Radiomics of 0.35 T Magnetic Resonance Images for Predicting Pancreatic Cancer Response to Radiotherapy

J Ford, G Simpson, B Spieler, L Portelance… - International Journal of …, 2020 - redjournal.org
Results Nine of ten of the NR had deceased by the end of the study and all ten patients
classified as R were still alive. The RF model selected GLCM energy and GLSZM gray-level …

Delta radiomics analysis of magnetic resonance guided radiotherapy imaging data can enable treatment response prediction in pancreatic cancer

MR Tomaszewski, K Latifi, E Boyer, RF Palm… - Radiation …, 2021 - Springer
Abstract Background Magnetic Resonance Image guided Stereotactic body radiotherapy
(MRgRT) is an emerging technology that is increasingly used in treatment of visceral …

[HTML][HTML] Robustness of radiomics features on 0.35 T magnetic resonance imaging for magnetic resonance-guided radiotherapy

M Michalet, G Valenzuela, P Debuire, O Riou… - Physics and Imaging in …, 2024 - Elsevier
Background and purpose MR-guided radiotherapy adds the precision of magnetic
resonance imaging (MRI) to the therapeutic benefits of a linear accelerator. Prior to each …

Analysis of MR Guided SBRT Imaging Data for Quantification of Early Radiotherapy Response Signal in Pancreatic Adenocarcinoma

MR Tomaszewski, K Latifi, JM Frakes… - International Journal of …, 2020 - redjournal.org
Results Statistical and GLC features showed good robustness to small GTV movement,
while Laws and Wavelet performed poorly (20/41, 29/62, 3/125 and 0/30 features with CoV< …

MRI Radiomics Modeling and Survival Prediction of Pancreatic Ductal Adenocarcinoma Patients

J Marasco - researchworks.creighton.edu
Pancreatic cancer is a particularly lethal and aggressive malignancy characterized by its late
detection and 5-year survival of less than 10% for both men and women as of 2022. While …

Predicting rapid progression and overall survival in stage II-III pancreatic cancer using a CT-based radiomic signature.

Q Xu, DA Santos Toesca, E Schueler, A Jamalian… - 2024 - ascopubs.org
706 Background: We sought to assess the ability of a computed tomography (CT)-derived
radiomic signature (RS) feature set to predict rapid tumor progression and overall survival …

Robustness of Radiomics Features on a 0.35 Tesla MRI for MR-Guided Radiotherapy

M Michalet, G Valenzuela, P Debuire, D Azria… - … on a 0.35 Tesla MRI for … - papers.ssrn.com
Background and Purpose: MR-guided radiotherapy adds the precision of magnetic
resonance imaging (MRI) to the therapeutic benefits of a linear accelerator. Prior to each …

Utility of radiomic features in predicting clinical outcomes in stage II-III pancreatic cancer.

H Itakura, Q Xu, D Toesca, L Vitzthum, A Jamalian… - 2024 - ascopubs.org
74 Background: We identified computed tomography (CT)-derived radiomic features
predictive of tumor progression within three months, then examined their ability to …

Predictive value of 0.35 T magnetic resonance imaging radiomic features in stereotactic ablative body radiotherapy of pancreatic cancer: A pilot study

G Simpson, B Spieler, N Dogan, L Portelance… - Medical …, 2020 - Wiley Online Library
Purpose The aim of this study was to evaluate the potential and feasibility of radiomic
features extracted from low field strength (0.35 T) magnetic resonance images (MRIs) in …

Development of a novel multiparametric MRI radiomic nomogram for preoperative evaluation of early recurrence in resectable pancreatic cancer

TY Tang, X Li, Q Zhang, CX Guo… - Journal of Magnetic …, 2020 - Wiley Online Library
Background In pancreatic cancer, methods to predict early recurrence (ER) and identify
patients at increased risk of relapse are urgently required. Purpose To develop a radiomic …