Weill Cornell Medicine, New York, NY 10065, USA.
Rockefeller University, New York, NY 10065, USA.
Sci Transl Med. 2024 Apr 10;16(742):eadk3506. doi: 10.1126/scitranslmed.adk3506.
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.
人们推测类风湿关节炎 (RA) 关节疼痛与滑膜炎症有关;然而,最近的研究表明,患者的疼痛评分与滑膜炎症无关。我们开发了一种机器学习方法(基于图的基因表达模块识别或 GbGMI),以识别与接受关节置换术的已确诊 RA 患者滑膜活检样本中疼痛相关的 815 个基因表达模块。然后,我们在另一组来自早期未经治疗且炎症较少的 RA 患者的滑膜活检样本中验证了这一发现。单细胞 RNA 测序分析表明,这 815 个基因中的大多数主要由衬里层滑膜成纤维细胞表达。受体-配体相互作用分析预测了人类衬里层成纤维细胞与表达降钙素基因相关肽 (CGRP) 的人类背根神经节神经元之间的串扰。RA 滑膜成纤维细胞培养上清液和丰富表达于衬里成纤维细胞且位于 GbGMI 鉴定的与疼痛相关基因模块内的 netrin-4,均可增加体外疼痛敏感的 CGRP 背根神经节神经元的分支。对来自患有 RA 的人类的炎症很少的溶剂清除滑膜组织进行成像,发现 CGRP 疼痛感应神经元包裹着进入 RA 滑膜肥大乳头的血管生长的血管。总之,这些发现支持了一种模型,即滑膜衬里成纤维细胞表达与疼痛相关的基因,这些基因增强了疼痛感应神经元进入 RA 滑膜肥大区域的生长。