Bulky tumors were associated with local inflammatory factors, while early metastatic disease correlated with TTF1 positivity, elevated LDH, and oncogenic driver mutations, highlighting divergent underlying biology. The gene discussed is TTF1; the disease is metastatic neoplasm.