Ferroptosis-related genes participate in the microglia-induced neuroinflammation of spinal cord injury via NF-κB signaling: evidence from integrated single-cell and spatial transcriptomic analysis
Abstract Background Ferroptosis and immune responses are critical pathological events in spinal cord injury (SCI), whereas relative molecular and cellular mechanisms remain unclear. Methods Micro-array datasets (GSE45006, GSE69334), RNA sequencing (RNA-seq) dataset (GSE151371), spatial transcriptome...
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2025-01-01
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author | Siqiao Wang Li Yang Zhourui Wu Chen Li Shaoke Wang Zhihui Xiao Bei Ma Rongrong Zhu Liming Cheng |
author_facet | Siqiao Wang Li Yang Zhourui Wu Chen Li Shaoke Wang Zhihui Xiao Bei Ma Rongrong Zhu Liming Cheng |
author_sort | Siqiao Wang |
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description | Abstract Background Ferroptosis and immune responses are critical pathological events in spinal cord injury (SCI), whereas relative molecular and cellular mechanisms remain unclear. Methods Micro-array datasets (GSE45006, GSE69334), RNA sequencing (RNA-seq) dataset (GSE151371), spatial transcriptome datasets (GSE214349, GSE184369), and single cell RNA sequencing (scRNA-seq) datasets (GSE162610, GSE226286) were available from the Gene Expression Omnibus (GEO) database. Through weighted gene co-expression network analysis and differential expression analysis in GSE45006, we identified differentially expressed time- and immune-related genes (DETIRGs) associated with chronic SCI and differentially expressed ferroptosis- and immune-related genes (DEFIRGs), which were validated in GSE151371. Protein–protein interaction and microRNA-mRNA-transcription factor regulatory networks were constructed based on Search Tool for the Retrieval of Interacting Genes (STRING) and NetworkAnalyst, respectively, which were validated by chromatin immunoprecipitation followed by sequencing (ChIP-seq). Cell subclusters and unique features of microglia in SCI were identified by single-cell transcriptomic analysis, which were validated in GSE226286. Spatial expression patterns of DETIRGs and DEFIRGs were validated in brain injury (GSE214349) and SCI (GSE184369). Potential mechanisms underlying neuronal regeneration by neurotrophin-3 (NT3)-chitosan were revealed by transcriptomic analyses in GSE69334. Immune- and ferroptosis-related mechanisms of nanolayered double hydroxide loaded with NT3 (LDH-NT3) were investigated in vivo and in vitro. Results GBP2, TEC, UNC93B1, PLXNC1, NFATC1, IL10RB, and TLR8 were DETIRGs represented chronic SCI-specific genes and peripheral blood biomarkers. NFKB1 may regulate expression of CYBB and HMOX1 in a unique subcluster of M1 microglia within the middle SCI lesion, establishing links between microglial ferroptosis and neuroinflammation. Reduced inflammatory responses and microglial ferroptosis were potential effects of NT3-chitosan or LDH-NT3 on neuronal regeneration. Conclusions A novel subcluster of microglia exhibiting M1 polarization and ferroptosis phenotype was involved in SCI. These microglia may trigger neuroinflammation and induce neuronal degeneration within the middle site of SCI, which might be inhibited by NT3-chitosan or LDH-NT3. |
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spelling | doaj-art-6615da15373142908fdd6f828037f4272025-01-12T12:37:41ZengBMCJournal of Translational Medicine1479-58762025-01-0123112810.1186/s12967-025-06095-0Ferroptosis-related genes participate in the microglia-induced neuroinflammation of spinal cord injury via NF-κB signaling: evidence from integrated single-cell and spatial transcriptomic analysisSiqiao Wang0Li Yang1Zhourui Wu2Chen Li3Shaoke Wang4Zhihui Xiao5Bei Ma6Rongrong Zhu7Liming Cheng8Division of Spine, Department of Orthopedics, Tongji Hospital affiliated to Tongji University, Tongji University School of MedicineKey Laboratory of Spine and Spinal Cord Injury Repair and Regeneration (Tongji University), Ministry of EducationDivision of Spine, Department of Orthopedics, Tongji Hospital affiliated to Tongji University, Tongji University School of MedicineDivision of Spine, Department of Orthopedics, Tongji Hospital affiliated to Tongji University, Tongji University School of MedicineDivision of Spine, Department of Orthopedics, Tongji Hospital affiliated to Tongji University, Tongji University School of MedicineDivision of Spine, Department of Orthopedics, Tongji Hospital affiliated to Tongji University, Tongji University School of MedicineDivision of Spine, Department of Orthopedics, Tongji Hospital affiliated to Tongji University, Tongji University School of MedicineKey Laboratory of Spine and Spinal Cord Injury Repair and Regeneration (Tongji University), Ministry of EducationDivision of Spine, Department of Orthopedics, Tongji Hospital affiliated to Tongji University, Tongji University School of MedicineAbstract Background Ferroptosis and immune responses are critical pathological events in spinal cord injury (SCI), whereas relative molecular and cellular mechanisms remain unclear. Methods Micro-array datasets (GSE45006, GSE69334), RNA sequencing (RNA-seq) dataset (GSE151371), spatial transcriptome datasets (GSE214349, GSE184369), and single cell RNA sequencing (scRNA-seq) datasets (GSE162610, GSE226286) were available from the Gene Expression Omnibus (GEO) database. Through weighted gene co-expression network analysis and differential expression analysis in GSE45006, we identified differentially expressed time- and immune-related genes (DETIRGs) associated with chronic SCI and differentially expressed ferroptosis- and immune-related genes (DEFIRGs), which were validated in GSE151371. Protein–protein interaction and microRNA-mRNA-transcription factor regulatory networks were constructed based on Search Tool for the Retrieval of Interacting Genes (STRING) and NetworkAnalyst, respectively, which were validated by chromatin immunoprecipitation followed by sequencing (ChIP-seq). Cell subclusters and unique features of microglia in SCI were identified by single-cell transcriptomic analysis, which were validated in GSE226286. Spatial expression patterns of DETIRGs and DEFIRGs were validated in brain injury (GSE214349) and SCI (GSE184369). Potential mechanisms underlying neuronal regeneration by neurotrophin-3 (NT3)-chitosan were revealed by transcriptomic analyses in GSE69334. Immune- and ferroptosis-related mechanisms of nanolayered double hydroxide loaded with NT3 (LDH-NT3) were investigated in vivo and in vitro. Results GBP2, TEC, UNC93B1, PLXNC1, NFATC1, IL10RB, and TLR8 were DETIRGs represented chronic SCI-specific genes and peripheral blood biomarkers. NFKB1 may regulate expression of CYBB and HMOX1 in a unique subcluster of M1 microglia within the middle SCI lesion, establishing links between microglial ferroptosis and neuroinflammation. Reduced inflammatory responses and microglial ferroptosis were potential effects of NT3-chitosan or LDH-NT3 on neuronal regeneration. Conclusions A novel subcluster of microglia exhibiting M1 polarization and ferroptosis phenotype was involved in SCI. These microglia may trigger neuroinflammation and induce neuronal degeneration within the middle site of SCI, which might be inhibited by NT3-chitosan or LDH-NT3.https://doi.org/10.1186/s12967-025-06095-0Spinal cord injuryMicrogliaFerroptosisImmune responsesSingle-cell RNA sequencingBiomaterial |
spellingShingle | Siqiao Wang Li Yang Zhourui Wu Chen Li Shaoke Wang Zhihui Xiao Bei Ma Rongrong Zhu Liming Cheng Ferroptosis-related genes participate in the microglia-induced neuroinflammation of spinal cord injury via NF-κB signaling: evidence from integrated single-cell and spatial transcriptomic analysis Journal of Translational Medicine Spinal cord injury Microglia Ferroptosis Immune responses Single-cell RNA sequencing Biomaterial |
title | Ferroptosis-related genes participate in the microglia-induced neuroinflammation of spinal cord injury via NF-κB signaling: evidence from integrated single-cell and spatial transcriptomic analysis |
title_full | Ferroptosis-related genes participate in the microglia-induced neuroinflammation of spinal cord injury via NF-κB signaling: evidence from integrated single-cell and spatial transcriptomic analysis |
title_fullStr | Ferroptosis-related genes participate in the microglia-induced neuroinflammation of spinal cord injury via NF-κB signaling: evidence from integrated single-cell and spatial transcriptomic analysis |
title_full_unstemmed | Ferroptosis-related genes participate in the microglia-induced neuroinflammation of spinal cord injury via NF-κB signaling: evidence from integrated single-cell and spatial transcriptomic analysis |
title_short | Ferroptosis-related genes participate in the microglia-induced neuroinflammation of spinal cord injury via NF-κB signaling: evidence from integrated single-cell and spatial transcriptomic analysis |
title_sort | ferroptosis related genes participate in the microglia induced neuroinflammation of spinal cord injury via nf κb signaling evidence from integrated single cell and spatial transcriptomic analysis |
topic | Spinal cord injury Microglia Ferroptosis Immune responses Single-cell RNA sequencing Biomaterial |
url | https://doi.org/10.1186/s12967-025-06095-0 |
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