By applying hierarchical dimensionality reduction and clustering analyses, we identified distinct subsets within B cells, Mo, NK cells and memory CD8+ T cells that were altered in patients with new-onset T1D (N-T1D), HT, and AD. Here, CD8A is linked to type 1 diabetes mellitus.