The famous female scientist known for her work in cancer research is Mary-Claire King, an influential geneticist recognized for identifying the BRCA1 gene associated with breast cancer. Her groundbreaking research has played a critical role in understanding the genetic basis of the disease, allowing for better prevention and treatment strategies. King's contributions have significantly impacted public health and advocacy for cancer awareness and women's health issues.