Imaging patterns predict patient survival and molecular subtype in glioblastoma via machine learning techniques

Advanced Magnetic Resonance Imaging of the Physical Processes in Human Glioblastoma

(2014) Jayashree Kalpathy-Cramer et al.   CANCER RESEARCH

Identifying the survival subtypes of glioblastoma by quantitative volumetric analysis of MRI

(2014) Zhe Zhang et al.   JOURNAL OF NEURO-ONCOLOGY

Survival analysis in patients with newly diagnosed primary glioblastoma multiforme using pre- and post-treatment peritumoral perfusion imaging parameters

(2014) Asim K. Bag et al.   JOURNAL OF NEURO-ONCOLOGY

Computer-extracted MR imaging features are associated with survival in glioblastoma patients

(2014) Maciej A. Mazurowski et al.   JOURNAL OF NEURO-ONCOLOGY

Isoform-level gene signature improves prognostic stratification and accurately classifies glioblastoma subtypes

(2014) Sharmistha Pal et al.   NUCLEIC ACIDS RESEARCH

Pattern Analysis of Dynamic Susceptibility Contrast-enhanced MR Imaging Demonstrates Peritumoral Tissue Heterogeneity

(2014) Hamed Akbari et al.   RADIOLOGY

Glioblastoma Multiforme: Exploratory Radiogenomic Analysis by Using Quantitative Image Features

(2014) Olivier Gevaert et al.   RADIOLOGY

Radiologically Defined Ecological Dynamics and Clinical Outcomes in Glioblastoma Multiforme: Preliminary Results

(2014) Mu Zhou et al.   Translational Oncology

Identifying the mesenchymal molecular subtype of glioblastoma using quantitative volumetric analysis of anatomic magnetic resonance images

(2013) Kourosh M. Naeini et al.   NEURO-ONCOLOGY

Imaging descriptors improve the predictive power of survival models for glioblastoma patients

(2013) M. A. Mazurowski et al.   NEURO-ONCOLOGY

MR Imaging Predictors of Molecular Profile and Survival: Multi-institutional Study of the TCGA Glioblastoma Data Set

(2013) David A. Gutman et al.   RADIOLOGY

Can MRI-derived factors predict the survival in glioblastoma patients treated with postoperative chemoradiation therapy?

(2012) Hideo Nakamura et al.   ACTA RADIOLOGICA

Apparent diffusion coefficient histogram analysis stratifies progression-free and overall survival in patients with recurrent GBM treated with bevacizumab: a multi-center study

(2012) Whitney B. Pope et al.   JOURNAL OF NEURO-ONCOLOGY

Use of magnetic perfusion-weighted imaging to determine epidermal growth factor receptor variant III expression in glioblastoma

(2012) Elana S. Tykocinski et al.   NEURO-ONCOLOGY

Genomic Mapping and Survival Prediction in Glioblastoma: Molecular Subclassification Strengthened by Hemodynamic Imaging Biomarkers

(2012) Rajan Jain et al.   RADIOLOGY

LIBSVM

(2012) Chih-Chung Chang et al.   ACM Transactions on Intelligent Systems and Technology

Serial analysis of imaging parameters in patients with newly diagnosed glioblastoma multiforme

(2011) Y. Li et al.   NEURO-ONCOLOGY

FSL

(2011) Mark Jenkinson et al.   NEUROIMAGE

Radiogenomic Mapping of Edema/Cellular Invasion MRI-Phenotypes in Glioblastoma Multiforme

(2011) Pascal O. Zinn et al.   PLoS One

Integrated Genomic Analysis Identifies Clinically Relevant Subtypes of Glioblastoma Characterized by Abnormalities in PDGFRA, IDH1, EGFR, and NF1

(2010) Roel G.W. Verhaak et al.   CANCER CELL

Deformable Registration of Glioma Images Using EM Algorithm and Diffusion Reaction Modeling

(2010) Ali Gooya et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Predicting survival in glioblastomas using diffusion tensor imaging metrics

(2010) Sona Saksena et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

Radiogenomics: Creating a link between molecular diagnostics and diagnostic imaging

(2009) Aaron M. Rutman et al.   EUROPEAN JOURNAL OF RADIOLOGY

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

Relative Cerebral Blood Volume Values to Differentiate High-Grade Glioma Recurrence from Posttreatment Radiation Effect: Direct Correlation between Image-Guided Tissue Histopathology and Localized Dynamic Susceptibility-Weighted Contrast-Enhanced Perfusion MR Imaging Measurements

(2008) L.S. Hu et al.   AMERICAN JOURNAL OF NEURORADIOLOGY

Prognostic Value of Perfusion MR Imaging of High-Grade Astrocytomas: Long-Term Follow-Up Study

(2008) T. Hirai et al.   AMERICAN JOURNAL OF NEURORADIOLOGY

Relationship of pre-surgery metabolic and physiological MR imaging parameters to survival for patients with untreated GBM

(2008) Forrest W. Crawford et al.   JOURNAL OF NEURO-ONCOLOGY

Identification of noninvasive imaging surrogates for brain tumor gene-expression modules

(2008) Maximilian Diehn et al.   PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA

Gliomas: Predicting Time to Progression or Survival with Cerebral Blood Volume Measurements at Dynamic Susceptibility-weighted Contrast-enhanced Perfusion MR Imaging

(2008) Meng Law et al.   RADIOLOGY