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单细胞转录组与多组学整合揭示铁死亡驱动的膝骨关节炎免疫微环境重塑

Single-cell transcriptome and multi-omics integration reveal ferroptosis-driven immune microenvironment remodeling in knee osteoarthritis.

作者信息

Wu Yushun, Liu Jing, Yu Wenying, Wang Xiaoding, Li Jian, Zeng Weiquan

机构信息

Department of Sports Medicine, The Second Affiliated Hospital of Fujian University of Traditional Chinese Medicine, Fuzhou, China.

Department of Pain Management, The Affiliated Hospital of Fujian University of Traditional Chinese Medicine, Fuzhou, China.

出版信息

Front Immunol. 2025 Jun 25;16:1608378. doi: 10.3389/fimmu.2025.1608378. eCollection 2025.

Abstract

BACKGROUND

Knee osteoarthritis (KOA) is a chronic inflammatory joint disorder marked by cartilage degradation and immune microenvironment dysregulation. While transcriptomic studies have identified key pathways in KOA, the interplay between ferroptosis (an iron-dependent cell death mechanism) and immune dysfunction at single-cell resolution remains unexplored. This study integrates single-cell and bulk transcriptomics to dissect ferroptosis-driven immune remodeling and identify diagnostic biomarkers in KOA.

METHODS

We analyzed scRNA-seq data (GSE255460, = 11) and bulk RNA-seq cohorts (GSE114007: 20 KOA/18 controls; GSE246425: 8 KOA/4 controls). Single-cell data were processed via Seurat (QC: mitochondrial genes >3 MAD; normalization: LogNormalize; batch correction: Harmony) and annotated using CellMarker/PanglaoDB. CellChat decoded intercellular communication, SCENIC reconstructed transcriptional networks, and Monocle2 for pseudotime trajectory mapping. Immune infiltration (CIBERSORT) and a LASSO-SVM diagnostic model were validated by ROC curves. Functional enrichment (GSEA/GSVA) and immunometabolic profiling were performed.

RESULTS

Twelve chondrocyte clusters were identified, including ferroptosis-active homeostasis chondrocytes (HomC) ( < 0.01), which exhibited 491 DEGs linked to lipid peroxidation. HomC orchestrated synovitis via FGF signaling (ligand-receptor pairs: FGF1-FGFR1), amplifying ECM degradation and inflammatory cascades (CellChat). SCENIC revealed 10 HomC-specific regulons (e.g., , ) driving matrix metalloproteinase activation. A 7-gene diagnostic panel (, , , etc.) achieved AUC = 1.0 (training) and 0.78 (validation). Immune profiling showed reduced resting mast cells ( = 0.003) and monocytes ( = 0.02), with correlating negatively with CD8+ T cells ( = -0.65) and M1 macrophages. GSEA/GSVA implicated HIF-1, NF-κB, and oxidative phosphorylation pathways in KOA progression. Pseudotime analysis revealed fibrotic transitions (↑, ↑) in late-stage KOA cells.

CONCLUSION

This study establishes ferroptosis as one of the key drivers immune-metabolic dysfunction in KOA, with HomC acting as a hub for FGF-mediated synovitis and ECM remodeling. The diagnostic model and regulon network () offer translational tools for early detection, while impaired mast cell homeostasis highlights novel immunotherapeutic targets. Our findings bridge ferroptosis, immune dysregulation, and metabolic stress, advancing precision strategies for KOA management.

摘要

背景

膝关节骨关节炎(KOA)是一种慢性炎症性关节疾病,其特征为软骨降解和免疫微环境失调。虽然转录组学研究已经确定了KOA中的关键途径,但在单细胞分辨率下,铁死亡(一种铁依赖性细胞死亡机制)与免疫功能障碍之间的相互作用仍未得到探索。本研究整合单细胞和批量转录组学,以剖析铁死亡驱动的免疫重塑,并识别KOA中的诊断生物标志物。

方法

我们分析了单细胞RNA测序数据(GSE255460,n = 11)和批量RNA测序队列(GSE114007:20例KOA/18例对照;GSE246425:8例KOA/4例对照)。单细胞数据通过Seurat进行处理(质量控制:线粒体基因>3倍中位数绝对偏差;标准化:对数归一化;批次校正:Harmony),并使用CellMarker/PanglaoDB进行注释。CellChat解码细胞间通讯,SCENIC重建转录网络,Monocle2用于伪时间轨迹映射。通过ROC曲线验证免疫浸润(CIBERSORT)和LASSO-SVM诊断模型。进行功能富集(GSEA/GSVA)和免疫代谢分析。

结果

鉴定出12个软骨细胞簇,包括铁死亡活跃的稳态软骨细胞(HomC)(P < 0.01),其表现出491个与脂质过氧化相关的差异表达基因。HomC通过FGF信号通路(配体-受体对:FGF1-FGFR1)协调滑膜炎,放大细胞外基质降解和炎症级联反应(CellChat)。SCENIC揭示了10个HomC特异性调控子(例如,)驱动基质金属蛋白酶激活。一个7基因诊断面板(,,,等)在训练集的AUC = 1.0,在验证集的AUC = 0.78。免疫分析显示静息肥大细胞(P = 0.003)和单核细胞(P = 0.02)减少,与CD8 + T细胞(r = -0.65)和M1巨噬细胞呈负相关。GSEA/GSVA表明HIF-1、NF-κB和氧化磷酸化途径在KOA进展中起作用。伪时间分析揭示了晚期KOA细胞中的纤维化转变(↑,↑)。

结论

本研究确定铁死亡是KOA中免疫代谢功能障碍的关键驱动因素之一,HomC作为FGF介导的滑膜炎和细胞外基质重塑的枢纽。诊断模型和调控子网络()为早期检测提供了转化工具,而肥大细胞稳态受损突出了新的免疫治疗靶点。我们的研究结果架起了铁死亡、免疫失调和代谢应激之间的桥梁,推进了KOA管理的精准策略。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/465a/12238886/3dcc6aa14735/fimmu-16-1608378-g001.jpg

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