Prognostic gene signatures for patient stratification in breast cancer - accuracy, stability and interpretability of gene selection approaches using prior knowledge on protein-protein interactions.
Yupeng CunHolger FröhlichPublished in: BMC Bioinform. (2012)
Keyphrases
- breast cancer
- gene selection
- microarray
- breast cancer patients
- wilcoxon rank sum
- protein protein interactions
- selected genes
- cancer patients
- cancer classification
- gene ontology
- microarray data
- high throughput
- gene expression
- gene expression data
- early detection
- logistic regression
- biological processes
- gene expression profiles
- protein interaction
- biological data
- cancer diagnosis
- informative genes
- support vector machine svm
- gene expression datasets
- expression profiles
- computational approaches
- genomic data
- biomedical literature
- high precision
- microarray datasets
- classification accuracy
- data sources
- feature selection
- machine learning
- computational methods
- feature ranking
- systems biology