Predicting the molecular subtype of breast cancer and identifying interpretable imaging features using machine learning algorithms

A New Model Incorporating Axillary Ultrasound After Neoadjuvant Chemotherapy to Predict Non-Sentinel Lymph Node Metastasis in Invasive Breast Cancer

(2020) Kai Zhang et al.   Cancer Management and Research

Correlation between imaging features and molecular subtypes of breast cancer in young women (≤30 years old)

(2020) Junlin Huang et al.   JAPANESE JOURNAL OF RADIOLOGY

Prediction of breast cancer molecular subtypes using radiomics signatures of synthetic mammography from digital breast tomosynthesis

(2020) Jinwoo Son et al.   Scientific Reports

Prediction of Molecular Subtypes of Breast Cancer using BI-RADS Features Based on a “White Box” Machine Learning Approach in a Multi-modal Imaging Setting

(2019) Mingxiang Wu et al.   EUROPEAN JOURNAL OF RADIOLOGY

On the interpretability of machine learning-based model for predicting hypertension

(2019) Radwa Elshawi et al.   BMC Medical Informatics and Decision Making

Interpretation of Compound Activity Predictions from Complex Machine Learning Models Using Local Approximations and Shapley Values

(2019) Raquel Rodríguez-Pérez et al.   JOURNAL OF MEDICINAL CHEMISTRY

Cancer Screening in Women

(2019) Alison Vogell et al.   OBSTETRICS AND GYNECOLOGY CLINICS OF NORTH AMERICA

Evaluating the HER-2 status of breast cancer using mammography radiomics features

(2019) Jing Zhou et al.   EUROPEAN JOURNAL OF RADIOLOGY

Breast Cancer Molecular Subtype Prediction by Mammographic Radiomic Features

(2018) Wenjuan Ma et al.   ACADEMIC RADIOLOGY

Radiomics Analysis on Ultrasound for Prediction of Biologic Behavior in Breast Invasive Ductal Carcinoma

(2018) Yi Guo et al.   Clinical Breast Cancer

Screening for breast cancer in 2018— what should we be doing today?

(2018) J.M. Seely et al.   Current Oncology

Current Applications and Future Impact of Machine Learning in Radiology

(2018) Garry Choy et al.   RADIOLOGY

Breast cancer

(2017) Nadia Harbeck et al.   LANCET

Molecular classification of breast cancer: what the pathologist needs to know

(2017) Emad A. Rakha et al.   PATHOLOGY

Screening for Breast Cancer

(2017) Bethany L. Niell et al.   RADIOLOGIC CLINICS OF NORTH AMERICA

Clinical Diagnosis and Management of Breast Cancer

(2016) E. S. McDonald et al.   JOURNAL OF NUCLEAR MEDICINE

A Pictorial Review of Changes in the BI-RADS Fifth Edition

(2016) Ajay Aroor Rao et al.   RADIOGRAPHICS

Machine Learning in Medicine

(2015) R. C. Deo   CIRCULATION

Breast cancer in very young women (

(2015) Yeong Yi An et al.   EUROPEAN JOURNAL OF RADIOLOGY

Clinical management of breast cancer heterogeneity

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

Random Forest ensembles for detection and prediction of Alzheimer's disease with a good between-cohort robustness

(2014) A.V. Lebedev et al.   NeuroImage-Clinical

Is There a Correlation Between Breast Cancer Molecular Subtype Using Receptors as Surrogates and Mammographic Appearance?

(2013) Brigid K. Killelea et al.   ANNALS OF SURGICAL ONCOLOGY

Radiological features of triple-negative breast cancers (73 cases)

(2012) M. Boisserie-Lacroix et al.   Diagnostic and Interventional 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

Characteristics and Outcomes of Breast Cancer in Women With and Without a History of Radiation for Hodgkin's Lymphoma: A Multi-Institutional, Matched Cohort Study

(2011) Elena B. Elkin et al.   JOURNAL OF CLINICAL ONCOLOGY

Triple-negative breast cancer: correlation between imaging and pathological findings

(2009) Eun Sook Ko et al.   EUROPEAN RADIOLOGY

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

The mammographic correlations of a new immunohistochemical classification of invasive breast cancer

(2008) S. Taneja et al.   CLINICAL RADIOLOGY

Estrogen Receptor–Negative Invasive Breast Cancer: Imaging Features of Tumors with and without Human Epidermal Growth Factor Receptor Type 2 Overexpression

(2008) Yingbing Wang et al.   RADIOLOGY