Abstract
The pathology of spinal cord injury (SCI), including primary and secondary injuries, primarily involves hemorrhage, ischemia, edema, and inflammatory responses. Cell transplantation has been the most promising treatment for SCI in recent years; however, its specific molecular mechanism remains unclear. In this study, bioinformatics analysis verified by experiment was used to elucidate the hub genes associated with SCI and to discover the underlying molecular mechanisms of cell intervention. GSE46988 data were downloaded from the Gene Expression Omnibus dataset. In our study, differentially expressed genes (DEGs) were reanalyzed using the “R” software (R v4.2.1). Functional enrichment and protein–protein interaction network analyses were performed, and key modules and hub genes were identified. Network construction was performed for the hub genes and their associated miRNAs. Finally, a semi-quantitative analysis of hub genes and pathways was performed using quantitative real-time polymerase chain reaction. In total, 718 DEGs were identified, mainly enriched in immune and inflammation-related functions. We found that Cd4, Tp53, Rac2, and Akt3 differed between vehicle and transplanted groups, suggesting that these genes may play an essential role in the transplantation of olfactory ensheathing cells, while a toll-like receptor signaling pathway was significantly enriched in Gene set enrichment analysis, and then, the differences were statistically significant by experimentally verifying the expression of their associated molecules (Tlr4, Nf-κb, Ikkβ, Cxcl2, and Tnf-α). In addition, we searched for upstream regulatory molecules of these four central genes and constructed a regulatory network. This study is the first to construct a regulatory network for olfactory ensheathing cell transplantation in treating SCI, providing a new idea for SCI cell therapy.
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Data Availability
The data used to support the findings of this study have been included in this article.
Abbreviations
- SCI:
-
Spinal cord injury
- GSE:
-
GEO series
- DEGs:
-
Differentially expressed genes
- PPI:
-
Protein–protein interaction network
- GSEA:
-
Gene set enrichment analysis
- qRT-PCR:
-
Quantitative real-time polymerase chain reaction
- Tp53:
-
Tumor suppressor p53
- Rac2:
-
Rac family small GTPase 2
- OECs:
-
Olfactory ensheathing cells
- miRNA:
-
MicroRNA
- mRNA:
-
Messenger RNA
- KEGG:
-
Kyoto Encyclopedia of Genes and Genome
- HE:
-
Hematoxylin and eosin
- SEM:
-
Mean standard error
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Acknowledgements
We acknowledge the GEO databases for providing their platforms and the contributors for uploading meaningful datasets.
Funding
This work was supported by the Science and Technology Bureau of Quanzhou.
(Grant Number 2022C036R), Medical Innovation Science and Technology Project of Fujian Province (Grant Number 2020CXA047), and Natural Science Foundation of Fujian Province (Grant Number 2020J01227).
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YZ, YSY, and CMW contributed to the study design and data analysis. YZ wrote the paper. WCC and HFH critically revised the manuscript for its intellectual content.
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Zhang, Y., Yang, Ys., Chen, Wc. et al. Constructing and Validating a Network of Potential Olfactory Sheathing Cell Transplants Regulating Spinal Cord Injury Progression. Mol Neurobiol 60, 6883–6895 (2023). https://doi.org/10.1007/s12035-023-03510-9
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DOI: https://doi.org/10.1007/s12035-023-03510-9