Open access · OA
via Europe PMC
A Systems-Level Transcriptomic Framework Identifies Shared Cellular Hubs in Osteoarthritis and Alzheimer's Disease.
Wang Z, Zoltán KJ, Matta C, Paluska L, Al-Mnaseer A, Takács R, Ducza L.
Computational and structural biotechnology journal · 2026
Abstract
Osteoarthritis (OA) and Alzheimer's disease (AD) are prevalent age-associated disorders that frequently co-occur, yet the molecular basis of their comorbidity remains incompletely understood. To explore potential shared cellular programs, we performed an integrative analysis of publicly available bulk and single-cell transcriptomic datasets derived from human OA cartilage and AD cortex. Cross-disease comparison identified 60 overlapping differentially expressed genes, including 18 consistently up-regulated genes, which we defined as a shared up-regulated gene set (SUGS). Functional enrichment analyses indicated convergence on extracellular matrix remodeling, inflammatory signaling, metabolic stress responses, and immune regulation. Single-cell analysis of OA cartilage revealed expansion of a fibrochondrocyte subpopulation enriched for SUGS activity and extracellular-matrix-associated ligands. In AD cortex, a disease-associated oligodendrocyte subcluster displayed elevated SUGS activity and stress-response gene expression and occupied a prominent-receiver-like position within inferred neuronal-glial communication networks. Ligand-receptor analysis performed independently within each tissue identified collagen-related signaling in OA and neurexin-associated signaling in AD as dominant intratissue pathways. Because the OA and AD datasets are cross-sectional and were derived from independent cohorts and distinct tissues, these analyses do not establish direct inter-organ communication, temporal sequence, or causal directionality. In addition, CellChat-based ligand-receptor inference was performed independently within each tissue and does not itself infer cross-organ communication. The identification of sender-like and receiver-like cellular hubs should therefore be interpreted as a hypothesis-generating, systems-level conceptual framework that may help organize future experimental studies investigating potential links between joint inflammation and neurodegeneration in aging.
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Provenance
- Source
- Europe PMC
- DOI
- 10.34133/csbj.0085
- Canonical
- link ↗
- Fetched
- 2026-07-01 MST
Cite this
APA
Z, W., KJ, Z., C, M., L, P., A, A., R, T., & L., D. (2026). A Systems-Level Transcriptomic Framework Identifies Shared Cellular Hubs in Osteoarthritis and Alzheimer's Disease. <em>Computational and structural biotechnology journal</em>. https://doi.org/10.34133/csbj.0085
Vancouver
Z W, KJ Z, C M, L P, A A, R T, et al. A Systems-Level Transcriptomic Framework Identifies Shared Cellular Hubs in Osteoarthritis and Alzheimer's Disease. Computational and structural biotechnology journal. 2026. doi:10.34133/csbj.0085.
BibTeX
@article{wang2026ASyste,
title = {A Systems-Level Transcriptomic Framework Identifies Shared Cellular Hubs in Osteoarthritis and Alzheimer's Disease.},
author = {Wang Z and Zoltán KJ and Matta C and Paluska L and Al-Mnaseer A and Takács R and Ducza L.},
journal = {Computational and structural biotechnology journal},
year = {2026},
doi = {10.34133/csbj.0085},
}
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