Conversely, modules related to tumor biology (WNT and PI3K-Akt) and stromal biology (TGF-β, collagens, and extracellular matrix) were enriched in nonresponders, as we previously reported in mUC18. This evidence concerns the gene AKT1 and neoplasm.