The significant scientific figure known for her groundbreaking cancer research is Marie Curie. She was the first woman to win a Nobel Prize and remains the only person to win in two different scientific fields: Physics and Chemistry. Curie's pioneering work in radioactivity advanced our understanding of cancer treatment and diagnostics. Her legacy continues to inspire ongoing research in oncology and emphasizes the vital role of women in science.