Ryan Emerson and colleagues report immunosequencing of the variable region of the TCR[beta] chain in 666 individuals with known cytomegalovirus (CMV) status. They show that CMV status and HLA genotype shape the T cell repertoire and demonstrate proof of principle that TCR[beta] sequencing can be used as a specific diagnostic of pathogen exposure.