Skip to main content

Advertisement

Log in

Bioinformatics proved the existence of potential hub genes activating autophagy to participate in cartilage degeneration in osteonecrosis of the femoral head

  • Original Paper
  • Published:
Journal of Molecular Histology Aims and scope Submit manuscript

Abstract

The obvious degeneration of articular cartilage occurs in the late stage of osteonecrosis of the femoral head (ONFH), which aggravates the condition of ONFH. This study aimed to demonstrate aberrant activation of autophagy processes in ONFH chondrocytes through bioinformatics and to predict and identify relevant hub genes and pathways. Differentially expressed genes (DEGs) were identified using R software in the GSE74089 dataset from the GEO database. DEGs were crossed with the Human Autophagy Database (HADb) autophagy genes to screen out autophagy-related differential genes (AT-DEGs). GSEA, GSVA, GO, and KEGG pathway enrichment analyses of AT-DEGs were performed. The STRING database was used to analyze the protein-protein interaction (PPI) of the AT-DEGs network, and the MCODE and CytoHubba plugin in the Cytoscape software was used to analyze the key gene cluster module and screen the hub genes. The PPI network of hub genes was constructed using the GeneMANIA database, and functional enrichment and gene connectivity categories were analyzed. The expression levels of hub genes of related genes in the ONFH patients were verified in the dataset GSE123568, and the protein expression was verified by immunohistochemistry in tissues. The analysis of DEGs revealed abnormal autophagy in ONFH cartilage. AT-DEGs in ONFH have special enrichment in macroautophagy, autophagosome membrane, and phosphatidylinositol-3-phosphate binding. In the GSE123568 dataset, it was also found that ATG2B, ATG4B, and UVRAG were all significantly upregulated in ONFH patients. By immunohistochemistry, it was verified that ATG2B, ATG4B, and UVRAG were significantly overexpressed. These three genes regulate the occurrence and extension of autophagosomes through the PI3KC3C pathway. Finally, we determined that chondrocytes in ONFH undergo positive regulation of autophagy through the corresponding pathways involved in three genes: ATG2B, ATG4B, and UVRAG.

This is a preview of subscription content, log in via an institution to check access.

Access this article

Price excludes VAT (USA)
Tax calculation will be finalised during checkout.

Instant access to the full article PDF.

Fig. 1
Fig. 2
Fig. 3
Fig. 4
Fig. 5
Fig. 6
Fig. 7

Similar content being viewed by others

Data availability

Publicly available datasets were analyzed in this study. These datasets can be found at the following URLs: HADb (http://www.autophagy.lu/index.html), GSE74089 (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE74089), and GSE123568 (https://www.ncbi.nlm.nih.gov/geo/query/acc.cgi?acc=GSE123568).

References

Download references

Acknowledgements

We acknowledge the GEO database for providing their platforms and contributors for uploading their meaningful datasets.

Funding

Not applicable.

Author information

Authors and Affiliations

Authors

Contributions

Y.Z. and R.L. wrote the main manuscript text. Y.Z. and X.W. analyzed and interpreted data. All authors reviewed the manuscript.

Corresponding author

Correspondence to Ruiyu Liu.

Ethics declarations

Ethical statement

All procedures used in this research were approved by the Human Ethics Committees of Xi’an Jiaotong University (2022–776) and obtained informed consent from all participants taking part in the study.

Conflict of interest

The authors declared no potential conflicts of interest concerning the research, authorship, and/or publication of this article.

Additional information

Publisher’s Note

Springer Nature remains neutral with regard to jurisdictional claims in published maps and institutional affiliations.

Electronic supplementary material

Below is the link to the electronic supplementary material.

Supplementary Material 1

Below is the link to the electronic supplementary material.

Supplementary Material 2

Below is the link to the electronic supplementary material.

Supplementary Material 3

Below is the link to the electronic supplementary material.

Supplementary Material 4

Below is the link to the electronic supplementary material.

Supplementary Material 5

Below is the link to the electronic supplementary material.

Supplementary Material 6

Below is the link to the electronic supplementary material.

Supplementary Material 7

Below is the link to the electronic supplementary material.

Supplementary Material 8

Rights and permissions

Springer Nature or its licensor (e.g. a society or other partner) holds exclusive rights to this article under a publishing agreement with the author(s) or other rightsholder(s); author self-archiving of the accepted manuscript version of this article is solely governed by the terms of such publishing agreement and applicable law.

Reprints and permissions

About this article

Check for updates. Verify currency and authenticity via CrossMark

Cite this article

Zhu, Y., Wang, X. & Liu, R. Bioinformatics proved the existence of potential hub genes activating autophagy to participate in cartilage degeneration in osteonecrosis of the femoral head. J Mol Histol (2024). https://doi.org/10.1007/s10735-024-10200-w

Download citation

  • Received:

  • Accepted:

  • Published:

  • DOI: https://doi.org/10.1007/s10735-024-10200-w

Keywords

Navigation