This review aimed to investigate the relationship between FADS1 and FADS2 gene variants and dietary intake, supplementation, or intervention with omega-3 fatty acids, gamma-linolenic acid (GLA), or their combination in cancer patients. The gene discussed is FADS2; the disease is cancer.