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Open access Oct 2026

Quantitative analysis of motion-induced dose uncertainty and robust optimization in liver lattice radiotherapy: a comparative study

Background The precise delivery of high doses to lattice vertices in liver lattice radiotherapy (LRT) can be compromised by respiratory motion.This study aimed to quantitatively characterize the dosimetric impact of respiratory motion on liver LRT and to assess the potential of four-dimensional (4D) robust optimization...

Gu-Yu Dai, Shuo-Kai Jia, Jun-Chen Shi et al. · 0 citations
Sep 2026

An adjacent-frame Siamese U-Net for markerless angle-agnostic lung tumor tracking from projections in radiotherapy.

BACKGROUND Respiratory motion and inter-fraction anatomical variations reduce the accuracy of dose delivery in lung cancer radiotherapy. Projection-based tumor tracking methods are limited by anatomical overlap and weak tumor contrast. This study developed a deep learning-based real-time, angle-agnostic tumor tracking...

Qiu-Yi Ye, Xiang-Yu Zhang, Xiang-Jie Tan et al. · 0 citations
Aug 2026

Physics in Medicine & Biology

UNetrDose demonstrated high fundamental accuracy at the individual beamlet level, where pass rates for the stringent γ criterion exceeded 96% for both esophageal and rectal cases, and translated to excellent clinical performance on full IMRT plans.

Qiang Wang, Ying Song, Sen Bai et al. · 0 citations

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