Using transcriptome and organoid studies, Wei and colleagues show that NOTCH3 and Notch target genes are upregulated in RA synovial fibroblasts and that NOTCH3 signalling drives transcriptional and spatial gradients. Here, NOTCH3 is linked to rheumatoid arthritis.