- Kim, Hyung L;
- Halabi, Susan;
- Li, Ping;
- Mayhew, Greg;
- Simko, Jeff;
- Nixon, Andrew B;
- Small, Eric J;
- Rini, Brian;
- Morris, Michael J;
- Taplin, Mary-Ellen;
- George, Daniel;
- Oncology, for the Alliance for Clinical Trials in
Background
Prognosis associated with metastatic renal cell carcinoma (mRCC) can vary widely.Methods
This study used pretreatment nephrectomy specimens from a randomized phase III trial. Expression levels of candidate genes were determined from archival tumors using the OpenArray® platform for TaqMan® RT-qPCR. The dataset was randomly divided at 2:1 ratio into training (n = 221) and testing (n = 103) sets to develop a multigene prognostic signature.Findings
Gene expressions were measured in 324 patients. In the training set, multiple models testing 424 candidate genes identified a prognostic signature containing 8 genes plus MSKCC clinical risk factors. In the testing set, the time dependent (td) AUC for a prognostic model containing the 8 genes with and without MSKCC risk factors were 0.72 and 0.69, respectively. The tdAUC for the clinical risk factors alone was 0.61. Additional primary mRCCs from patients with mRCC (n = 12) were sampled in multiple sites and standard deviations of gene expressions within a tumor were used as a measure of heterogeneity. All 8 genes in the final prognostic model met our criteria for minimal heterogeneity.Conclusions
A molecular prognostic signature based on 8 genes was developed and is ready for external validation in this patient population and other related settings such as nonmetastatic RCC.