Using single-cell RNA sequencing and TCR sequencing, Pauken et al. detect CD8+ T cell clones shared between blood and tumor in mice or melanoma patients, characterize matching clones in blood and tumor, and identify potential biomarkers for their isolation in blood. Here, CD8A is linked to neoplasm.