Guo et al. revealed the role of Treg cells in transcriptional dysfunction through ATAC-seq and single-cell transcriptome sequencing (scRNA-seq) of peripheral CD4 + T cells from 72 patients with SLE and 30 healthy controls. Here, CD4 is linked to systemic lupus erythematosus.