Deep learning can see the unseeable: predicting molecular markers from MRI of brain gliomas
P Korfiatis, B Erickson - Clinical radiology, 2019 - Elsevier
Highlights•Review of papers focused on machine learning methods to predict molecular
biomarkers utilizing MRI imaging.•Deep learning is emerging as tool for molecular …
biomarkers utilizing MRI imaging.•Deep learning is emerging as tool for molecular …
Efficient prediction of Ki-67 proliferation index in meningiomas on MRI: from traditional radiological findings to a machine learning approach
Y Zhao, J Xu, B Chen, L Cao, C Chen - Cancers, 2022 - mdpi.com
Simple Summary A high Ki-67 index usually suggests accelerated and uncontrolled cell
proliferation correlated with tumor growth and is a prognostic factor that is associated with an …
proliferation correlated with tumor growth and is a prognostic factor that is associated with an …
Meningioma consistency can be defined by combining the radiomic features of magnetic resonance imaging and ultrasound elastography. A pilot study using machine …
S Cepeda, I Arrese, S García-García… - World Neurosurgery, 2021 - Elsevier
Background The consistency of meningioma is a factor that may influence surgical planning
and the extent of resection. The aim of our study is to develop a predictive model of tumor …
and the extent of resection. The aim of our study is to develop a predictive model of tumor …
A systematic review of radiological prediction of ki 67 proliferation index of meningioma
A Helal, E Hammam, CD Ovenden, NG Candy… - Neurosurgical …, 2024 - Springer
Objective Radiological prediction of Ki-67 plays a crucial role in determining the clinical
outcomes of meningioma patients. The aim of this review is to comprehensively review the …
outcomes of meningioma patients. The aim of this review is to comprehensively review the …
T2-Weighted imaging and apparent diffusion coefficient Histogram parameters Predict Meningioma consistency
T Han, X Liu, J Sun, C Long, J Jiang, F Zhou, Z Zhao… - Academic …, 2024 - Elsevier
Rationale and Objectives Preoperative prediction of meningioma consistency is of great
clinical value for risk stratification and surgical approach selection. However, to date …
clinical value for risk stratification and surgical approach selection. However, to date …
Histogram analysis of mono-exponential, bi-exponential and stretched-exponential diffusion-weighted MR imaging in predicting consistency of meningiomas
L Zheng, P Jiang, D Lin, X Chen, T Zhong, R Zhang… - Cancer Imaging, 2023 - Springer
Background The consistency of meningiomas is critical to determine surgical planning and
has a significant impact on surgical outcomes. Our aim was to compare mono-exponential …
has a significant impact on surgical outcomes. Our aim was to compare mono-exponential …
Predicting the consistency of intracranial meningiomas using apparent diffusion coefficient maps derived from preoperative diffusion-weighted imaging
K Miyoshi, T Wada, I Uwano, M Sasaki, H Saura… - Journal of …, 2020 - thejns.org
OBJECTIVE The consistency of meningiomas is a critical factor affecting the difficulty of
resection, operative complications, and operative time. The apparent diffusion coefficient …
resection, operative complications, and operative time. The apparent diffusion coefficient …
Can CT and MRI features differentiate benign from malignant meningiomas?
F Salah, A Tabbarah, K Asmar, H Tamim, M Makki… - Clinical Radiology, 2019 - Elsevier
AIM To highlight magnetic resonance imaging (MRI) and computed tomography (CT)
characteristics in distinguishing benign from high-grade meningiomas (World Health …
characteristics in distinguishing benign from high-grade meningiomas (World Health …
[HTML][HTML] Use of magnetic resonance elastography to gauge meningioma intratumoral consistency and histotype
Objective To determine whether tumor shear stiffness, as measured by magnetic resonance
elastography, corresponds with intratumoral consistency and histotype. Materials and …
elastography, corresponds with intratumoral consistency and histotype. Materials and …
Relationship between shear stiffness measured by MR elastography and perfusion metrics measured by perfusion CT of meningiomas
T Takamura, U Motosugi, M Ogiwara… - American Journal …, 2021 - Am Soc Neuroradiology
BACKGROUND AND PURPOSE: When managing meningiomas, intraoperative tumor
consistency and histologic subtype are indispensable factors influencing operative strategy …
consistency and histologic subtype are indispensable factors influencing operative strategy …