Predicting Breast Cancer Molecular Subtype with MRI Dataset Utilizing Convolutional Neural Network Algorithm

MRI texture analysis in differentiating luminal A and luminal B breast cancer molecular subtypes - a feasibility study

(2017) Kirsi Holli-Helenius et al.   BMC MEDICAL IMAGING

Radiomic analysis reveals DCE-MRI features for prediction of molecular subtypes of breast cancer

(2017) Ming Fan et al.   PLoS One

Breast Cancer Molecular Subtype as a Predictor of the Utility of Preoperative MRI

(2015) Richard Ha et al.   AMERICAN JOURNAL OF ROENTGENOLOGY

MRI phenotype of breast cancer: Kinetic assessment for molecular subtypes

(2015) Eric Blaschke 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

Deep learning

(2015) Yann LeCun et al.   NATURE

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

(2015) Shota Yamamoto et al.   RADIOLOGY

Cancer statistics, 2014

(2014) Rebecca Siegel et al.   CA-A CANCER JOURNAL FOR CLINICIANS

Computerized Image Analysis for Identifying Triple-Negative Breast Cancers and Differentiating Them from Other Molecular Subtypes of Breast Cancer on Dynamic Contrast-enhanced MR Images: A Feasibility Study

(2014) Shannon C. Agner 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

Patterns of Recurrence and Outcome According to Breast Cancer Subtypes in Lymph Node–Negative Disease: Results From International Breast Cancer Study Group Trials VIII and IX

(2013) Otto Metzger-Filho et al.   JOURNAL OF CLINICAL ONCOLOGY

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

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

Radiomics: the process and the challenges

(2012) Virendra Kumar et al.   MAGNETIC RESONANCE IMAGING

Strategies for subtypes—dealing with the diversity of breast cancer: highlights of the St Gallen International Expert Consensus on the Primary Therapy of Early Breast Cancer 2011

(2011) A. Goldhirsch et al.   ANNALS OF ONCOLOGY

MRI for breast cancer screening, diagnosis, and treatment

(2011) Monica Morrow et al.   LANCET

Computerized three-class classification of MRI-based prognostic markers for breast cancer

(2011) Neha Bhooshan et al.   PHYSICS IN MEDICINE AND BIOLOGY

Cancerous Breast Lesions on Dynamic Contrast-enhanced MR Images: Computerized Characterization for Image-based Prognostic Markers

(2010) Neha Bhooshan et al.   RADIOLOGY

Presenting Features of Breast Cancer Differ by Molecular Subtype

(2009) Lisa Wiechmann et al.   ANNALS OF SURGICAL ONCOLOGY

Diagnostic Breast MR Imaging: Current Status and Future Directions

(2009) Elizabeth A. Morris   Magnetic Resonance Imaging Clinics of North America

Breast Cancer Subtype Approximated by Estrogen Receptor, Progesterone Receptor, and HER-2 Is Associated With Local and Distant Recurrence After Breast-Conserving Therapy

(2008) Paul L. Nguyen et al.   JOURNAL OF CLINICAL ONCOLOGY