Within seven days of vaccination, a blood test early after vaccination can predict whether vaccines based on living, modified viruses have had the desired effect. This is one of the results of a new study on systems analysis of immune responses induced by a highly promising vaccine against Ebola. This result can inform and accelerate rational development of other new vaccines based on living viruses.