An approach to determine the appropriate sample sizes for a series of scree
ning trials to identify promising new therapeutic agents was presented by Y
ao, Begg, and Livingston (1996, Biometrics 52, 992-1001). This approach is
now improved to a two-stage design that further minimizes the time to ident
ify a promising agent under fixed error rates. When applied to data from th
e historical experience of exploratory vaccination trials at Memorial Sloan
-Kettering Cancer Center, the method demonstrates that relatively small ind
ividual screening trials are optimal. The reliability of the results is eva
luated using the bootstrap.