We studied the evolution of the HA1 domain of the H3 hemagglutinin gene fro
m human influenza virus type A. The phylogeny of these genes showed a singl
e dominant lineage persisting over time. We tested the hypothesis that the
progenitors of this single evolutionarily successful lineage were viruses c
arrying mutations at codons at which prior mutations had helped the virus t
o avoid human immune surveillance. We found evidence that eighteen hemagglu
tinin codons appeared to have been under positive selection to change the a
mino acid they encoded in the past. Retrospective tests show that viral lin
eages undergoing the greatest number of mutations in the positively selecte
d codons were the progenitors of future H3 lineages in nine of eleven recen
t influenza seasons. Codons under positive selection were associated with a
ntibody combining sites A or B or the sialic acid receptor binding site. Ho
wever, not all codons in these sites had predictive value. Monitoring new H
3 isolates for additional changes in positively selected codons might help
identify the most fit extant viral strains that arise during antigenic drif
t.