Publications by authors named "Jiajian Shen"

Article Synopsis
  • The study introduces a new treatment planning method called dose-LET-volume constraint-based robust optimization (DLVCRO) for spot-scanning proton therapy (SSPT) in prostate cancer, aiming to balance tumor control with minimizing harm to organs-at-risk (OARs).
  • DLVCRO implements soft constraints to manage the relationship between dose and linear-energy-transfer (LET), specifically directed at reducing high doses and LET overlap in OARs while enhancing their protection.
  • Results showed that DLVCRO significantly outperformed traditional robust optimization (RO) methods by improving the distribution of dose and LET, leading to better OAR protection without compromising treatment effectiveness for tumors.
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Article Synopsis
  • Online adaptive proton therapy (oAPT) is crucial for managing anatomical changes in patients undergoing proton therapy for prostate cancer, and integrating AI-based autosegmentation can enhance its efficiency and accuracy.
  • A new oAPT workflow was developed, integrating tools for spot arrangement and an LET-based evaluation to assess potential risks associated with high-dose treatments, which was validated on 11 prostate cancer patients.
  • The results showed significant improvements in treatment planning quality, with high accuracy in dose delivery maintained, and the entire workflow took about 9 minutes on average to complete.
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Objective: The aim of this study was to evaluate the feasibility and plan quality of spot-scanning proton arc therapy (SPArc) using a synchrotron-accelerator-based proton therapy system compared to intensity-modulated proton therapy (IMPT).

Approach: Five representative disease sites, including head and neck, lung, liver, brain chordoma, and prostate cancers, were retrospectively selected. Both IMPT and SPArc plans are generated with the HITACHI ProBEAT PBS system's minimum MU constraints and physics beam model.

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Article Synopsis
  • This study examines the timing of proton beam delivery in radiation therapy using a non-invasive method with a pixelated semiconductor detector.
  • The detector, AdvaPIX-Timepix3, recorded the arrival times and energies of secondary particles to analyze various time structures of the beam, achieving high precision in measurements.
  • Results showed that the time switch parameters were measured with less than 1.5% uncertainty, providing valuable insights into proton spill rates and pulse repetition times for different types of accelerators.
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In proton pencil beam scanning (PBS) continuous delivery, the beam is continuously delivered without interruptions between spots. For synchrotron-based systems, the extracted beam current exhibits a spill structure, and recent publications on beam current measurements have demonstrated significant fluctuations around the nominal values. These fluctuations potentially lead to dose deviations from those calculated assuming a stable beam current.

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Article Synopsis
  • A survey conducted in February 2023 examined the use of proton stereotactic body radiation therapy (SBRT) for prostate cancer across 30 U.S. proton therapy centers, with an 83% response rate from 25 centers.
  • Out of these, only 8 centers (32%) offered prostate SBRT, with the rest citing reasons like lack of clinical need, volumetric imaging, and clinical evidence as deterrents.
  • Common practices among the centers providing SBRT included utilizing Hydrogel spacers, MRI for target delineation, and consistent treatment planning; however, there was no consensus on patient selection criteria.
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Background: Rescanning is a common technique used in proton pencil beam scanning to mitigate the interplay effect. Advances in machine operating parameters across different generations of particle therapy systems have led to improvements in beam delivery time (BDT). However, the potential impact of these improvements on the effectiveness of rescanning remains an underexplored area in the existing research.

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A survey was designed to inquire about the practice of proton SBRT treatment for prostate cancer. The survey was distributed to all 30 proton therapy centers in the United States that participate in the National Clinical Trial Network in Feb. 2023.

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Stereotactic body radiation therapy (SBRT) and hypofractionation using pencil-beam scanning (PBS) proton therapy (PBSPT) is an attractive option for thoracic malignancies. Combining the advantages of target coverage conformity and critical organ sparing from both PBSPT and SBRT, this new delivery technique has great potential to improve the therapeutic ratio, particularly for tumors near critical organs. Safe and effective implementation of PBSPT SBRT/hypofractionation to treat thoracic malignancies is more challenging than the conventionally fractionated PBSPT because of concerns of amplified uncertainties at the larger dose per fraction.

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Article Synopsis
  • * Implementing this advanced treatment technique poses challenges due to the higher doses delivered in fewer sessions, leading to increased uncertainties during therapy compared to traditional fractionation.
  • * A survey by NRG Oncology and PTCOG identified practice patterns and recommended improvements for PBSPT SBRT, emphasizing the necessity for better imaging guidance and improved techniques to manage respiratory motion during treatment.
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  • The study investigates how proton linear energy transfer (LET) affects rib fractures in breast cancer patients treated with pencil-beam scanning proton therapy (PBS).
  • Researchers analyzed data from a registry of patients and matched rib fracture cases with control patients to assess differences in dose-LET using a tool called dose-LET volume histogram (DLVH).
  • The results suggest that higher volumes of chest wall receiving moderate dose and high LET contribute to a higher risk of rib fractures, with the relationship quantified through a statistical model.
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. To enhance an in-house graphic-processing-unit accelerated virtual particle (VP)-based Monte Carlo (MC) proton dose engine (VPMC) to model aperture blocks in both dose calculation and optimization for pencil beam scanning proton therapy (PBSPT)-based stereotactic radiosurgery (SRS)..

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Background: Accurate and efficient dose calculation is essential for on-line adaptive planning in proton therapy. Deep learning (DL) has shown promising dose prediction results in photon therapy. However, there is a scarcity of DL-based dose prediction methods specifically designed for proton therapy.

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. To investigate the impact of scan path optimization on the dose accuracy and beam delivery time (BDT) of proton pencil beam scanning in the dose-driven continuous scanning (DDCS)..

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Article Synopsis
  • * A team of thirteen physicists from the U.S. and Canada collaborated on this update, incorporating feedback from both physician and resident representatives to enhance the curriculum's relevance and effectiveness.
  • * The revised curriculum maintains 56 hours of classroom education and updates various components to reflect contemporary clinical practices and recent advancements in technology, supporting residents' preparation for successful careers in radiation oncology.
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Purpose: We present the first study to investigate Large Language Models (LLMs) in answering radiation oncology physics questions. Because popular exams like AP Physics, LSAT, and GRE have large test-taker populations and ample test preparation resources in circulation, they may not allow for accurately assessing the true potential of LLMs. This paper proposes evaluating LLMs on a highly-specialized topic, radiation oncology physics, which may be more pertinent to scientific and medical communities in addition to being a valuable benchmark of LLMs.

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Article Synopsis
  • The study aims to improve a GPU-accelerated Monte Carlo proton dose engine to effectively model aperture blocks in proton therapy.
  • A new module for simulating virtual particles through patient-specific aperture blocks was developed and validated against an established Monte Carlo code, achieving high accuracy in dose calculations.
  • The results showed a significant reduction in calculation time, allowing for efficient optimization of treatment plans while meeting all dose constraints for patients.
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Purpose: To develop a DL-based PBSPT dose prediction workflow with high accuracy and balanced complexity to support on-line adaptive proton therapy clinical decision and subsequent replanning.

Methods: PBSPT plans of 103 prostate cancer patients and 83 lung cancer patients previously treated at our institution were included in the study, each with CTs, structure sets, and plan doses calculated by the in-house developed Monte-Carlo dose engine. For the ablation study, we designed three experiments corresponding to the following three methods: 1) Experiment 1, the conventional region of interest (ROI) method.

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Background: Discrete spot scanning (DSS) is the commonly used method for proton pencil beam scanning (PBS). There is lack of data on the dose-driven continuous scanning (DDCS).

Purpose: To investigate delivery benefits and dosimetric implications of DDCS versus DSS for PBS systems.

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Background: Mechanical accuracy should be verified before implementing a proton stereotactic radiosurgery (SRS) program. Linear accelerator (Linac)-based SRS systems often use electronic portal imaging devices (EPIDs) to verify beam isocentricity. Because proton therapy systems do not have EPID, beam isocentricity tests of proton SRS may still rely on films, which are not efficient.

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Purpose: To investigate the beam delivery time (BDT) reduction due to the improvement of machine parameters for Hitachi synchrotron-based proton PBS system.

Methods: BDTs for representative treatment plans were calculated to quantitatively estimate the BDT improvement from our 2015 system at Mayo Clinic in Arizona to our system to be implemented in 2025 at Mayo Clinic in Florida, and to a hypothetical future system. To specifically assess how each incremental improvement in the operating parameters reduced the total BDT, for each plan, we simulated the BDT 10,368 times with various settings of the nine different operating parameters.

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The purpose of this work is to investigate collimating individual proton beamlets from a dosimetric perspective and to introduce a new device concept, the spot scanning aperture (SSA). The SSA consists of a thin aperture with a small cylindrical opening attached to a robotics system, which allows the aperture to follow and align with individual beamlets during spot delivery. Additionally, a range shifter is incorporated (source-side) for treating shallow depths.

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Background: Parallel-opposed lateral beams are the conventional beam arrangements in proton therapy for prostate cancer. However, when considering linear energy transfer (LET) and RBE effects, alternative beam arrangements should be investigated.

Purpose: To investigate the dose and dose averaged LET (LET ) impact of using new beam arrangements rotating beams 5°-15° posteriorly to the laterals in prostate cancer treated with pencil-beam-scanning (PBS) proton therapy.

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To investigate synchrotron-based proton pencil beam scanning (PBS) beam delivery time (BDT) using novel continuous scanning mode.A BDT calculation model was developed for the Hitachi particle therapy system. The model was validated against the measured BDT of 36 representative clinical proton PBS plans with discrete spot scanning (DSS) in the current Hitachi proton therapy system.

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Background: A new compact superconducting synchrocyclotron single-room proton solution delivers pulsed proton beams to each spot through several irradiation bursts calculated by an iterative layer delivery algorithm. Such a mechanism results in a new beam parameter, burst switching time (BST) in the total beam delivery time (BDT) which has never been studied before. In this study, we propose an experimental approach to build an accurate BDT and sequence prediction model for this new proton solution.

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