We introduce a model of protein evolution to explain limitations in the
immune system response to vaccination and disease. The phenomenon of original
antigenic sin, wherein vaccination creates memory sequences that can
\emph{increase} susceptibility to future exposures to the same disease, is
explained as stemming from localization of the immune system response in
antibody sequence space. This localization is a result of the roughness in
sequence space of the evolved antibody affinity constant for antigen and is
observed for diseases with high year-to-year mutation rates, such as influenza.Comment: 5 pages, 2 figure