Cargando…

Radiomics MRI Phenotyping with Machine Learning to Predict the Grade of Lower-Grade Gliomas: A Study Focused on Nonenhancing Tumors

OBJECTIVE: To assess whether radiomics features derived from multiparametric MRI can predict the tumor grade of lower-grade gliomas (LGGs; World Health Organization grade II and grade III) and the nonenhancing LGG subgroup. MATERIALS AND METHODS: Two-hundred four patients with LGGs from our institut...

Descripción completa

Detalles Bibliográficos
Autores principales:	Park, Yae Won, Choi, Yoon Seong, Ahn, Sung Soo, Chang, Jong Hee, Kim, Se Hoon, Lee, Seung-Koo
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	The Korean Society of Radiology 2019
Materias:	Neuroimaging and Head & Neck
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC6715562/ https://www.ncbi.nlm.nih.gov/pubmed/31464116 http://dx.doi.org/10.3348/kjr.2018.0814

Ejemplares similares

Comparison of Genetic Profiles and Prognosis of High-Grade Gliomas Using Quantitative and Qualitative MRI Features: A Focus on G3 Gliomas
por: Hong, Eun Kyoung, et al.
Publicado: (2021)

Glioma Grading Capability: Comparisons among Parameters from Dynamic Contrast-Enhanced MRI and ADC Value on DWI
por: Choi, Hyun Seok, et al.
Publicado: (2013)

Quality of Radiomics Research on Brain Metastasis: A Roadmap to Promote Clinical Translation
por: Park, Chae Jung, et al.
Publicado: (2022)

Quality Reporting of Radiomics Analysis in Mild Cognitive Impairment and Alzheimer's Disease: A Roadmap for Moving Forward
por: Won, So Yeon, et al.
Publicado: (2020)

Radiological Recurrence Patterns after Bevacizumab Treatment of Recurrent High-Grade Glioma: A Systematic Review and Meta-Analysis
por: Cho, Se Jin, et al.
Publicado: (2020)

Development and Validation of MRI-Based Radiomics Models for Diagnosing Juvenile Myoclonic Epilepsy
por: Kim, Kyung Min, et al.
Publicado: (2022)

Prediction of Prognosis in Glioblastoma Using Radiomics Features of Dynamic Contrast-Enhanced MRI
por: Pak, Elena, et al.
Publicado: (2021)

Qualitative and Quantitative Magnetic Resonance Imaging Phenotypes May Predict CDKN2A/B Homozygous Deletion Status in Isocitrate Dehydrogenase-Mutant Astrocytomas: A Multicenter Study
por: Park, Yae Won, et al.
Publicado: (2023)

Laplacian-Regularized Mean Apparent Propagator-MRI in Evaluating Corticospinal Tract Injury in Patients with Brain Glioma
por: Jiang, Rifeng, et al.
Publicado: (2021)

Acute Acquired Metabolic Encephalopathy Based on Diffusion MRI
por: Jeon, Se Jeong, et al.
Publicado: (2021)

Radiomics and Deep Learning from Research to Clinical Workflow: Neuro-Oncologic Imaging
por: Park, Ji Eun, et al.
Publicado: (2020)

Feasibility of a Clinical-Radiomics Model to Predict the Outcomes of Acute Ischemic Stroke
por: Zhou, Yiran, et al.
Publicado: (2022)

Contrast-Enhanced High-Resolution Intracranial Vessel Wall MRI with Compressed Sensing: Comparison with Conventional T1 Volumetric Isotropic Turbo Spin Echo Acquisition Sequence
por: Park, Chae Jung, et al.
Publicado: (2020)

Imaging-Based Versus Pathologic Survival Stratifications of Diffuse Glioma According to the 2021 WHO Classification System
por: Lee, So Jeong, et al.
Publicado: (2023)

Evaluation of Radiomics Models Based on Computed Tomography for Distinguishing Between Benign and Malignant Thyroid Nodules
por: Kong, Dan, et al.
Publicado: (2022)

Seed-Based Resting-State Functional MRI for Presurgical Localization of the Motor Cortex: A Task-Based Functional MRI-Determined Seed Versus an Anatomy-Determined Seed
por: Lee, Ji Young, et al.
Publicado: (2019)

Noncontrast Computed Tomography-Based Radiomics Analysis in Discriminating Early Hematoma Expansion after Spontaneous Intracerebral Hemorrhage
por: Song, Zuhua, et al.
Publicado: (2021)

Development and Validation of a Model Using Radiomics Features from an Apparent Diffusion Coefficient Map to Diagnose Local Tumor Recurrence in Patients Treated for Head and Neck Squamous Cell Carcinoma
por: Kim, Minjae, et al.
Publicado: (2022)

Prognostic Prediction Based on Dynamic Contrast-Enhanced MRI and Dynamic Susceptibility Contrast-Enhanced MRI Parameters from Non-Enhancing, T2-High-Signal-Intensity Lesions in Patients with Glioblastoma
por: Jo, Sang Won, et al.
Publicado: (2021)

Clinical Implications of Focal Mineral Deposition in the Globus Pallidus on CT and Quantitative Susceptibility Mapping of MRI
por: Kim, Hyojin, et al.
Publicado: (2022)

Tumor Habitat Analysis Using Longitudinal Physiological MRI to Predict Tumor Recurrence After Stereotactic Radiosurgery for Brain Metastasis
por: Lee, Da Hyun, et al.
Publicado: (2023)

Added Value of Chemical Exchange-Dependent Saturation Transfer MRI for the Diagnosis of Dementia
por: Oh, Jang-Hoon, et al.
Publicado: (2021)

Prediction of Cognitive Progression in Individuals with Mild Cognitive Impairment Using Radiomics as an Improvement of the ATN System: A Five-Year Follow-Up Study
por: Song, Rao, et al.
Publicado: (2022)

Development and Testing of a Machine Learning Model Using (18)F-Fluorodeoxyglucose PET/CT-Derived Metabolic Parameters to Classify Human Papillomavirus Status in Oropharyngeal Squamous Carcinoma
por: Woo, Changsoo, et al.
Publicado: (2023)

Altered White Matter Integrity in Human Immunodeficiency Virus-Associated Neurocognitive Disorder: A Tract-Based Spatial Statistics Study
por: Oh, Se Won, et al.
Publicado: (2018)

Chordoid Glioma with Intraventricular Dissemination: A Case Report with Perfusion MR Imaging Features
por: Ki, So Yeon, et al.
Publicado: (2016)

Splenial Lesions of the Corpus Callosum: Disease Spectrum and MRI Findings
por: Park, Sung Eun, et al.
Publicado: (2017)

Application of T1 Map Information Based on Synthetic MRI for Dynamic Contrast-Enhanced Imaging: A Comparison Study with the Fixed Baseline T1 Value Method
por: Shin, Dong Jae, et al.
Publicado: (2021)

Application of Synthetic MRI for Direct Measurement of Magnetic Resonance Relaxation Time and Tumor Volume at Multiple Time Points after Contrast Administration: Preliminary Results in Patients with Brain Metastasis
por: Kang, Koung Mi, et al.
Publicado: (2018)

Superior Cervical Sympathetic Ganglion: Normal Imaging Appearance on 3T-MRI
por: Lee, Joo Yeon, et al.
Publicado: (2016)

Duplicated Internal Auditory Canal: High-Resolution CT and MRI Findings
por: Wang, Linsheng, et al.
Publicado: (2019)

Radiofrequency Ablation to Treat Loco-Regional Recurrence of Well-Differentiated Thyroid Carcinoma
por: Lee, Sun Jin, et al.
Publicado: (2014)

In-Vivo Proton Magnetic Resonance Spectroscopy of 2-Hydroxyglutarate in Isocitrate Dehydrogenase-Mutated Gliomas: A Technical Review for Neuroradiologists
por: Kim, Hyeonjin, et al.
Publicado: (2016)

Prognostic Value of Dynamic Contrast-Enhanced MRI-Derived Pharmacokinetic Variables in Glioblastoma Patients: Analysis of Contrast-Enhancing Lesions and Non-Enhancing T2 High-Signal Intensity Lesions
por: Kang, Yeonah, et al.
Publicado: (2020)

Combination of Magnetic Resonance Spectroscopy and (11)C-Methionine Positron Emission Tomography for the Accurate Diagnosis of Non-Enhancing Supratentorial Glioma
por: Kudulaiti, Nijiati, et al.
Publicado: (2019)

Hyperoxia-Induced ΔR(1): MRI Biomarker of Histological Infarction in Acute Cerebral Stroke
por: Park, Kye Jin, et al.
Publicado: (2022)

MRI Findings in Trigeminal Neuralgia without Neurovascular Compression: Implications of Petrous Ridge and Trigeminal Nerve Angles
por: Zhong, Hai, et al.
Publicado: (2022)

Imaging of Facial Nerve With 3D-DESS-WE-MRI Before Parotidectomy: Impact on Surgical Outcomes
por: Jeong, Han-Sin, et al.
Publicado: (2023)

Is Diffusion-Weighted MRI Useful for Differentiation of Small Non-Necrotic Cervical Lymph Nodes in Patients with Head and Neck Malignancies?
por: Lim, Hyun Kyung, et al.
Publicado: (2014)

Cerebrospinal Fluid Dynamics in Patients with Multiple Sclerosis: The Role of Phase-Contrast MRI in the Differential Diagnosis of Active and Chronic Disease
por: Öner, Serkan, et al.
Publicado: (2018)

Cannot write session to /tmp/vufind_sessions/sess_6tvd5omeck7npf81ffvr8mruti