Radiomics and radiogenomics in gliomas: a contemporary update
The natural history and treatment landscape of primary brain tumours are complicated by the
varied tumour behaviour of primary or secondary gliomas (high-grade transformation of low …
varied tumour behaviour of primary or secondary gliomas (high-grade transformation of low …
Texture analysis in cerebral gliomas: a review of the literature
Texture analysis is a continuously evolving, noninvasive radiomics technique to quantify
macroscopic tissue heterogeneity indirectly linked to microscopic tissue heterogeneity …
macroscopic tissue heterogeneity indirectly linked to microscopic tissue heterogeneity …
Glioma grading on conventional MR images: a deep learning study with transfer learning
Y Yang, LF Yan, X Zhang, Y Han, HY Nan… - Frontiers in …, 2018 - frontiersin.org
Background: Accurate glioma grading before surgery is of the utmost importance in
treatment planning and prognosis prediction. But previous studies on magnetic resonance …
treatment planning and prognosis prediction. But previous studies on magnetic resonance …
Comparison of feature selection methods and machine learning classifiers for radiomics analysis in glioma grading
P Sun, D Wang, VC Mok, L Shi - Ieee Access, 2019 - ieeexplore.ieee.org
Radiomics-based researches have shown predictive abilities with machine-learning
approaches. However, it is still unknown whether different radiomics strategies affect the …
approaches. However, it is still unknown whether different radiomics strategies affect the …
Deep learning model for the automated detection and histopathological prediction of meningioma
The volumetric assessment and accurate grading of meningiomas before surgery are highly
relevant for therapy planning and prognosis prediction. This study was to design a deep …
relevant for therapy planning and prognosis prediction. This study was to design a deep …
Diagnostic performance between MR amide proton transfer (APT) and diffusion kurtosis imaging (DKI) in glioma grading and IDH mutation status prediction at 3 T
Z Xu, C Ke, J Liu, S Xu, L Han, Y Yang, L Qian… - European journal of …, 2021 - Elsevier
Purpose Accurate glioma grading and IDH mutation status prediction are critically essential
for individualized preoperative treatment decisions. This study aims to compare the …
for individualized preoperative treatment decisions. This study aims to compare the …
CGHF: A computational decision support system for glioma classification using hybrid radiomics-and stationary wavelet-based features
Brain tumors are the most prominent neurologically malignant cancers with the highest
injury and death rates worldwide. Glioma classification is crucial for the prognosis …
injury and death rates worldwide. Glioma classification is crucial for the prognosis …
The diagnostic role of diffusional kurtosis imaging in glioma grading and differentiation of gliomas from other intra-axial brain tumours: a systematic review with critical …
G Abdalla, L Dixon, E Sanverdi, PM Machado… - Neuroradiology, 2020 - Springer
Purpose We aim to illustrate the diagnostic performance of diffusional kurtosis imaging (DKI)
in the diagnosis of gliomas. Methods A review protocol was developed according to the …
in the diagnosis of gliomas. Methods A review protocol was developed according to the …
Differentiating high-grade glioma recurrence from pseudoprogression: Comparing diffusion kurtosis imaging and diffusion tensor imaging
X Wu, X Liang, X Wang, J Qin, L Zhang, Y Tan… - European Journal of …, 2021 - Elsevier
Purpose To compare the diagnostic value of DKI and DTI in differentiation of high-grade
glioma recurrence and pseudoprogression (PsP). Method Forty patients with high-grade …
glioma recurrence and pseudoprogression (PsP). Method Forty patients with high-grade …
Tumor multiregional mean apparent propagator (MAP) features in evaluating gliomas—A comparative study with diffusion kurtosis imaging (DKI)
S Zeng, H Ma, D Xie, Y Huang, J Yang… - Journal of Magnetic …, 2024 - Wiley Online Library
Background Glioma classification affects treatment and prognosis. Reliable imaging
methods for preoperatively evaluating gliomas are essential. Purpose To evaluate tumor …
methods for preoperatively evaluating gliomas are essential. Purpose To evaluate tumor …