Nature, Published online: 08 January 2025; doi:10.1038/s41586-024-08391-zA foundation model learns transcriptional regulatory syntax from chromatin accessibility and sequence data across a range of cell types to predict gene expression and transcription factor interactions, with generalizability to unseen cell types.