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We present a technique for continuous generation of volumetric images during SBRT using periodic kV imaging and an external respiratory surrogate signal to drive a patient-specific PCA motion model. Using the on-board imager, kV radiographs…

Distant metastases (DM) refer to the dissemination of tumors, usually, beyond the organ where the tumor originated. They are the leading cause of death in patients with soft-tissue sarcomas (STSs). Positron emission tomography-computed…

图像与视频处理 · 电气工程与系统科学 2021-12-22 Yige Peng , Lei Bi , Ashnil Kumar , Michael Fulham , Dagan Feng , Jinman Kim

The 2024 Brain Tumor Segmentation Meningioma Radiotherapy (BraTS-MEN-RT) challenge aimed to advance automated segmentation algorithms using the largest known multi-institutional dataset of 750 radiotherapy planning brain MRIs with…

计算机视觉与模式识别 · 计算机科学 2025-07-23 Dominic LaBella , Valeriia Abramova , Mehdi Astaraki , Andre Ferreira , Zhifan Jiang , Mason C. Cleveland , Ramandeep Kang , Uma M. Lal-Trehan Estrada , Cansu Yalcin , Rachika E. Hamadache , Clara Lisazo , Adrià Casamitjana , Joaquim Salvi , Arnau Oliver , Xavier Lladó , Iuliana Toma-Dasu , Tiago Jesus , Behrus Puladi , Jens Kleesiek , Victor Alves , Jan Egger , Daniel Capellán-Martín , Abhijeet Parida , Austin Tapp , Xinyang Liu , Maria J. Ledesma-Carbayo , Jay B. Patel , Thomas N. McNeal , Maya Viera , Owen McCall , Albert E. Kim , Elizabeth R. Gerstner , Christopher P. Bridge , Katherine Schumacher , Michael Mix , Kevin Leu , Shan McBurney-Lin , Pierre Nedelec , Javier Villanueva-Meyer , David R. Raleigh , Jonathan Shapey , Tom Vercauteren , Kazumi Chia , Marina Ivory , Theodore Barfoot , Omar Al-Salihi , Justin Leu , Lia M. Halasz , Yuri S. Velichko , Chunhao Wang , John P. Kirkpatrick , Scott R. Floyd , Zachary J. Reitman , Trey C. Mullikin , Eugene J. Vaios , Christina Huang , Ulas Bagci , Sean Sachdev , Jona A. Hattangadi-Gluth , Tyler M. Seibert , Nikdokht Farid , Connor Puett , Matthew W. Pease , Kevin Shiue , Syed Muhammad Anwar , Shahriar Faghani , Peter Taylor , Pranav Warman , Jake Albrecht , András Jakab , Mana Moassefi , Verena Chung , Rong Chai , Alejandro Aristizabal , Alexandros Karargyris , Hasan Kassem , Sarthak Pati , Micah Sheller , Nazanin Maleki , Rachit Saluja , Florian Kofler , Christopher G. Schwarz , Philipp Lohmann , Phillipp Vollmuth , Louis Gagnon , Maruf Adewole , Hongwei Bran Li , Anahita Fathi Kazerooni , Nourel Hoda Tahon , Udunna Anazodo , Ahmed W. Moawad , Bjoern Menze , Marius George Linguraru , Mariam Aboian , Benedikt Wiestler , Ujjwal Baid , Gian-Marco Conte , Andreas M. Rauschecker , Ayman Nada , Aly H. Abayazeed , Raymond Huang , Maria Correia de Verdier , Jeffrey D. Rudie , Spyridon Bakas , Evan Calabrese

In this work, we propose a Machine Learning model that generates an adjustable 3D dose distribution for external beam radiation therapy for head-and-neck cancer treatments. In contrast to existing Machine Learning methods that provide a…

Positron Emission Tomography (PET) enables functional imaging of deep brain structures, but the bulk and weight of current systems preclude their use during many natural human activities, such as locomotion. The proposed long-term solution…

机器人学 · 计算机科学 2023-12-07 Junxiang Wang , Ti Wu , Iulian I. Iordachita , Peter Kazanzides

In nuclear medicine, radioiodine therapy is prescribed to treat diseases like hyperthyroidism. The calculation of the prescribed dose depends, amongst other factors, on the thyroid volume. This is currently estimated using conventional 2D…

机器人学 · 计算机科学 2024-10-28 John Zielke , Christine Eilers , Benjamin Busam , Wolfgang Weber , Nassir Navab , Thomas Wendler

With X-ray radiation protection and dose management constantly gaining interest in interventional radiology, novel procedures often undergo prospective dose studies using anthropomorphic phantoms to determine expected dose values. Due to…

Quantitative molecular imaging is central to treatment response assessment in oncology, yet clinical practice remains largely dominated by patient-level or limited target-lesion criteria that ignore inter-lesion heterogeneity. This…

医学物理 · 物理学 2026-03-25 Fereshteh Yousefirizi , Jean-Mathieu Beauregard , Arman Rahmim

Radiation therapy is one of the most common cancer treatments, and dose optimization and targeting of radiation are crucial since both cancerous and healthy cells are affected. Different mathematical and computational approaches have been…

生物物理 · 物理学 2025-11-07 Mirko Bagnarol , Gianluca Lattanzi , Jan Åström , Mikko Karttunen

Purpose: Radiation therapy treatment planning is a trial-and-error, often time-consuming process. An optimal dose distribution based on a specific anatomy can be predicted by pre-trained deep learning (DL) models. However, dose…

医学物理 · 物理学 2021-09-15 Jianhui Ma , Dan Nguyen , Ti Bai , Michael Folkerts , Xun Jia , Weiguo Lu , Linghong Zhou , Steve Jiang

Radiotherapy with heavy ions, in particular, 12C beams, is one of the most advanced forms of cancer treatment. Sharp dose gradients and high biological effectiveness in the target region make them an ideal tool to treat deep-seated and…

This study introduces a novel metric, Plan Aperture Modulation (PAM), developed to quantify the modulation of radiotherapy treatment plans. PAM aims to provide a clear geometric interpretation, addressing the limitations of previous…

医学物理 · 物理学 2025-11-25 Victor Hernandez , Iñigo Lara-Aristimuño , Ruben Abella , Jordi Saez

This study evaluates dynamic conformal arc (DCA) therapy as an alternative to volumetric modulated arc therapy (VMAT) for stereotactic body radiation therapy (SBRT) of lung cancer. The rationale for DCA is lower geometric complexity and…

医学物理 · 物理学 2019-05-07 Rasmus Bokrantz , Minna Wedenberg , Peter Sandwall

Proton therapy is a cancer treatment technique currently in growth worldwide. It offers advantages with respect to conventional X-ray and $\gamma$-ray radiotherapy, in particular, a better control of the dose deposition allowing to reach a…

Variation in nuclear size and shape is an important criterion of malignancy for many tumor types; however, categorical estimates by pathologists have poor reproducibility. Measurements of nuclear characteristics (morphometry) can improve…

Although optimal control theory has been used for the theoretical study of anti-cancerous drugs scheduling optimization, with the aim of reducing the primary tumor volume, the effect on metastases is often ignored. Here, we use a previously…

组织与器官 · 定量生物学 2013-06-21 Sebastien Benzekry , Philip Hahnfeldt

Non-small cell lung cancer (NSCLC) is often intrinsically resistant to several first- and second-line therapeutics and can rapidly acquire further resistance after a patient begins receiving treatment. Treatment outcomes are therefore…

生物大分子 · 定量生物学 2024-10-23 Benjamin K. Schneider , Sebastien Benzekry , Jonathan P. Mochel

We propose an intuitive approach of detecting pancreatic ductal adenocarcinoma (PDAC), the most common type of pancreatic cancer, by checking abdominal CT scans. Our idea is named multi-scale segmentation-for-classification, which…

计算机视觉与模式识别 · 计算机科学 2019-08-09 Zhuotun Zhu , Yingda Xia , Lingxi Xie , Elliot K. Fishman , Alan L. Yuille

Purpose: A novel rotating gamma stereotactic radiosurgery (SRS) system (Galaxy RTi) with real-time image guidance technology has been developed for high-precision SRS and frameless fractionated stereotactic radiotherapy (SRT). This work…

医学物理 · 物理学 2022-10-11 Huan Liu , Ahmed Eldib , Lili Chen , Bin Wang , Shidong Li , Curtis Miyamoto , CM Charlie Ma

Cancer cachexia is a common metabolic disorder characterized by severe muscle atrophy which is associated with poor prognosis and quality of life. Monitoring skeletal muscle area (SMA) longitudinally through computed tomography (CT) scans,…