This study demonstrates that phlorotannins from E. cava act as bioactive marine polyphenols that modulate IL-17RA–Act1 and MAPK signaling, suppress ovarian cancer invasion, and reshape the tumor microenvironment. The gene discussed is TRAF3IP2; the disease is ovarian cancer.