For one patient, AF led to a 5 Gy BED$_{10}$decrease due to an unfavorable order of sparing factors.Significance. On average, AF provided only a small increase in tumor BED. However, AF may yield substantial benefits for individual patients with large variations in the geometry.

Additional indexing

Item Type:Journal Article, refereed, original work
Communities & Collections:04 Faculty of Medicine > University Hospital Zurich > Clinic for Radiation Oncology
07 Faculty of Science > Physics Institute
Dewey Decimal Classification:530 Physics
610 Medicine & health
Scopus Subject Areas:Health Sciences > Radiological and Ultrasound Technology
Health Sciences > Radiology, Nuclear Medicine and Imaging
Language:English
Date:19 January 2023
Deposited On:20 Jul 2023 11:43
Last Modified:29 Dec 2024 02:37
Publisher:IOP Publishing
ISSN:0031-9155
OA Status:Hybrid
Publisher DOI:https://doi.org/10.1088/1361-6560/acafd4
PubMed ID:36596262
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  • Language: English
  • Licence: Creative Commons: Attribution 4.0 International (CC BY 4.0)

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