In this investigation, 2895 natural compounds obtained from marine bacteria were selected from the CMNPD database and subjected to virtual screening against the NUDT5 enzyme, which has been shown to be implicated in cancer aggressiveness, particularly in breast cancer [5, 6, 8]. The gene discussed is NUDT5; the disease is breast cancer.