Berberine [11]or Ginsenoside 20-O-b-D-Glucopyranosyl-20(S)-Protopanaxadiol [48] inhibit melanoma cell growth and invasion through the activation of AMPK in vitro [11, 48-52]. The gene discussed is PRKAA1; the disease is melanoma.