The high-dimensional immune profiling study presented here deeply phenotyped in parallel synovial CD8+ and CD4+ CD69+CD103+ TRM cells in two rheumatic diseases and identified them as a heterogeneous population characterized by multiple distinct phenotypes and functions. This evidence concerns the gene CD8A and rheumatic disorder.