Using patterns of TCR sharing, we demonstrated that a CD8+ NK-like CD57+ Tex state linked to beneficial response in T1D shares a common precursor and terminal interconnections with beneficial conventional PD-1+ Tex states, a novel finding in human autoimmunity. Here, CD8A is linked to Autoimmunity.