500 Background: The Memorial Sloan Kettering Cancer Center (MSKCC) prognostic score is based on clinical parameters and has several limitations. We analyzed whole blood mRNA expression in mCCRCC patients (pts) and compared it to MSKCC for predicting overall survival (OS). Methods: A prospective collection of whole blood in PAXgene RNA tubes from mCCRCC pts was performed between 2011 and 2015 with uniform processing. A discovery set (DS) of 19 randomly selected pt samples was used to generate whole transcriptome RNA sequencing and signatures describing differential gene expression patterns associated with OS. We calculated the fragment per kilobase of transcript per million (FPKM) of each transcript and gene to identify correlations between the differentially expressed genes and MSKCC score. Candidate genes were selected based on statistical significance (p<0.05) and associations with OS. In an independent validation set (VS) of 47 pts with mCCRCC, we used the nCounter Analysis System (NanoString Technologies, Seattle, WA, USA) to quantify gene transcript expression selected from the DS. Cox regression and Kaplan-Meier analysis were used for association of candidate mRNAs in the VS with OS (time of metastatic recurrence to death or last follow-up). We compared our gene signature to the MSKCC prognostic score for poor versus good survival. Results: In the DS, at a median follow-up of 4.13 years (yrs) (range: 1.3-4.5), 11 patients had died. We identified eighteen genes in the DS with statistically significant differential gene expression patterns and ability to discriminate patient OS. In the VS at a median follow-up of 4.9 yrs (range: 0.1-11.3), twenty-five patients had died. We confirmed two of the eighteen selected genes that had strong prognostic significance: BAG1 [hazard ratio (HR) 0.31, p=0.007] and NOP56 [HR 0.28, p=0.004]. Comparing OS between good and poor outcome groups for these 2 scores, our two-gene panel had higher prognostic ability (HR 20.07, p <0.0001) than the MSKCC prognostic score (HR 3.19, p 0.04). Conclusions: Prognostic value of using whole blood mRNA gene profiling in mCCRCC is feasible and should be prospectively confirmed in larger studies.