Pediatric tumors of the central nervous system are the most common cause of cancer-related death in children. The five-year survival rate for high-grade gliomas in children is less than 20%. Due to their rarity, the diagnosis of these entities is often delayed, their treatment is mainly based on historic treatment concepts, and clinical trials require multi-institutional collaborations.
View Article and Find Full Text PDFIntroduction: Despite advancements in molecular and histopathologic characterization of pediatric low-grade gliomas (pLGGs), there remains significant phenotypic heterogeneity among tumors with similar categorizations. We hypothesized that an unsupervised machine learning approach based on radiomic features may reveal distinct pLGG imaging subtypes.
Methods: Multi-parametric MR images (T1 pre- and post-contrast, T2, and T2 FLAIR) from 157 patients with pLGGs were collected and 881 quantitative radiomic features were extracted from tumorous region.
Graefes Arch Clin Exp Ophthalmol
April 2023
J Stroke Cerebrovasc Dis
September 2020
Background: Retinal artery occlusion (RAO) can cause acute, painless, and irreversible loss of vision. Using a large sample population database, we investigated the possible impact of RAO and numerous other clinical and non-clinical factors on the risk of developing a subsequent cerebrovascular accident.
Methods: Cases of RAO were obtained from the National Inpatient Sample (NIS) database between 2002 and 2013 using ICD-9 codes.