Cargando…

Machine-Learning Classifiers in Discrimination of Lesions Located in the Anterior Skull Base

Purpose: The aim of this study was to investigate the diagnostic value of machine-learning models with radiomic features and clinical features in preoperative differentiation of common lesions located in the anterior skull base. Methods: A total of 235 patients diagnosed with pituitary adenoma, meni...

Descripción completa

Detalles Bibliográficos
Autores principales:	Zhang, Yang, Shang, Lan, Chen, Chaoyue, Ma, Xuelei, Ou, Xuejin, Wang, Jian, Xia, Fan, Xu, Jianguo
Formato:	Online Artículo Texto
Lenguaje:	English
Publicado:	Frontiers Media S.A. 2020
Materias:	Oncology
Acceso en línea:	https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7270197/ https://www.ncbi.nlm.nih.gov/pubmed/32547944 http://dx.doi.org/10.3389/fonc.2020.00752

Ejemplares similares

Comparison of Radiomics-Based Machine-Learning Classifiers in Diagnosis of Glioblastoma From Primary Central Nervous System Lymphoma
por: Chen, Chaoyue, et al.
Publicado: (2020)

Radiomics-Based Machine Learning in Differentiation Between Glioblastoma and Metastatic Brain Tumors
por: Chen, Chaoyue, et al.
Publicado: (2019)

Glioblastoma and Anaplastic Astrocytoma: Differentiation Using MRI Texture Analysis
por: Tian, Zerong, et al.
Publicado: (2019)

Discrimination of Pancreatic Serous Cystadenomas From Mucinous Cystadenomas With CT Textural Features: Based on Machine Learning
por: Yang, Jing, et al.
Publicado: (2019)

Ability of Radiomics in Differentiation of Anaplastic Oligodendroglioma From Atypical Low-Grade Oligodendroglioma Using Machine-Learning Approach
por: Zhang, Yang, et al.
Publicado: (2019)

Radiomics-Based Machine Learning Technology Enables Better Differentiation Between Glioblastoma and Anaplastic Oligodendroglioma
por: Fan, Yimeng, et al.
Publicado: (2019)

Differentiation of Low-Grade Astrocytoma From Anaplastic Astrocytoma Using Radiomics-Based Machine Learning Techniques
por: Chen, Boran, et al.
Publicado: (2021)

The Diagnostic Value of Radiomics-Based Machine Learning in Predicting the Grade of Meningiomas Using Conventional Magnetic Resonance Imaging: A Preliminary Study
por: Chen, Chaoyue, et al.
Publicado: (2019)

MRI-Based Machine Learning in Differentiation Between Benign and Malignant Breast Lesions
por: Zhao, Yanjie, et al.
Publicado: (2021)

Machine-learning classifiers based on non-enhanced computed tomography radiomics to differentiate anterior mediastinal cysts from thymomas and low-risk from high-risk thymomas: A multi-center study
por: Shang, Lan, et al.
Publicado: (2022)

The Value of CEUS in Distinguishing Cancerous Lymph Nodes From the Primary Lymphoma of the Head and Neck
por: Nie, Ji, et al.
Publicado: (2020)

Application of Radiomics Analysis Based on CT Combined With Machine Learning in Diagnostic of Pancreatic Neuroendocrine Tumors Patient’s Pathological Grades
por: Zhang, Tao, et al.
Publicado: (2021)

Application of CT-Based Radiomics in Discriminating Pancreatic Cystadenomas From Pancreatic Neuroendocrine Tumors Using Machine Learning Methods
por: Han, Xuejiao, et al.
Publicado: (2021)

Evaluation of the Efficiency of MRI-Based Radiomics Classifiers in the Diagnosis of Prostate Lesions
por: Li, Linghao, et al.
Publicado: (2022)

Role of Contrast-Enhanced Ultrasound (CEUS) in the Diagnosis of Cervical Lymph Node Metastasis in Nasopharyngeal Carcinoma (NPC) Patients
por: Ling, Wenwu, et al.
Publicado: (2020)

Three-Dimensional Texture Analysis Based on PET/CT Images to Distinguish Hepatocellular Carcinoma and Hepatic Lymphoma
por: Xu, Hanyue, et al.
Publicado: (2019)

Management of Anterior Skull Base Defect Depending on Its Size and Location
por: Bernal-Sprekelsen, Manuel, et al.
Publicado: (2014)

Intraosseous Metastasizing of Pineoblastoma into the Anterior Skull Base, Calvarial Bones, and Vertebrae
por: Golbin, Denis, et al.
Publicado: (2015)

The Diagnostic Value of MRI-Based Texture Analysis in Discrimination of Tumors Located in Posterior Fossa: A Preliminary Study
por: Zhang, Yang, et al.
Publicado: (2019)

Radiomic Machine-Learning Classifiers for Prognostic Biomarkers of Head and Neck Cancer
por: Parmar, Chintan, et al.
Publicado: (2015)

MRI-Based Grading of Clear Cell Renal Cell Carcinoma Using a Machine Learning Classifier
por: Chen, Xin-Yuan, et al.
Publicado: (2021)

A Dry Pineapple Slice Like Lesion in the Anterior Skull Base
por: De Cauwer, Harald, et al.
Publicado: (2019)

The role of Gamma Knife radiosurgery in the management of skull base chordoma
por: Wang, Kuanyu, et al.
Publicado: (2023)

A novel machine learning-based programmed cell death-related clinical diagnostic and prognostic model associated with immune infiltration in endometrial cancer
por: Xiong, Jian, et al.
Publicado: (2023)

Machine Learning of Discriminative Gate Locations for Clinical Diagnosis
por: Ji, Disi, et al.
Publicado: (2019)

CT-based radiomics with various classifiers for histological differentiation of parotid gland tumors
por: Lu, Yang, et al.
Publicado: (2023)

Mixed-Pattern Ameloblastoma of the Anterior Mandible: A Rare Histopathological Presentation at an Infrequent Location
por: Schoinohoriti, Ourania, et al.
Publicado: (2023)

Radiomics based on (18)F‐FDG PET/CT could differentiate breast carcinoma from breast lymphoma using machine‐learning approach: A preliminary study
por: Ou, Xuejin, et al.
Publicado: (2019)

Machine learning driven prediction of cerebrospinal fluid rhinorrhoea following endonasal skull base surgery: A multicentre prospective observational study
Publicado: (2023)

Editorial: Novel Methods for Oncologic Imaging Analysis: Radiomics, Machine Learning, and Artificial Intelligence
por: Xu, Hanyue, et al.
Publicado: (2021)

Anterior Mediastinal Lesion Segmentation Based on Two-Stage 3D ResUNet With Attention Gates and Lung Segmentation
por: Huang, Su, et al.
Publicado: (2021)

Machine Learning Models for Classifying High- and Low-Grade Gliomas: A Systematic Review and Quality of Reporting Analysis
por: Bahar, Ryan C., et al.
Publicado: (2022)

Particle Beam Radiation Therapy for Skull Base Sarcomas
por: Yang, Jing, et al.
Publicado: (2020)

Editorial: Advances in the Diagnosis and Treatment of Skull Base Tumours
por: Cleere, Eoin F., et al.
Publicado: (2022)

Editorial: Endoscopic transorbital surgery for skull base tumors
por: Kong, Doo-Sik, et al.
Publicado: (2022)

The role of particle radiotherapy in the treatment of skull base tumors
por: Iannalfi, Alberto, et al.
Publicado: (2023)

Risk-Aware Machine Learning Classifier for Skin Lesion Diagnosis
por: Mobiny, Aryan, et al.
Publicado: (2019)

Radiomics Study for Discriminating Second Primary Lung Cancers From Pulmonary Metastases in Pulmonary Solid Lesions
por: Zhong, Feiyang, et al.
Publicado: (2022)

Survival Prediction in Gallbladder Cancer Using CT Based Machine Learning
por: Liu, Zefan, et al.
Publicado: (2020)

Weighted-Support Vector Machine Learning Classifier of Circulating Cytokine Biomarkers to Predict Radiation-Induced Lung Fibrosis in Non-Small-Cell Lung Cancer Patients
por: Yu, Hao, et al.
Publicado: (2021)

Cannot write session to /tmp/vufind_sessions/sess_u7guqc7g8cquva8eovqsv89h3i