Predicting survival probability (or any other response variable) from gene expression data presents some challenging problems, because the number of variables is typically much larger than the sample size. I will briefly mention a few methods that are used for dimension reduction.
Frobish, Daniel, "Predicting Survival Probability Based on Gene Expression Levels" (2013). 2013 Presentations. 5.