[HTML][HTML] Feature Analysis of Predictors Affecting the Nidus Obliteration of Linear Accelerator-Based Radiosurgery for Arteriovenous Malformations Using Explainable …

KH Kim, MJ Sohn - Applied Sciences, 2023 - mdpi.com
This study aimed to evaluate prognostic factors associated with nidus obliteration following
stereotactic radiosurgery (SRS) for cerebral arteriovenous malformations. From January …

[HTML][HTML] Machine Learning Approach for Analyzing 3-Year Outcomes of Patients with Brain Arteriovenous Malformation (AVM) after Stereotactic Radiosurgery (SRS)

MJ Rodríguez Mallma, M Vilca-Aguilar… - Diagnostics, 2023 - mdpi.com
A cerebral arteriovenous malformation (AVM) is a tangle of abnormal blood vessels that
irregularly connects arteries and veins. Stereotactic radiosurgery (SRS) has been shown to …

[HTML][HTML] Prediction of Obliteration After the Gamma Knife Radiosurgery of Arteriovenous Malformations Using Hand-Crafted Radiomics and Deep-Learning Methods

DJ Wu, M Kollitz, M Ward, RS Dharnipragada, R Gupta… - Cureus, 2024 - ncbi.nlm.nih.gov
Introduction: Brain arteriovenous malformations (bAVMs) are vascular abnormalities that can
be treated with embolization or radiotherapy to prevent the risk of future rupture. In this study …

[HTML][HTML] Using a machine learning approach to predict outcomes after radiosurgery for cerebral arteriovenous malformations

EK Oermann, A Rubinsteyn, D Ding, J Mascitelli… - Scientific reports, 2016 - nature.com
Predictions of patient outcomes after a given therapy are fundamental to medical practice.
We employ a machine learning approach towards predicting the outcomes after stereotactic …

Comparative analysis of arteriovenous malformation grading scales in predicting outcomes after stereotactic radiosurgery

BE Pollock, CB Storlie, MJ Link, SL Stafford… - Journal of …, 2017 - thejns.org
OBJECTIVE Successful stereotactic radiosurgery (SRS) for the treatment of arteriovenous
malformations (AVMs) results in nidus obliteration without new neurological deficits related …

[HTML][HTML] Predictability and uncertainty in arteriovenous malformation radiosurgery

BE Pollock - Journal of Radiosurgery and SBRT, 2013 - ncbi.nlm.nih.gov
Stereotactic radiosurgery (SRS) is an accepted management option for patients with
cerebral arteriovenous malformations (AVM). The need for a system that accurately predicts …

Proposal for a new prognostic score for linac-based radiosurgery in cerebral arteriovenous malformations

S Milker-Zabel, A Kopp-Schneider, H Wiesbauer… - International Journal of …, 2012 - Elsevier
PURPOSE: We evaluate patient-, angioma-, and treatment-specific factors for successful
obliteration of cerebral arteriovenous malformations (AVM) to develop a new appropriate …

A machine learning model predicts the outcome of SRS for residual arteriovenous malformations after partial embolization: a real-world clinical obstacle

X Meng, D Gao, H He, S Sun, A Liu, H Jin, Y Li - World Neurosurgery, 2022 - Elsevier
Objective To propose a machine learning (ML) model predicting the favorable outcome of
stereotactic radiosurgery (SRS) for residual brain arteriovenous malformation (bAVM) after …

Vascular structure and binomial statistics for response modeling in radiosurgery of cerebral arteriovenous malformations

B Andisheh, MA Bitaraf, P Mavroidis… - Physics in Medicine …, 2010 - iopscience.iop.org
Radiation treatment of arteriovenous malformations (AVMs) has a slow and progressive
vaso-occlusive effect. Some studies suggested the possible role of vascular structure in this …

[HTML][HTML] Assessment of gamma knife radiosurgery for unruptured cerebral arterioveneus malformations based on multi-parameter radiomics of MRI

D Gao, X Meng, H Jin, A Liu, S Sun - Magnetic Resonance Imaging, 2022 - Elsevier
Abstract Objective The treatment of Gamma knife radiosurgery (GKS) for unruptured
Arteriovenous Malformations (AVM) remains controversial. A safe, effective and non …