Pathway-gene identification for pancreatic cancer survival via doubly regularized Cox regression.
Haijun GongTong Tong WuEdmund M. ClarkePublished in: BMC Syst. Biol. (2014)
Keyphrases
- survival analysis
- breast cancer
- proportional hazards model
- survival prediction
- gene expression
- gene selection
- regression model
- transcriptional regulatory
- microarray
- regression analysis
- kaplan meier
- regulatory networks
- dna microarray
- survival data
- gene expression profiles
- microarray data
- variable selection
- cancer classification
- least squares
- cancer diagnosis
- cancer datasets
- signaling pathways
- prostate cancer
- machine learning
- gene expression data
- related genes
- data mining methods
- colon cancer
- lung cancer
- predictive modeling
- molecular biology
- linear regression
- cross validation
- model selection
- support vector