Radiomics-based Prediction of Re-hemorrhage in Cerebral Cavernous Malformation after Gamma Knife Radiosurgery

Pei Hsuan Kuo, Cheng Chia Lee, Chia Feng Lu*

*Corresponding author for this work

Research output: Chapter in Book/Report/Conference proceedingConference contributionpeer-review

2 Scopus citations

Abstract

We conducted a retrospective study of long-term follow-ups in patients with cerebral cavernous malformation (CCM) treated by Gamma Knife radiosurgery (GKRS). CCM is one of the common cerebral vascular diseases. Hemorrhage is a common and dangerous symptom of CCMs, and re-hemorrhage may still occur in 30% of patients after the treatment of GKRS. We aim to identify the reliable imaging biomarkers using radiomics of magnetic resonance images (MRI) to predict the re-hemorrhage after GKRS.Clinical Relevance - This study reported the longitudinal changes of MRI radiomic features in CCM after GKRS. Combining machine-learning approach with the longitudinal radiomic features can predict the re-hemorrhage of CCM after GKRS to guide the clinical management.

Original languageEnglish
Title of host publication43rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2021
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages3668-3671
Number of pages4
ISBN (Electronic)9781728111797
DOIs
StatePublished - 2021
Event43rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2021 - Virtual, Online, Mexico
Duration: 1 Nov 20215 Nov 2021

Publication series

NameProceedings of the Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBS
Volume2021-January
ISSN (Print)1557-170X

Conference

Conference43rd Annual International Conference of the IEEE Engineering in Medicine and Biology Society, EMBC 2021
Country/TerritoryMexico
CityVirtual, Online
Period1/11/215/11/21

Fingerprint

Dive into the research topics of 'Radiomics-based Prediction of Re-hemorrhage in Cerebral Cavernous Malformation after Gamma Knife Radiosurgery'. Together they form a unique fingerprint.

Cite this