Background: Cisplatin-based NAC is recommended for patients with MIBC prior to radical cystectomy (RC) but the majority will not have a pathologic response. To identify responders the COXEN gene expression model with chemotherapy-specific scores (for DD-MVAC and GC) was developed and in a prospective rPII clinical trial (SWOG S1314) the GC score was associated with path downstaging in the pooled arms. We investigated RNA based molecular subtypes as additional predictive biomarkers for response to NAC in patients treated in S1314. Methods: Eligibility required cT2-T4a N0 M0, predominant urothelial, > 5 mm tumor, cisplatin eligible, and plan for RC and PLND. 237 patients were randomized between 4 cycles of ddMVAC and GC. Based on Affymetrix transcriptomic data used to assign COXEN scores, we determined subtypes using 3 classifiers: TCGA (k=5), Consensus (k=6), and MD Anderson (MDA; k=3). Primary objective was to assess subtype association with pathologic response to NAC in the pooled arms and to determine any association with COXEN. TCGA and Consensus classifiers were collapsed into 3 groups for ROC analyses. We tested whether each classifier contributed additional predictive power when added to a model based on pre-defined stratification factors (PS 0 vs. 1; T2 vs. T3, T4a). Results: 161 patients had adequate tissue and gene expression results, received at least 3 of 4 cycles of NAC and had pT-N response based on RC. Covariates were 78% PS=0, 89% T2, 84% male, median age 65, 51% randomized to ddMVAC, 49% GC with 33% pT0 and 52% downstaging. Although the TCGA 3 group classifier (Basal-Squamous (BS)/Neuronal, Luminal, Luminal infiltrated) and GC Coxen score yielded the largest AUCs (0.607, 0.610) for pT0 response, neither reached statistical significance (p=0.20, p=0.22). For downstaging (<pT2), the 3 category Consensus classifier (BS/NE-like, Luminal, Stroma-rich) significantly increased the AUC from 0.568 (strat factors alone) to 0.620 (p=0.044). The MDA classifier AUC was 0.640 and the GC Coxen score AUC was 0.626, but neither were significant (p=0.076, p=0.14. The MVAC Coxen score did not improve the AUC beyond the stratification factors. Conclusions: The Consensus classifier, which is based in part on the TCGA and MDA classifiers, modestly improved prediction for pathologic downstaging when added to clinical stage and PS. With additional followup, we will assess the association of COXEN scores and subtypes with overall survival. Clinical trial information: NCT02177695.