Deep learning with convolutional neural network in the assessment of breast cancer molecular subtypes based on US images: a multicenter retrospective study

Breast Cancer Treatment

(2019) Adrienne G. Waks et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Deep learning for identifying radiogenomic associations in breast cancer

(2019) Zhe Zhu et al.   COMPUTERS IN BIOLOGY AND MEDICINE

Conventional US and 2-D Shear Wave Elastography of Virtual Touch Tissue Imaging Quantification: Correlation with Immunohistochemical Subtypes of Breast Cancer

(2019) Hui Liu et al.   ULTRASOUND IN MEDICINE AND BIOLOGY

Breast Ultrasound Image Synthesis using Deep Convolutional Generative Adversarial Networks

(2019) Tomoyuki Fujioka et al.   Diagnostics

Lymph Node Metastasis Prediction from Primary Breast Cancer US Images Using Deep Learning

(2019) Li-Qiang Zhou et al.   RADIOLOGY

Clinical implications of the non-luminal intrinsic subtypes in hormone receptor-positive breast cancer

(2018) Juan Miguel Cejalvo et al.   CANCER TREATMENT REVIEWS

Focal loss for dense object detection

(2018) Tsung-Yi Lin et al.   IEEE TRANSACTIONS ON PATTERN ANALYSIS AND MACHINE INTELLIGENCE

3D Deep Learning from CT Scans Predicts Tumor Invasiveness of Subcentimeter Pulmonary Adenocarcinomas

(2018) Wei Zhao et al.   CANCER RESEARCH

Diagnosis of thyroid cancer using deep convolutional neural network models applied to sonographic images: a retrospective, multicohort, diagnostic study

(2018) Xiangchun Li et al.   LANCET ONCOLOGY

Cardiologist-level arrhythmia detection and classification in ambulatory electrocardiograms using a deep neural network

(2018) Awni Y. Hannun et al.   NATURE MEDICINE

Deep learning for chest radiograph diagnosis: A retrospective comparison of the CheXNeXt algorithm to practicing radiologists

(2018) Pranav Rajpurkar et al.   PLOS MEDICINE

Knowledge-based Collaborative Deep Learning for Benign-Malignant Lung Nodule Classification on Chest CT

(2018) Yutong Xie et al.   IEEE TRANSACTIONS ON MEDICAL IMAGING

Diagnostic Assessment of Deep Learning Algorithms for Detection of Lymph Node Metastases in Women With Breast Cancer

(2017) Babak Ehteshami Bejnordi et al.   JAMA-JOURNAL OF THE AMERICAN MEDICAL ASSOCIATION

Dermatologist-level classification of skin cancer with deep neural networks

(2017) Andre Esteva et al.   NATURE

Cancer statistics in China, 2015

(2016) Wanqing Chen et al.   CA-A CANCER JOURNAL FOR CLINICIANS

Clinical implications of the intrinsic molecular subtypes of breast cancer

(2015) Aleix Prat et al.   BREAST

Androgen Receptor Upregulation Mediates Radioresistance after Ionizing Radiation

(2015) D. E. Spratt et al.   CANCER RESEARCH

Differences in Clinical Outcomes between Luminal A and B Type Breast Cancers according to the St. Gallen Consensus 2013

(2015) Hyo Jung Ahn et al.   Journal of Breast Cancer

Deep learning

(2015) Yann LeCun et al.   NATURE

Clinical management of breast cancer heterogeneity

(2015) Dimitrios Zardavas et al.   Nature Reviews Clinical Oncology

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

(2014) Maciej A. Mazurowski et al.   RADIOLOGY

Personalizing the treatment of women with early breast cancer: highlights of the St Gallen International Expert Consensus on the Primary Therapy of Early Breast Cancer 2013

(2013) A. Goldhirsch et al.   ANNALS OF ONCOLOGY

Prognostic Significance of Progesterone Receptor–Positive Tumor Cells Within Immunohistochemically Defined Luminal A Breast Cancer

(2012) Aleix Prat et al.   JOURNAL OF CLINICAL ONCOLOGY

Comprehensive molecular portraits of human breast tumours

(2012) Daniel C. Koboldt et al.   NATURE

Presenting Features of Breast Cancer Differ by Molecular Subtype

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

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

Subtypes of Breast Cancer Show Preferential Site of Relapse

(2008) M. Smid et al.   CANCER RESEARCH

Estrogen Receptor, Progesterone Receptor, HER-2, and Response to Postmastectomy Radiotherapy in High-Risk Breast Cancer: The Danish Breast Cancer Cooperative Group

(2008) Marianne Kyndi et al.   JOURNAL OF CLINICAL ONCOLOGY