Publications by authors named "Andras Zolnay"

Article Synopsis
  • The study aimed to create a predictive model for late rectal bleeding in prostate cancer patients undergoing different types of radiotherapy.
  • Candidate predictors were identified from prior research and five logistic regression models were tested based on various dose parameters.
  • Results indicated that certain dosimetric predictors and history of abdominal surgery were significant for predicting the outcome, with some models showing satisfactory internal validation, but external validation is necessary for confirmation.
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Article Synopsis
  • The study focuses on using deep learning to improve the speed and quality of radiation treatment planning by predicting patient-specific 3D dose distributions in real time.
  • It analyzed the impact of training dataset size and model complexity on the accuracy of dose predictions for 1250 prostate patients, using various sizes of neural network models.
  • Results showed that more training data increases prediction accuracy, with the most effective model achieving low prediction errors in dose distribution despite not reaching a plateau in accuracy at 1000 training patients, indicating potential for further optimization.
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This study aims to determine a margin and robustness setting for treating locally advanced cervical cancer (LACC) with a library-of-plans (LoP) based online-adaptive intensity-modulated proton therapy (IMPT).We analyzed 13 LACC patients with delineated planning and weekly repeat CT scans (reCTs). For each patient, 120 IMPT treatments of 25 fractions were simulated with a LoPs approach.

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Article Synopsis
  • Intensity modulated proton therapy (IMPT) faces challenges from patient setup and proton range uncertainties, leading to longer planning times with robust optimization methods.
  • A deep learning (DL) model was developed to predict dose distributions in various error scenarios for head and neck cancer patients, effectively evaluating plan robustness.
  • The model demonstrated impressive accuracy, aligning closely with ground truth plans for most patients, and was able to predict full 3D dose distributions quickly, making it a viable option for enhancing IMPT treatment planning.
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Article Synopsis
  • * The study analyzed data from 66 UM patients, assessing 14 different dose-volume parameters and evaluating four toxicity profiles, including visual impairment and radiation-induced conditions.
  • * Results indicated that proton therapy often had advantages in reducing toxicity risks compared to SRT, particularly for higher-stage tumors, although the choice of treatment may depend on individual risk priorities.
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Background And Purpose: Since 2011, our center has been using a library-based Plan-of-the-Day (PotD) strategy for external beam radiotherapy of cervical cancer patients to reduce normal tissue dose while maintaining adequate target coverage. With the advent of fully online-adaptive techniques such as daily online-adaptive replanning, further dose reduction may be possible. However, it is unknown how this reduction relates to plan library approaches, and how the most recent PotD strategies relate to no adaptation.

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Purpose: To investigate the potential clinical benefit of a two-beam arrangement technique using three-dimensional (3D) imaging of uveal melanoma (UM) patients treated with proton therapy and a dedicated eyeline.

Material/methods: Retrospective CT-based treatment plans of 39 UM patients performed using a single beam (SB) were compared to plans with two beams (TB) optimized for better trade-offs in organs-at-risk sparing. The RBE-weighted prescribed dose was 60 Gy (D = 60 Gy) in four fractions, assuming an RBE of 1.

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Background And Purpose: The more localized dose deposition of proton therapy (PT) compared to photon therapy might allow a reduction in treatment-related side effects but induces additional challenges to address. The aim of this study was to evaluate the impact of interfractional motion on the target and organs at risk (OARs) in cervical cancer patients treated with spot scanning PT using an internal target volume (ITV) strategy.

Methods And Materials: For ten locally advanced cervical cancer patients, empty and full bladder planning computed tomography (pCT) as well as 25 daily cone beam CTs (CBCTs) were available.

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Purpose: A method was recently developed for online-adaptive intensity modulated proton therapy (IMPT) in patients with cervical cancer. The advantage of this approach, relying on the use of tight margins, is challenged by the intrafraction target motion. The purpose of this study was to evaluate the dosimetric effect of intrafraction motion on the target owing to changes in bladder filling in patients with cervical cancer treated with online-adaptive IMPT.

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Purpose: Locally advanced pancreatic cancer (LAPC) patients are prone to experience daily anatomical variations, which can lead to additional doses in organs-at-risk (OAR) during SBRT. A patient selection tool was developed to identify who may be at risk of exceeding dose tolerances, by quantifying the dosimetric impact of daily variations using an OAR motion model.

Materials And Methods: The study included 133 CT scans from 35 LAPC patients.

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Purpose: To characterize daily geometrical variations of gastrointestinal organs with respect to pancreatic tumors, through a population-based statistical model.

Materials And Methods: The study included 131 CT scans from 35 pancreatic cancer patients treated with Stereotactic Body Radiotherapy (SBRT). For each patient, day-to-day anatomical variations of the stomach, the duodenum and the bowel were assessed from the deformation vector fields (DVF) obtained by non-rigidly registering the contours of the fractions to the planning CT scans.

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Background And Purpose: Planned doses are used as surrogate for the actually delivered dose in radiotherapy. We have estimated the delivered dose in a dose-escalation trial of locally advanced prostate cancer by statistical dose-accumulation and by DVH-summation, and compared to planned dose.

Materials And Method: Prescribed dose-escalation to the prostate was 67.

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Background And Purpose: With the introduction of Intensity Modulated Radiotherapy (IMRT) and image-guided plan-of-the-day strategies, the treatment of cervical cancer has become more sensitive to intra-fraction uncertainties. In this study we quantified intra-fraction changes in cervix-uterus shape, bladder and rectum filling, and patient setup using pre- and post-fraction CBCT scans.

Materials And Methods: A total of 632 CBCT scans were analyzed for 16 patients with large tip-of-uterus displacement (>2.

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Purpose: In the treatment of cervical cancer, large anatomical deformations, caused by, e.g., tumor shrinkage, bladder and rectum filling changes, organ sliding, and the presence of the brachytherapy (BT) applicator, prohibit the accumulation of external beam radiotherapy (EBRT) and BT dose distributions.

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Background And Purpose: Deformation and correlated target motion remain challenges for margin recipes in radiotherapy (RT). This study presents a statistical deformable motion model for multiple targets and applies it to margin evaluations for locally advanced prostate cancer i.e.

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Unlabelled: Daily treatment plan selection from a plan library is a major adaptive radiotherapy strategy to account for individual internal anatomy variations. This strategy depends on the initial input images being representative for the variations observed later in the treatment course. Focusing on locally advanced prostate cancer, our aim was to evaluate if residual motion of the prostate (CTV-p) and the elective targets (CTV-sv, CTV-ln) can be prospectively accounted for with a statistical deformable model based on images acquired in the initial part of treatment.

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Background And Purpose: To predict the lowest achievable rectum D35 for quality assurance of IMRT plans of prostate cancer patients.

Materials And Methods: For each of 24 patients from a database of 47 previously treated patients, the anatomy was compared to the anatomies of the other 46 to predict the minimal achievable rectum D35. The 24 patients were then replanned to obtain maximally reduced rectum D35.

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Purpose: Computer tomography (CT) scans are used for designing radiotherapy treatment plans. However, the tumor is often better visible in magnetic resonance (MR) images. For liver stereotactic body radiation therapy (SBRT), the planning CT scan is acquired while abdominal compression is applied to reduce tumor motion induced by breathing.

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