Evidence map›Paper›PMID 42740464›Full record

ArticleJournal of applied clinical medical physics2026

Log file-based treatment efficiency analysis of TrueBeam and Halcyon delivery systems.

Ruiming C Edmondson, Douglas J Moseley, Satomi Shiraishi, James A Kavanaugh

Abstract read
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Article in Journal of applied clinical medical physics, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Ruiming C EdmondsonDepartment of Radiation Oncology, Mayo Clinic, Rochester, Minnesota, USA.
Douglas J MoseleyDepartment of Radiation Oncology, Mayo Clinic, Rochester, Minnesota, USA.
Satomi ShiraishiDepartment of Radiation Oncology, Mayo Clinic, Rochester, Minnesota, USA.
James A KavanaughDepartment of Radiation Oncology, Mayo Clinic, Rochester, Minnesota, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundTrueBeam (TB) and Halcyon (HC) are state-of-the-art linear accelerators (linacs) widely utilized for external beam radiotherapy. As clinical demand increases, expanding treatment capacity through new machine installations or extended operating hours remains costly and resource intensive. Retrospective analyses of treatment delivery performance can help guide machine assignment strategies that optimize machine utilization, reduce patient time alone on the treatment couch, and improve overall departmental throughput. PURPOSE: To introduce a trajectory log-based methodology for assessing treatment delivery efficiency on Halcyon and TrueBeam systems by quantifying gantry speed, MLC speed, and dose-rate utilization, and to integrate these machine-level parameters with beam-on time and modulation factor (MF) to guide treatment machine assignment and patient triaging.

methodsVolumetric modulated arc therapy (VMAT) trajectory logs acquired between February 2025 and February 2026 were collected from fourteen clinical linacs across a main institution and its affiliated regional clinics. The percentages of beam-on time during which the machine operated at ≥95% of its maximum dose rate (max_DR), gantry speed (max_GS), or MLC speed (max_MLC) were quantified. Plans were categorized by procedure type and disease site, and delivery efficiencies were compared using Mann-Whitney U test.

resultsA total of 4347 VMAT plans were included in the study. For stereotactic body radiation therapy (SBRT) plans, Halcyon had a significantly higher max_DR (0.96 ± 0.14 vs. 0.51 ± 0.39 for TrueBeam), suggesting its max dose rate might be a bottleneck for treatment efficiency. For non-SBRT plans, Halcyon demonstrated greater max_GS (0.68 ± 0.32 vs. 0.43 ± 0.22 for TrueBeam) and max_MLC (0.66 ± 0.32 vs. 0.38 ± 0.23 for TrueBeam), which is reflected in its higher MF and faster beam-on time compared to TrueBeam, saving over 50 seconds of on-table time per plan for each patient.

conclusionsHalcyon demonstrates superior delivery efficiency for non-SBRT plans compared to TrueBeam through higher usage of its maximum MLC speed and gantry speed throughout treatment, especially for pelvis plans. In contrast, TrueBeam has significantly shorter beam-on time for higher-dose treatments (e.g. prostate SBRT), likely due to its higher nominal maximum dose rates at flattening filter-free energies. By linking delivery performance to underlying machine-specific limitations, this work provides a transferable framework for machine efficiency assessment that can be readily implemented at other centers using trajectory log data to guide machine assignment decisions and evaluate the potential impact of future Linac technology advancements.

Indexed as

NeoplasmsParticle AcceleratorsRadiotherapy, Intensity-ModulatedRadiotherapy Planning, Computer-AssistedHumansRadiotherapy DosageRetrospective StudiesTrajectory logsTreatment efficiency

Identifiers

PMID42740464
PMCPMC13575492

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.