T, N, and M categories did not individually retain significant effects (p > 0.10) on TNF-α once tumor markers were included, indicating that the relationship between advanced disease (especially T4 and M1) and TNF-α was largely captured by the elevated tumor marker levels. This evidence concerns the gene TNF and neoplasm.