To further confirm our biomarker findings, we observed the protective effect of p-AMPK expression in metformin treated prostate cancer patients where 14/23 patients with p-AMPK did not recur, whereas only 8/26 with p-AMPK expression recurred (p <0.05). Here, PRKAA1 is linked to prostate cancer.