Radiomics in Glioblastoma: Current Status and Challenges Facing Clinical Implementation

Texture analysis on diffusion tensor imaging: discriminating glioblastoma from single brain metastasis

(2018) Karoline Skogen et al.   ACTA RADIOLOGICA

Imaging Genetic Heterogeneity in Glioblastoma and Other Glial Tumors: Review of Current Methods and Future Directions

(2018) Daniel Chow et al.   AMERICAN JOURNAL OF ROENTGENOLOGY

Machine Learning-Based Radiomics for Molecular Subtyping of Gliomas

(2018) Chia-Feng Lu et al.   CLINICAL CANCER RESEARCH

Radiogenomics correlation between MR imaging features and major genetic profiles in glioblastoma

(2018) Eun Kyoung Hong et al.   EUROPEAN RADIOLOGY

Multiregional radiomics features from multiparametric MRI for prediction of MGMT methylation status in glioblastoma multiforme: A multicentre study

(2018) Zhi-Cheng Li et al.   EUROPEAN RADIOLOGY

Phase 2 Study of Bortezomib Combined With Temozolomide and Regional Radiation Therapy for Upfront Treatment of Patients With Newly Diagnosed Glioblastoma Multiforme: Safety and Efficacy Assessment

(2018) Xiao-Tang Kong et al.   INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS

Using Big Data Analytics to Advance Precision Radiation Oncology

(2018) Todd R. McNutt et al.   INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS

Differentiating pseudoprogression from true progression: analysis of radiographic, biologic, and clinical clues in GBM

(2018) Lindsay S. Rowe et al.   JOURNAL OF NEURO-ONCOLOGY

Prediction of survival with multi-scale radiomic analysis in glioblastoma patients

(2018) Ahmad Chaddad et al.   MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING

Recurrent Glioblastoma Treated with Recombinant Poliovirus

(2018) Annick Desjardins et al.   NEW ENGLAND JOURNAL OF MEDICINE

Quantitative radiomic profiling of glioblastoma represents transcriptomic expression

(2018) Doo-Sik Kong et al.   Oncotarget

Radiomic MRI signature reveals three distinct subtypes of glioblastoma with different clinical and molecular characteristics, offering prognostic value beyond IDH1

(2018) Saima Rathore et al.   Scientific Reports

Novel Radiomic Features based on Joint Intensity Matrices for Predicting Glioblastoma Patient Survival Time

(2018) Ahmad Chaddad et al.   IEEE Journal of Biomedical and Health Informatics

Radiomics Evaluation of Histological Heterogeneity Using Multiscale Textures Derived From 3D Wavelet Transformation of Multispectral Images

(2018) Ahmad Chaddad et al.   Frontiers in Oncology

A multi-sequence and habitat-based MRI radiomics signature for preoperative prediction of MGMT promoter methylation in astrocytomas with prognostic implication

(2018) Jingwei Wei et al.   EUROPEAN RADIOLOGY

Non-invasive genotype prediction of chromosome 1p/19q co-deletion by development and validation of an MRI-based radiomics signature in lower-grade gliomas

(2018) Yuqi Han et al.   JOURNAL OF NEURO-ONCOLOGY

A radiomics approach to assess tumour-infiltrating CD8 cells and response to anti-PD-1 or anti-PD-L1 immunotherapy: an imaging biomarker, retrospective multicohort study

(2018) Roger Sun et al.   LANCET ONCOLOGY

CBTRUS Statistical Report: Primary Brain and Other Central Nervous System Tumors Diagnosed in the United States in 2011–2015

(2018) Quinn T Ostrom et al.   NEURO-ONCOLOGY

Prediction of Pseudoprogression versus Progression using Machine Learning Algorithm in Glioblastoma

(2018) Bum-Sup Jang et al.   Scientific Reports

Multimodal 3D DenseNet for IDH Genotype Prediction in Gliomas

(2018) Sen Liang et al.   Genes

BRAF Inhibition in BRAFV600-Mutant Gliomas: Results From the VE-BASKET Study

(2018) Thomas Kaley et al.   JOURNAL OF CLINICAL ONCOLOGY

Volume of high-risk intratumoral subregions at multi-parametric MR imaging predicts overall survival and complements molecular analysis of glioblastoma

(2017) Yi Cui et al.   EUROPEAN RADIOLOGY

Primary central nervous system lymphoma and glioblastoma differentiation based on conventional magnetic resonance imaging by high-throughput SIFT features

(2017) Yinsheng Chen et al.   INTERNATIONAL JOURNAL OF NEUROSCIENCE

Effect of Tumor-Treating Fields Plus Maintenance Temozolomide vs Maintenance Temozolomide Alone on Survival in Patients With Glioblastoma

(2017) Roger Stupp et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Algorithmic three-dimensional analysis of tumor shape in MRI improves prognosis of survival in glioblastoma: a multi-institutional study

(2017) Nicholas Czarnek et al.   JOURNAL OF NEURO-ONCOLOGY

Radiogenomics of lower-grade glioma: algorithmically-assessed tumor shape is associated with tumor genomic subtypes and patient outcomes in a multi-institutional study with The Cancer Genome Atlas data

(2017) Maciej A. Mazurowski et al.   JOURNAL OF NEURO-ONCOLOGY

Imaging correlates for the 2016 update on WHO classification of grade II/III gliomas: implications for IDH, 1p/19q and ATRX status

(2017) Rachel L. Delfanti et al.   JOURNAL OF NEURO-ONCOLOGY

Efficient multi-scale 3D CNN with fully connected CRF for accurate brain lesion segmentation

(2017) Konstantinos Kamnitsas et al.   MEDICAL IMAGE ANALYSIS

A survey on deep learning in medical image analysis

(2017) Geert Litjens et al.   MEDICAL IMAGE ANALYSIS

Radiomics: the bridge between medical imaging and personalized medicine

(2017) Philippe Lambin et al.   Nature Reviews Clinical Oncology

MR-guided radiation therapy: transformative technology and its role in the central nervous system

(2017) Yue Cao et al.   NEURO-ONCOLOGY

MRI features predict survival and molecular markers in diffuse lower-grade gliomas

(2017) Hao Zhou et al.   NEURO-ONCOLOGY

Optimizing a machine learning based glioma grading system using multi-parametric MRI histogram and texture features

(2017) Xin Zhang et al.   Oncotarget

Grading of Gliomas by Using Radiomic Features on Multiple Magnetic Resonance Imaging (MRI) Sequences

(2017) Jiang-bo Qin et al.   MEDICAL SCIENCE MONITOR

A Deep Learning-Based Radiomics Model for Prediction of Survival in Glioblastoma Multiforme

(2017) Jiangwei Lao et al.   Scientific Reports

Diffusion tensor image features predict IDH genotype in newly diagnosed WHO grade II/III gliomas

(2017) Paul Eichinger et al.   Scientific Reports

The 2016 World Health Organization Classification of Tumors of the Central Nervous System: a summary

(2016) David N. Louis et al.   ACTA NEUROPATHOLOGICA

A quantitative study of shape descriptors from glioblastoma multiforme phenotypes for predicting survival outcome

(2016) Ahmad Chaddad et al.   BRITISH JOURNAL OF RADIOLOGY

Fast-mRMR: Fast Minimum Redundancy Maximum Relevance Algorithm for High-Dimensional Big Data

(2016) Sergio Ramírez-Gallego et al.   INTERNATIONAL JOURNAL OF INTELLIGENT SYSTEMS

Extracted magnetic resonance texture features discriminate between phenotypes and are associated with overall survival in glioblastoma multiforme patients

(2016) Ahmad Chaddad et al.   MEDICAL & BIOLOGICAL ENGINEERING & COMPUTING

Radiomic Profiling of Glioblastoma: Identifying an Imaging Predictor of Patient Survival with Improved Performance over Established Clinical and Radiologic Risk Models

(2016) Philipp Kickingereder et al.   RADIOLOGY

Radiogenomics of Glioblastoma: Machine Learning–based Classification of Molecular Characteristics by Using Multiparametric and Multiregional MR Imaging Features

(2016) Philipp Kickingereder et al.   RADIOLOGY

The Potential of Radiomic-Based Phenotyping in Precision Medicine

(2016) Hugo J. W. L. Aerts   JAMA Oncology

Differentiating Tumor Progression from Pseudoprogression in Patients with Glioblastomas Using Diffusion Tensor Imaging and Dynamic Susceptibility Contrast MRI

(2015) S. Wang et al.   AMERICAN JOURNAL OF NEURORADIOLOGY

Evaluation of tumor-derived MRI-texture features for discrimination of molecular subtypes and prediction of 12-month survival status in glioblastoma

(2015) Dalu Yang et al.   MEDICAL PHYSICS

Deep learning

(2015) Yann LeCun et al.   NATURE

Machine Learning methods for Quantitative Radiomic Biomarkers

(2015) Chintan Parmar et al.   Scientific Reports

Comparison of Linear Accelerator and Helical Tomotherapy Plans for Glioblastoma Multiforme Patients

(2014) Timur Koca et al.   Asian Pacific Journal of Cancer Prevention

Residual tumor volume versus extent of resection: predictors of survival after surgery for glioblastoma

(2014) Matthew M. Grabowski et al.   JOURNAL OF NEUROSURGERY

Molecular Subtypes of Glioblastoma Are Relevant to Lower Grade Glioma

(2014) Xiaowei Guan et al.   PLoS One

Quantitative Imaging Network: Data Sharing and Competitive AlgorithmValidation Leveraging The Cancer Imaging Archive

(2014) Jayashree Kalpathy-Cramer et al.   Translational Oncology

Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach

(2014) Hugo J. W. L. Aerts et al.   Nature Communications

Erratum: Corrigendum: Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach

(2014) Hugo J.W.L. Aerts et al.   Nature Communications

Cross-validation pitfalls when selecting and assessing regression and classification models

(2014) Damjan Krstajic et al.   Journal of Cheminformatics

Histogram-Based Apparent Diffusion Coefficient Analysis: An Emerging Tool for Cervical Cancer Characterization?

(2013) Andrew B. Rosenkrantz   AMERICAN JOURNAL OF ROENTGENOLOGY

Relationship Between Imaging Biomarkers of Stage I Cervical Cancer and Poor-Prognosis Histologic Features: Quantitative Histogram Analysis of Diffusion-Weighted MR Images

(2013) Kate Downey et al.   AMERICAN JOURNAL OF ROENTGENOLOGY

Feature selection and survival modeling in The Cancer Genome Atlas

(2013) Hyunsoo Kim et al.   International Journal of Nanomedicine

Comparison between intensity normalization techniques for dynamic susceptibility contrast (DSC)-MRI estimates of cerebral blood volume (CBV) in human gliomas

(2012) Benjamin M. Ellingson et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

Radiomics: the process and the challenges

(2012) Virendra Kumar et al.   MAGNETIC RESONANCE IMAGING

SEMI-SUPERVISED ANALYSIS OF HUMAN BRAIN TUMOURS FROM PARTIALLY LABELED MRS INFORMATION, USING MANIFOLD LEARNING MODELS

(2011) RAÚL CRUZ-BARBOSA et al.   International Journal of Neural Systems

IDH1 and IDH2 Mutations Are Prognostic but not Predictive for Outcome in Anaplastic Oligodendroglial Tumors: A Report of the European Organization for Research and Treatment of Cancer Brain Tumor Group

(2010) M. J. van den Bent et al.   CLINICAL CANCER RESEARCH

Effects of radiotherapy with concomitant and adjuvant temozolomide versus radiotherapy alone on survival in glioblastoma in a randomised phase III study: 5-year analysis of the EORTC-NCIC trial

(2009) Roger Stupp et al.   LANCET ONCOLOGY

Classification of brain tumor type and grade using MRI texture and shape in a machine learning scheme

(2009) Evangelia I. Zacharaki et al.   MAGNETIC RESONANCE IN MEDICINE

Comprehensive genomic characterization defines human glioblastoma genes and core pathways

(2008) Roger McLendon et al.   NATURE