Sep 2026· Journal of Inflammation Research· Vol 19, pp. 1-20· 0 citations· 32 references
Medicine
TL;DR
The disproportionate contribution of FibroNPCs to ITGBL1 and fibrotic gene expression highlights the importance of cell state resolved localization beyond conventional bulk hub-gene identification.
Abstract
Background FibroNPC is a degeneration associated subtype in intervertebral disc degeneration (IVDD), yet its markers and immune crosstalk remain poorly characterized. ITGBL1 and RPN1 recur as IVDD associated genes in bulk studies, but where they are expressed within the heterogeneous disc has not been resolved. Methods Three GEO datasets comprising 81 bulk profiles were integrated and screened by LASSO, SVM-RFE, and Random Forest, with external validation in an independent 15 sample cohort. Two human IVDD scRNA-seq cohorts were analyzed by subclustering, signature scoring, and within scRNA-seq per-subpopulation contribution analysis. CellChat, AUCell pathway scoring, and drug prediction were used as exploratory analyses; IL-1β stimulated HNPCs served as the in vitro model. Results Machine learning analysis prioritized ITGBL1 and RPN1 as consensus core genes (combined AUC = 0.925), with their differential expression further supported in an independent external cohort. Single cell mapping preferentially localized both genes to a FibroNPC subpopulation and associated this cell state with coupled integrin/focal adhesion and ER protein processing/N-glycosylation programs. Notably, although FibroNPCs comprised less than one-fifth of NP/AF cells, they contributed approximately 48% of total ITGBL1 expression and disproportionate shares of several canonical fibrotic transcripts. CellChat further inferred increased macrophage SPP1–integrin communication involving structural cell populations in IVDD. In IL-1β stimulated HNPCs, both ITGBL1 and RPN1 were increased at the mRNA and protein levels. Conclusion ITGBL1 and RPN1 represent FibroNPC associated molecular markers linked to coupled integrin signaling and N-glycosylation programs in IVDD. The disproportionate contribution of FibroNPCs to ITGBL1 and fibrotic gene expression highlights the importance of cell state resolved localization beyond conventional bulk hub-gene identification. Further functional validation is required before therapeutic implications can be established.
Background Intervertebral disc degeneration (IDD) and osteoporosis (OP) frequently coexist, but their shared inflammatory molecular features remain unclear. We investigated whether the two disorders share an immune-extracellular matrix axis and sought candidate inflammation-associated biomarkers. Methods Public transcr...
Meng-Jie Zheng, Gui-Zhi Zhu, Hong-De Jiang et al.· Frontiers in Immunology· 0 citations
Background Dupuytren’s disease (DD) is a progressive fibroproliferative disease characterized by palmar fascia fibrosis, extracellular matrix deposition, and finger contractures. Reliable diagnostic biomarkers and regulatory mechanisms have not yet been fully defined. Methods Firstly, integrate the public transcriptome...
Xian-Jie Lin, Ming-Min Wang, Yu-Tian Lin et al.· Frontiers in Molecular Biosc...· 0 citations
A miRNA–transcription factor–mRNA regulatory network was constructed and validated core gene dysregulation via RT-qPCR in primary human nucleus pulposus cells, providing candidate molecular indicators for IVDD severity assessment and insights for future mechanistic studies.
Zhong-Hua Zhang, Meng-Yang Li, M. Dong et al.· Scientific Reports· 0 citations
A macrophage-centered anoikis-related immune signature in atherosclerosis is defined and HAVCR2 is identified, together with CD36, PLAU, TNF, PYCARD, SERPINA1, BLNK, and CHI3L1, as potential biomarkers and candidate targets for future diagnostic and therapeutic investigation.
Qiang Shen, Zheng-Feng Fan, Jin-Cheng Hou et al.· Frontiers in Immunology· 0 citations
INTRODUCTION/OBJECTIVE
Endothelial dysfunction and altered stromal-immune crosstalk are implicated in chronic inflammatory diseases. However, their roles in atherosclerotic plaque (AP) and premature ovarian insufficiency (POI) remain unclear.
METHODS
The single-cell RNA-seq (scRNA-seq) data of AP and human follicular...
Qian-Qian Ma, Han Zheng, Ai-Ling Chen et al.· Current Medicinal Chemistry· 0 citations
Purpose Prurigo nodularis (PN) is chronic pruritic dermatosis with hyperkeratotic nodules and persistent itch, occurring alone or with atopic dermatitis (AD). The molecular basis of nodular architecture and sustained pruritus remain poorly defined, particularly the role of fibroblasts and their interactions with neuron...
Ji-Yun Jang, Young-Bok Lee, Hwee-Seon Park et al.· Allergy Asthma and Immunolog...· 0 citations
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