Computerized image-based detection and grading of lymphocytic infiltration in HER2+ breast cancer histopathology

Keyphrases

• Lymphocyte Infiltration 100%
• HER2+ Breast Cancer 100%
• Image-based Detection 100%
• Lymphocytes 42%
• Disease Outcome 28%
• Classification Accuracy 28%
• Dimensionality Reduction 28%
• Computer-aided Diagnosis (CADx) 28%
• Embedding Space 28%
• Graph Embedding 28%
• Clinical Significance 14%
• Biopsy Specimen 14%
• Classification Scheme 14%
• Tissue Sampling 14%
• Phenotypic Change 14%
• Molecular Changes 14%
• Nodal Metastasis 14%
• Reduction Strategies 14%
• Distant Recurrence 14%
• Hematoxylin 14%
• Eosin 14%
• Prognostic Indicator 14%
• Popular 14%
• Automatically Identify 14%
• Support Vector Machine Classifier 14%
• Validation Trial 14%
• HER2+ 14%
• Therapy Recommendations 14%
• Markov Random Field 14%
• Predicting Diseases 14%
• Feature Vector 14%
• Breast Cancer Histopathological Images 14%
• Breast Cancer Biopsy 14%
• Nonlinear Dimensionality Reduction 14%
• Architectural Features 14%
• Delaunay Triangulation 14%
• Texton 14%
• Graph Voronoi Diagram 14%
• Minimum Spanning Tree 14%
• Region Growing 14%
• High-dimensional Features 14%
• Smooth Manifold 14%

Medicine and Dentistry

• Histopathology 100%
• Lymphocytic Infiltration 100%
• Human Epidermal Growth Factor Receptor 2 Positive Breast Cancer 100%
• Lymphocyte 42%
• Breast Cancer 28%
• Diseases 28%
• Tumor Biopsy 14%
• Clinician 14%
• Recurrent Disease 14%
• Cross-Validation 14%
• Nodal Metastasis 14%
• Haematoxylin 14%
• Eosin 14%
• Computer-Aided Diagnosis 14%

Neuroscience

• Histopathology 100%
• Lymphocyte 75%
• Support Vector Machine 25%
• Haematoxylin 25%