Treatment-refractory rheumatoid arthritis (RA) is a major unmet need, and the mechanisms driving treatment resistance are poorly understood. To identify molecular determinants of RA non-remission, we performed spatial transcriptomic profiling on pre- and post-treatment synovial tissue biopsies from treatment naïve patients who received conventional DMARDs or adalimumab for 6 months. In the baseline biopsies of non-remission patients, we identified significant expansion of fibrogenic fibroblasts marked by high expression of COMP, a fibrosis-associated extracellular matrix protein. COMPhi fibroblasts localized to perivascular niches that, unexpectedly, served as transcriptional hubs for TGFβ activity. We identified endothelial-derived Notch signaling as an upstream regulator of fibroblast TGFβ signaling via its dual role in driving TGFβ isoform expression and suppressing TGFβ receptors, generating a proximal-distal gradient of TGFβ activity. Further, disruption of steady-state Notch sign