Synovial fibroblast gene expression is associated with sensory nerve growth and pain in rheumatoid arthritis.
Zilong BaiNicholas BarteloMaryam AslamElisabeth A MurphyCaryn R HaleNathalie E BlachereSalina ParveenEdoardo SpolaoreEdward F DiCarloEllen M GravalleseMelanie H Smithnull nullMayu O FrankCaroline S JiangHaotan ZhangChristina PyrgakiMyles J LewisShafaq SikandarCostantino PitzalisJoseph B LesnakKhadijah MazharTheodore John PriceAnne-Marie MalfaitRachel E MillerFan ZhangSusan M GoodmanRobert B DarnellFei WangDana E OrangePublished in: Science translational medicine (2024)
It has been presumed that rheumatoid arthritis (RA) joint pain is related to inflammation in the synovium; however, recent studies reveal that pain scores in patients do not correlate with synovial inflammation. We developed a machine-learning approach (graph-based gene expression module identification or GbGMI) to identify an 815-gene expression module associated with pain in synovial biopsy samples from patients with established RA who had limited synovial inflammation at arthroplasty. We then validated this finding in an independent cohort of synovial biopsy samples from patients who had early untreated RA with little inflammation. Single-cell RNA sequencing analyses indicated that most of these 815 genes were most robustly expressed by lining layer synovial fibroblasts. Receptor-ligand interaction analysis predicted cross-talk between human lining layer fibroblasts and human dorsal root ganglion neurons expressing calcitonin gene-related peptide (CGRP + ). Both RA synovial fibroblast culture supernatant and netrin-4, which is abundantly expressed by lining fibroblasts and was within the GbGMI-identified pain-associated gene module, increased the branching of pain-sensitive murine CGRP + dorsal root ganglion neurons in vitro. Imaging of solvent-cleared synovial tissue with little inflammation from humans with RA revealed CGRP + pain-sensing neurons encasing blood vessels growing into synovial hypertrophic papilla. Together, these findings support a model whereby synovial lining fibroblasts express genes associated with pain that enhance the growth of pain-sensing neurons into regions of synovial hypertrophy in RA.
Keyphrases
- neuropathic pain
- rheumatoid arthritis
- chronic pain
- gene expression
- pain management
- spinal cord
- single cell
- oxidative stress
- disease activity
- machine learning
- dna methylation
- spinal cord injury
- genome wide
- end stage renal disease
- ankylosing spondylitis
- endothelial cells
- chronic kidney disease
- peritoneal dialysis
- interstitial lung disease
- newly diagnosed
- rna seq
- systemic lupus erythematosus
- deep learning
- extracellular matrix
- high throughput
- mass spectrometry
- prognostic factors
- ionic liquid
- optical coherence tomography
- data analysis