Deep Learning vs. Radiomics for Predicting Axillary Lymph Node Metastasis of Breast Cancer Using Ultrasound Images: Don't Forget the Peritumoral Region

Is axillary ultrasound imaging necessary for all patients with breast cancer?

(2018) M. Ahmed et al.   BRITISH JOURNAL OF SURGERY

Cancer statistics, 2018

(2018) Rebecca L. Siegel et al.   CA-A CANCER JOURNAL FOR CLINICIANS

Identifying Medical Diagnoses and Treatable Diseases by Image-Based Deep Learning

(2018) Daniel S. Kermany et al.   CELL

Invasive Breast Cancer: Prognostic Value of Peritumoral Edema Identified at Preoperative MR Imaging

(2018) Hyejin Cheon et al.   RADIOLOGY

The MR radiomic signature can predict preoperative lymph node metastasis in patients with esophageal cancer

(2018) Jinrong Qu et al.   EUROPEAN RADIOLOGY

Preoperative prediction of sentinel lymph node metastasis in breast cancer by radiomic signatures from dynamic contrast-enhanced MRI

(2018) Chunling Liu et al.   JOURNAL OF MAGNETIC RESONANCE IMAGING

Clinically applicable deep learning for diagnosis and referral in retinal disease

(2018) Jeffrey De Fauw et al.   NATURE MEDICINE

Development and Validation of an MRI-Based Radiomics Signature for the Preoperative Prediction of Lymph Node Metastasis in Bladder Cancer

(2018) Shaoxu Wu et al.   EBioMedicine

The influence of breast cancer subtypes on axillary ultrasound accuracy: A retrospective single center analysis of 583 women

(2018) Helfgott et al.   EJSO

Radiomic versus Convolutional Neural Networks Analysis for Classification of Contrast-enhancing Lesions at Multiparametric Breast MRI

(2018) Daniel Truhn et al.   RADIOLOGY

Preoperative prediction of sentinel lymph node metastasis in breast cancer based on radiomics of T2-weighted fat-suppression and diffusion-weighted MRI

(2017) Yuhao Dong et al.   EUROPEAN RADIOLOGY

Large scale deep learning for computer aided detection of mammographic lesions

(2017) Thijs Kooi et al.   MEDICAL IMAGE ANALYSIS

Dermatologist-level classification of skin cancer with deep neural networks

(2017) Andre Esteva et al.   NATURE

Radiomics: the bridge between medical imaging and personalized medicine

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

Heterogeneous Enhancement Patterns of Tumor-adjacent Parenchyma at MR Imaging Are Associated with Dysregulated Signaling Pathways and Poor Survival in Breast Cancer

(2017) Jia Wu et al.   RADIOLOGY

A Fully-Automatic Multiparametric Radiomics Model: Towards Reproducible and Prognostic Imaging Signature for Prediction of Overall Survival in Glioblastoma Multiforme

(2017) Qihua Li et al.   Scientific Reports

Development and Validation of a Radiomics Nomogram for Preoperative Prediction of Lymph Node Metastasis in Colorectal Cancer

(2016) Yan-qi Huang et al.   JOURNAL OF CLINICAL ONCOLOGY

Efficacy of physical examination, ultrasound, and ultrasound combined with fine-needle aspiration for axilla staging of primary breast cancer

(2015) Yu Feng et al.   BREAST CANCER RESEARCH AND TREATMENT

Tumor-Infiltrating Lymphocytes in Breast Cancer: Ready for Prime Time?

(2015) Alberto Ocaña et al.   JOURNAL OF CLINICAL ONCOLOGY

Feature Selection with theBorutaPackage

(2015) Miron B. Kursa et al.   Journal of Statistical Software

Stiffness of the surrounding tissue of breast lesions evaluated by ultrasound elastography

(2014) JianQiao Zhou et al.   EUROPEAN RADIOLOGY

Sentinel Lymph Node Biopsy for Patients With Early-Stage Breast Cancer: American Society of Clinical Oncology Clinical Practice Guideline Update

(2014) Gary H. Lyman et al.   JOURNAL OF CLINICAL ONCOLOGY

Focal breast edema associated with malignancy on T2-weighted images of breast MRI: peritumoral edema, prepectoral edema, and subcutaneous edema

(2014) Takayoshi Uematsu   Breast Cancer

Decoding tumour phenotype by noninvasive imaging using a quantitative radiomics approach

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

Background Parenchymal Signal Enhancement Ratio at Preoperative MR Imaging: Association with Subsequent Local Recurrence in Patients with Ductal Carcinoma in Situ after Breast Conservation Surgery

(2013) Sun-Ah Kim et al.   RADIOLOGY

Peritumoral lymphangiogenesis induced by vascular endothelial growth factor C and D promotes lymph node metastasis in breast cancer patients

(2012) Ying-Chun Zhao et al.   World Journal of Surgical Oncology

Axillary Dissection vs No Axillary Dissection in Women With Invasive Breast Cancer and Sentinel Node Metastasis

(2011) Armando E. Giuliano   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Population-Based Study of Peritumoral Lymphovascular Invasion and Outcome Among Patients With Operable Breast Cancer

(2009) Bent Ejlertsen et al.   JNCI-Journal of the National Cancer Institute

Breast Stromal Enhancement on MRI Is Associated with Response to Neoadjuvant Chemotherapy

(2008) Jona Hattangadi et al.   AMERICAN JOURNAL OF ROENTGENOLOGY