Immune aging is associated with altered homeostasis of distinct T cell populations, but a link to clonal dynamic is still not made. Here the authors develop a new framework, Repertoire Functional Units (RFU), and use public TCR sequences to find specific TCR clonal changes that correlate with aged immune repertoires or outcomes of acute viral infection.