Identifying cancer biomarkers by network-constrained support vector machines

Mathematics

• Biomarkers 76%
• Support Vector Machine 74%
• Cancer 61%
• Signaling Pathways 30%
• Metastasis 25%
• Performance Prediction 24%
• Breast Cancer 24%
• Gene 19%
• Gene Expression Data 13%
• Classifier 7%
• Signature 6%
• Prediction 5%
• Protein-protein Interaction 5%
• Apoptosis 5%
• Cell Proliferation 4%
• Profiling 4%
• Prognosis 4%
• Cell Cycle 4%
• Microarray Data 4%
• Gene Expression 4%
• Pathway 3%
• Progression 3%
• Protein 3%
• Experimental Results 3%
• Statistical method 3%
• Predict 3%
• Background 2%
• Interaction 2%
• Simulation Study 2%
• Performance 1%
• Model 1%

Engineering & Materials Science

• Tumor Biomarkers 100%
• Biomarkers 74%
• Support vector machines 47%
• Genes 37%
• Gene expression 29%
• Proteins 18%
• Set theory 12%
• Cell proliferation 9%
• Cell death 9%
• Classifiers 9%
• Microarrays 7%
• Cells 6%
• Network performance 6%
• Statistical methods 5%

Medicine & Life Sciences

• Support Vector Machine 72%
• Tumor Biomarkers 58%
• Biomarkers 38%
• Breast Neoplasms 25%
• Datasets 21%
• Neoplasm Metastasis 20%
• Genes 16%
• Gene Expression 15%
• Proteins 7%
• Neoplasm Genes 7%
• Transforming Growth Factor beta 6%
• Cell Cycle 5%
• Cell Proliferation 4%
• Neoplasms 4%
• Apoptosis 4%
• Therapeutics 1%