Background, current role, and potential applications of radiogenomics

A novel representation of inter-site tumour heterogeneity from pre-treatment computed tomography textures classifies ovarian cancers by clinical outcome

(2017) Hebert Alberto Vargas et al.   EUROPEAN RADIOLOGY

Prostate-specific membrane antigen PET/MRI validation of MR textural analysis for detection of transition zone prostate cancer

(2017) Anthony Bates et al.   EUROPEAN RADIOLOGY

Evaluation of MRI for diagnosis of extraprostatic extension in prostate cancer

(2017) Satheesh Krishna et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

Multiregional Radiogenomic Assessment of Prostate Microenvironments with Multiparametric MR Imaging and DNA Whole-Exome Sequencing of Prostate Glands with Adenocarcinoma

(2017) Neema Jamshidi et al.   RADIOLOGY

Transcriptomics technologies

(2017) Rohan Lowe et al.   PLoS Computational Biology

Metabolomics and Cardiology: Toward the Path of Perinatal Programming and Personalized Medicine

(2017) Roberta Pintus et al.   Biomed Research International

Exploitation of Gene Expression and Cancer Biomarkers in Paving the Path to Era of Personalized Medicine

(2017) Hala Fawzy Mohamed Kamel et al.   GENOMICS PROTEOMICS & BIOINFORMATICS

Quantification of hepatocellular carcinoma heterogeneity with multiparametric magnetic resonance imaging

(2017) Stefanie J. Hectors et al.   Scientific Reports

‘Omics Approaches in Breast Cancer Research and Clinical Practice

(2016) Priyakshi Kalita-de Croft et al.   ADVANCES IN ANATOMIC PATHOLOGY

Whole-Tumor Quantitative Apparent Diffusion Coefficient Histogram and Texture Analysis to Predict Gleason Score Upgrading in Intermediate-Risk 3 + 4 = 7 Prostate Cancer

(2016) Radu Rozenberg et al.   AMERICAN JOURNAL OF ROENTGENOLOGY

Quantitative Multiparametric MRI Features and PTEN Expression of Peripheral Zone Prostate Cancer: A Pilot Study

(2016) Stephanie M. McCann et al.   AMERICAN JOURNAL OF ROENTGENOLOGY

Incorporation of tissue-based genomic biomarkers into localized prostate cancer clinics

(2016) Marco Moschini et al.   BMC Medicine

Imaging genomics in cancer research: limitations and promises

(2016) Harrison X Bai et al.   BRITISH JOURNAL OF RADIOLOGY

Mass-forming intrahepatic cholangiocarcinoma: Enhancement patterns in the arterial phase of dynamic hepatic CT - Correlation with clinicopathological findings

(2016) Nobuhiro Fujita et al.   EUROPEAN RADIOLOGY

ESUR recommendations for MR imaging of the sonographically indeterminate adnexal mass: an update

(2016) Rosemarie Forstner et al.   EUROPEAN RADIOLOGY

“Textural analysis of multiparametric MRI detects transition zone prostate cancer”

(2016) Harbir S. Sidhu et al.   EUROPEAN RADIOLOGY

T2-weighted MRI-derived textural features reflect prostate cancer aggressiveness: preliminary results

(2016) Gabriel Nketiah et al.   EUROPEAN RADIOLOGY

Quantitative DWI implemented after DCE-MRI yields increased specificity for BI-RADS 3 and 4 breast lesions

(2016) Hildebrand Dijkstra et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

Malignancy characterization of hepatocellular carcinomas based on texture analysis of contrast-enhanced MR images

(2016) Wu Zhou et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

Breast cancer molecular subtype classifier that incorporates MRI features

(2016) Elizabeth J. Sutton et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

Haralick textural features onT2-weighted MRI are associated with biochemical recurrence following radiotherapy for peripheral zone prostate cancer

(2016) Khémara Gnep et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

A combinatorial radiographic phenotype may stratify patient survival and be associated with invasion and proliferation characteristics in glioblastoma

(2016) Arvind Rao et al.   JOURNAL OF NEUROSURGERY

Multiparametric MR Imaging of Breast Cancer

(2016) Habib Rahbar et al.   Magnetic Resonance Imaging Clinics of North America

Can Current Preoperative Imaging Be Used to Detect Microvascular Invasion of Hepatocellular Carcinoma?

(2016) Matteo Renzulli et al.   RADIOLOGY

Imaging in the Age of Precision Medicine: Summary of the Proceedings of the 10th Biannual Symposium of the International Society for Strategic Studies in Radiology

(2016) Christian J. Herold et al.   RADIOLOGY

Quantitative Sodium MR Imaging at 7 T: Initial Results and Comparison with Diffusion-weighted Imaging in Patients with Breast Tumors

(2016) Olgica Zaric et al.   RADIOLOGY

Evaluation of Breast Lipid Composition in Patients with Benign Tissue and Cancer by Using Multiple Gradient-Echo MR Imaging

(2016) Melanie Freed et al.   RADIOLOGY

MR Imaging Radiomics Signatures for Predicting the Risk of Breast Cancer Recurrence as Given by Research Versions of MammaPrint, Oncotype DX, and PAM50 Gene Assays

(2016) Hui Li et al.   RADIOLOGY

Radiomics: Images Are More than Pictures, They Are Data

(2016) Robert J. Gillies et al.   RADIOLOGY

The favorable prognosis after operative resection of hypervascular intrahepatic cholangiocarcinoma: A clinicopathologic and immunohistochemical study

(2016) Mehmet Akif Türkoğlu et al.   SURGERY

Functional MRI for the prediction of treatment response in head and neck squamous cell carcinoma: potential and limitations

(2016) Ann D. King et al.   CANCER IMAGING

Association of multiparametric MRI quantitative imaging features with prostate cancer gene expression in MRI-targeted prostate biopsies

(2016) Radka Stoyanova et al.   Oncotarget

CT textural analysis of hepatic metastatic colorectal cancer: pre-treatment tumor heterogeneity correlates with pathology and clinical outcomes

(2015) Meghan G. Lubner et al.   ABDOMINAL IMAGING

Hepatocellular Carcinoma

(2015) Richard L. Hesketh et al.   AMERICAN JOURNAL OF CLINICAL ONCOLOGY-CANCER CLINICAL TRIALS

Prostate Cancer: Utility of Whole-Lesion Apparent Diffusion Coefficient Metrics for Prediction of Biochemical Recurrence After Radical Prostatectomy

(2015) Andrew B. Rosenkrantz et al.   AMERICAN JOURNAL OF ROENTGENOLOGY

Imaging Tumor Metabolism Using In Vivo Magnetic Resonance Spectroscopy

(2015) Yan Li et al.   CANCER JOURNAL

Proton magnetic resonance spectroscopy in oncology: the fingerprints of cancer?

(2015) Roberto García Figueiras et al.   Diagnostic and Interventional Radiology

Magnetic resonance imaging texture analysis classification of primary breast cancer

(2015) S. A. Waugh et al.   EUROPEAN RADIOLOGY

Breast MRI: EUSOBI recommendations for women’s information

(2015) Ritse M. Mann et al.   EUROPEAN RADIOLOGY

Haralick texture analysis of prostate MRI: utility for differentiating non-cancerous prostate from prostate cancer and differentiating prostate cancers with different Gleason scores

(2015) Andreas Wibmer et al.   EUROPEAN RADIOLOGY

A computed tomography radiogenomic biomarker predicts microvascular invasion and clinical outcomes in hepatocellular carcinoma

(2015) Sudeep Banerjee et al.   HEPATOLOGY

Pharmacokinetic Tumor Heterogeneity as a Prognostic Biomarker for Classifying Breast Cancer Recurrence Risk

(2015) Majid Mahrooghy et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Breast cancer subtype intertumor heterogeneity: MRI-based features predict results of a genomic assay

(2015) Elizabeth J. Sutton et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

Breast MRI radiogenomics: Current status and research implications

(2015) Lars J. Grimm   JOURNAL OF MAGNETIC RESONANCE IMAGING

MRI phenotype of breast cancer: Kinetic assessment for molecular subtypes

(2015) Eric Blaschke et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

Histogram analysis of apparent diffusion coefficient at 3.0t: Correlation with prognostic factors and subtypes of invasive ductal carcinoma

(2015) Eun Jeong Kim et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

Computational approach to radiogenomics of breast cancer: Luminal A and luminal B molecular subtypes are associated with imaging features on routine breast MRI extracted using computer vision algorithms

(2015) Lars J. Grimm et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

Multiparametric Magnetic Resonance Imaging Predicts Postoperative Pathology but Misses Aggressive Prostate Cancers as Assessed by Cell Cycle Progression Score

(2015) Raphaële Renard-Penna et al.   JOURNAL OF UROLOGY

Whole–genome characterization of chemoresistant ovarian cancer

(2015) Ann-Marie Patch et al.   NATURE

Somatic mutations associated with MRI-derived volumetric features in glioblastoma

(2015) David A. Gutman et al.   NEURORADIOLOGY

Association between Morphologic CT Imaging Traits and Prognostically Relevant Gene Signatures in Women with High-Grade Serous Ovarian Cancer: A Hypothesis-generating Study

(2015) Hebert Alberto Vargas et al.   RADIOLOGY

Breast Cancer: Radiogenomic Biomarker Reveals Associations among Dynamic Contrast-enhanced MR Imaging, Long Noncoding RNA, and Metastasis

(2015) Shota Yamamoto et al.   RADIOLOGY

Deciphering Genomic Underpinnings of Quantitative MRI-based Radiomic Phenotypes of Invasive Breast Carcinoma

(2015) Yitan Zhu et al.   Scientific Reports

Moreton Lecture: Imaging in the Age of Precision Medicine

(2015) James H. Thrall   Journal of the American College of Radiology

Radiogenomics: What It Is and Why It Is Important

(2015) Maciej A. Mazurowski   Journal of the American College of Radiology

Anatomical, Physiological, and Molecular Imaging for Pancreatic Cancer: Current Clinical Use and Future Implications

(2015) John Chang et al.   Biomed Research International

CT texture analysis in colorectal liver metastases: A better way than size and volume measurements to assess response to chemotherapy?

(2015) Sheng-Xiang Rao et al.   United European Gastroenterology Journal

Proton magnetic resonance spectroscopy in oncology: the fingerprints of cancer?

(2015) Roberto García Figueiras et al.   Diagnostic and Interventional Radiology

False Discovery Rates in PET and CT Studies with Texture Features: A Systematic Review

(2015) Anastasia Chalkidou et al.   PLoS One

Cholangiocarcinoma: Correlation between Molecular Profiling and Imaging Phenotypes

(2015) Eran Sadot et al.   PLoS One

Regional Chemotherapy for Unresectable Intrahepatic Cholangiocarcinoma: A Potential Role for Dynamic Magnetic Resonance Imaging as an Imaging Biomarker and a Survival Update from Two Prospective Clinical Trials

(2014) Ioannis T. Konstantinidis et al.   ANNALS OF SURGICAL ONCOLOGY

Imaging genomic mapping of an invasive MRI phenotype predicts patient outcome and metabolic dysfunction: a TCGA glioma phenotype research group project

(2014) Rivka R Colen et al.   BMC Medical Genomics

Radiogenomics and Imaging Phenotypes in Glioblastoma: Novel Observations and Correlation with Molecular Characteristics

(2014) Benjamin M. Ellingson   Current Neurology and Neuroscience Reports

Effect of b value and pre-admission of contrast on diagnostic accuracy of 1.5-T breast DWI: a systematic review and meta-analysis

(2014) Monique D. Dorrius et al.   EUROPEAN RADIOLOGY

Radiogenomics: the search for genetic predictors of radiotherapy response

(2014) Sarah L Kerns et al.   Future Oncology

Radiogenomics: Radiobiology Enters the Era of Big Data and Team Science

(2014) Barry S. Rosenstein et al.   INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS

Estimating age and ethnic variation in the histological prevalence of prostate cancer to inform the impact of screening policies

(2014) Jose Leal et al.   INTERNATIONAL JOURNAL OF UROLOGY

Whole-lesion apparent diffusion coefficient metrics as a marker of percentage Gleason 4 component within Gleason 7 prostate cancer at radical prostatectomy

(2014) Andrew B. Rosenkrantz et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

Arterial spin labeling MRI: Clinical applications in the brain

(2014) Nicholas A. Telischak et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

Glioblastoma Multiforme: Exploratory Radiogenomic Analysis by Using Quantitative Image Features

(2014) Olivier Gevaert et al.   RADIOLOGY

Radiogenomic Analysis of Breast Cancer: Luminal B Molecular Subtype Is Associated with Enhancement Dynamics at MR Imaging

(2014) Maciej A. Mazurowski et al.   RADIOLOGY

Behind the Numbers: Decoding Molecular Phenotypes with Radiogenomics—Guiding Principles and Technical Considerations

(2014) Michael D. Kuo et al.   RADIOLOGY

Identification of Intrinsic Imaging Phenotypes for Breast Cancer Tumors: Preliminary Associations with Gene Expression Profiles

(2014) Ahmed Bilal Ashraf et al.   RADIOLOGY

Intratumoral heterogeneity of the distribution of kinetic parameters in breast cancer: comparison based on the molecular subtypes of invasive breast cancer

(2014) Ken Yamaguchi et al.   Breast Cancer

Whole-liver CT texture analysis in colorectal cancer: Does the presence of liver metastases affect the texture of the remaining liver?

(2014) Sheng-Xiang Rao et al.   United European Gastroenterology Journal

Breast cancer classification by proteomic technologies: Current state of knowledge

(2013) S.W. Lam et al.   CANCER TREATMENT REVIEWS

Combined contrast-enhanced magnetic resonance and diffusion-weighted imaging reading adapted to the “Breast Imaging Reporting and Data System” for multiparametric 3-T imaging of breast lesions

(2013) K. Pinker et al.   EUROPEAN RADIOLOGY

Correlations between apparent diffusion coefficient values of invasive ductal carcinoma and pathologic factors on diffusion-weighted MRI at 3.0 Tesla

(2013) Sung Hee Park et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

Biomedical applications of sodium MRI in vivo

(2013) Guillaume Madelin et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

Diffusion Weighted Magnetic Resonance Imaging of the Breast

(2013) Savannah C. Partridge et al.   Magnetic Resonance Imaging Clinics of North America

Clinical applications of arterial spin labeling

(2013) Jonathan M. Watts et al.   NMR IN BIOMEDICINE

The Added Role of MR Imaging in Treatment Stratification of Patients with Gynecologic Malignancies: What the Radiologist Needs to Know

(2013) Evis Sala et al.   RADIOLOGY

Illuminating Radiogenomic Characteristics of Glioblastoma Multiforme through Integration of MR Imaging, Messenger RNA Expression, and DNA Copy Number Variation

(2013) Neema Jamshidi et al.   RADIOLOGY

Pharmacokinetic parameters derived from dynamic contrast enhanced MRI of cervical cancers predict chemoradiotherapy outcome

(2013) Erlend K.F. Andersen et al.   RADIOTHERAPY AND ONCOLOGY

Radiogenomic Analysis of Breast Cancer Using MRI: A Preliminary Study to Define the Landscape

(2012) Shota Yamamoto et al.   AMERICAN JOURNAL OF ROENTGENOLOGY

Molecular subclasses of breast cancer: how do we define them? The IMPAKT 2012 Working Group Statement

(2012) S. Guiu et al.   ANNALS OF ONCOLOGY

Hypoxia-Induced Gene Expression in Chemoradioresistant Cervical Cancer Revealed by Dynamic Contrast-Enhanced MRI

(2012) C. Halle et al.   CANCER RESEARCH

Radiomics: Extracting more information from medical images using advanced feature analysis

(2012) Philippe Lambin et al.   EUROPEAN JOURNAL OF CANCER

Correlations between diffusion-weighted imaging and breast cancer biomarkers

(2012) Laura Martincich et al.   EUROPEAN RADIOLOGY

A Multichannel Markov Random Field Framework for Tumor Segmentation With an Application to Classification of Gene Expression-Based Breast Cancer Recurrence Risk

(2012) Ahmed B. Ashraf et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Radiomics: the process and the challenges

(2012) Virendra Kumar et al.   MAGNETIC RESONANCE IMAGING

Blood oxygenation level-dependent (BOLD)-based techniques for the quantification of brain hemodynamic and metabolic properties - theoretical models and experimental approaches

(2012) Dmitriy A. Yablonskiy et al.   NMR IN BIOMEDICINE

Readout-segmented Echo-planar Imaging Improves the Diagnostic Performance of Diffusion-weighted MR Breast Examinations at 3.0 T

(2012) Wolfgang Bogner et al.   RADIOLOGY

Non–Small Cell Lung Cancer: Identifying Prognostic Imaging Biomarkers by Leveraging Public Gene Expression Microarray Data—Methods and Preliminary Results

(2012) Olivier Gevaert et al.   RADIOLOGY

3-T Dynamic Contrast-Enhanced MRI of the Breast: Pharmacokinetic Parameters Versus Conventional Kinetic Curve Analysis

(2011) Riham H. El Khouli et al.   AMERICAN JOURNAL OF ROENTGENOLOGY

Established, emerging and future applications of FDG-PET/CT in the uterine cancer

(2011) K. Kitajima et al.   CLINICAL RADIOLOGY

Diagnostic usefulness of water-to-fat ratio and choline concentration in malignant and benign breast lesions and normal breast parenchyma: An in vivo 1H MRS study

(2011) Sunitha B. Thakur et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

Improved diagnostic accuracy of breast MRI through combined apparent diffusion coefficients and dynamic contrast-enhanced kinetics

(2011) S. C. Partridge et al.   MAGNETIC RESONANCE IN MEDICINE

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

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

Intrahepatic Mass-forming Cholangiocarcinomas: Enhancement Patterns at Multiphasic CT, with Special Emphasis on Arterial Enhancement Pattern—Correlation with Clinicopathologic Findings

(2011) Sun Ah Kim et al.   RADIOLOGY

Apparent Diffusion Coefficient Values for Discriminating Benign and Malignant Breast MRI Lesions: Effects of Lesion Type and Size

(2010) Savannah C. Partridge et al.   AMERICAN JOURNAL OF ROENTGENOLOGY

Role of PET/CT in Ovarian Cancer

(2010) Priyanka Prakash et al.   AMERICAN JOURNAL OF ROENTGENOLOGY

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

Magnetic resonance imaging of the breast: Recommendations from the EUSOMA working group

(2010) Francesco Sardanelli et al.   EUROPEAN JOURNAL OF CANCER

Staging of uterine cervical cancer with MRI: guidelines of the European Society of Urogenital Radiology

(2010) Corinne Balleyguier et al.   EUROPEAN RADIOLOGY

Establishment of a Radiogenomics Consortium

(2010) Catharine West et al.   INTERNATIONAL JOURNAL OF RADIATION ONCOLOGY BIOLOGY PHYSICS

Differential diagnosis of mammographically and clinically occult breast lesions on diffusion-weighted MRI

(2010) Savannah C. Partridge et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

Detecting blood oxygen level-dependent (BOLD) contrast in the breast

(2010) Rebecca Rakow-Penner et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

Integrated Genome-Wide DNA Copy Number and Expression Analysis Identifies Distinct Mechanisms of Primary Chemoresistance in Ovarian Carcinomas

(2009) D. Etemadmoghadam et al.   CLINICAL CANCER RESEARCH

Staging of endometrial cancer with MRI: Guidelines of the European Society of Urogenital Imaging

(2009) K. Kinkel et al.   EUROPEAN RADIOLOGY

Revised FIGO staging for carcinoma of the cervix

(2009) Sergio Pecorelli et al.   INTERNATIONAL JOURNAL OF GYNECOLOGY & OBSTETRICS

Breast Cancer Molecular Subtypes in Patients With Locally Advanced Disease: Impact on Prognosis, Patterns of Recurrence, and Response to Therapy

(2009) Kathryn E. Huber et al.   SEMINARS IN RADIATION ONCOLOGY

Novel Molecular Subtypes of Serous and Endometrioid Ovarian Cancer Linked to Clinical Outcome

(2008) R. W. Tothill et al.   CLINICAL CANCER RESEARCH

Comprehensive genomic characterization defines human glioblastoma genes and core pathways

(2008) Roger McLendon et al.   NATURE

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