In our comparison between the normal and early-stage cancer groups, FKBP1A showed the highest significant p-value (p < 0.0001) among all candidate genes (PLD1, p = 0.0078, PSMA4, p = 0.0165). The gene discussed is PLD1; the disease is cancer.