This prospective cohort study assessed pre-chemotherapy frailty using a comprehensive geriatric assessment in 178 elderly cancer patients and evaluated its ability to predict health-related quality of life four weeks after chemotherapy. Frailty was a significant predictor only of the illness burden domain of quality of life, with no significant predictive value for the other six domains.