Stacked Sparse Autoencoder (SSAE) for Nuclei Detection on Breast Cancer Histopathology Images

Jun Xu, Lei Xiang, Qingshan Liu, +3

IEEE Transactions on Medical Imaging

Convolutional Neural NetworkEngineeringMachine LearningDigital PathologyDiagnostic Imaging +19

Intratumoral and peritumoral radiomics for the pretreatment prediction of pathological complete response to neoadjuvant chemotherapy based on breast DCE-MRI

Nathaniel Braman, Maryam Etesami, Prateek Prasanna, +5

Breast Cancer Research

Automatic detection of invasive ductal carcinoma in whole slide images with convolutional neural networks

Ángel Cruz-Roa, Ajay Basavanhally, Fabio A. González, +6

Proceedings of SPIE, the International Society for Optical Engineering/Proceedings of SPIE

Convolutional Neural NetworkEngineeringMachine LearningDigital PathologySurgery +21

Accurate and reproducible invasive breast cancer detection in whole-slide images: A Deep Learning approach for quantifying tumor extent

Ángel Cruz-Roa, Hannah Gilmore, Ajay Basavanhally, +6

Scientific Reports

Convolutional Neural NetworkEngineeringWhole-slide ImagingMachine LearningDigital Pathology +22

A Deep Convolutional Neural Network for segmenting and classifying epithelial and stromal regions in histopathological images

Jun Xu, Xiaofei Luo, Guanhao Wang, +2

Neurocomputing

Convolutional Neural NetworkImage AnalysisEngineeringMedical ImagingMedical Image Computing +12

Genetic Predisposition Directs Breast Cancer Phenotype by Dictating Progenitor Cell Fate

Theresa A. Proia, Patricia J. Keller, Piyush B. Gupta, +9

Cell stem cell

Lineage PlasticityBreast OncologyDevelopmental BiologyTumor HeterogeneityGenetics +7

Homophilic CD44 Interactions Mediate Tumor Cell Aggregation and Polyclonal Metastasis in Patient-Derived Breast Cancer Models

Xia Liu, Rokana Taftaf, Madoka Kawaguchi, +22

Cancer Discovery

Mitosis detection in breast cancer pathology images by combining handcrafted and convolutional neural network features

Haibo Wang, Ángel Cruz-Roa, Ajay Basavanhally, +6

Journal of Medical Imaging

Convolutional Neural NetworkEngineeringMachine LearningDigital PathologyPathology +22

HistoQC: An Open-Source Quality Control Tool for Digital Pathology Slides

Andrew Janowczyk, Ren Zuo, Hannah Gilmore, +2

JCO Clinical Cancer Informatics

Association of Peritumoral Radiomics With Tumor Biology and Pathologic Response to Preoperative Targeted Therapy for<i>HER2 (ERBB2)</i>–Positive Breast Cancer

Nathaniel Braman, Prateek Prasanna, Jon Whitney, +17

JAMA Network Open