Furthermore, using unsupervised clustering for the de novo unbiased discovery of co-expressed gene modules, we identified a gene module characterized by TNF-α, NFκΒ and IL-17 signaling which is uniquely activated in the tumor-adjacent normal tissue of patients that eventually progress. Here, TNF is linked to neoplasm.