Regulatory T (Treg) cells in mice can lose lineage identity and acquire proinflammatory functions, but whether human Treg cells are similarly susceptible to cytokine-driven destabilization remains unclear. Here we established an in vitro model of human Treg cell destabilization defined by silencing of the lineage-specifying transcription factor FOXP3, loss of suppressive function and acquisition of proinflammatory activity. Single-cell chromatin accessibility and transcriptomic profiling revealed a genome-wide increase in accessibility at AP-1-binding sites, including a putative regulatory element distal to IRF4. Increased accessibility at this element correlated with increased IRF4 expression during Treg cell destabilization, and its excision conferred resistance to inflammatory cytokine-induced reprogramming. Conversely, forced expression of IRF4 together with BATF promoted Treg cell destabilization. These data identify a distal IRF4 regulatory element as a critical node enabling heightened AP-1-IRF4 cooperative activity to drive Treg cell destabilization, with implications for the design of more stable and effective Treg cell-based therapies.
Patrick Ho, Alexander Vu, Joey C. Leung et al.· Nature Immunology· 1 citation
PepCL (Peptide-MHC Continual Learning), a continual learning framework for updating peptide-MHC predictors with new assay data while explicitly preserving prior MS knowledge, is introduced and it is demonstrated that PepCL allows MHCPrime to learn previously unseen, assay-specific information while preventing catastrophic forgetting that is typically observed with conventional fine-tuning.
P. Chati, Vishal D. Lashkari, Ankit Salhotra et al.· bioRxiv· 0 citations
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