Skip to main page content
U.S. flag

An official website of the United States government

Dot gov

The .gov means it’s official.
Federal government websites often end in .gov or .mil. Before sharing sensitive information, make sure you’re on a federal government site.

Https

The site is secure.
The https:// ensures that you are connecting to the official website and that any information you provide is encrypted and transmitted securely.

Access keys NCBI Homepage MyNCBI Homepage Main Content Main Navigation
. 2022 Jul 29:10:e13757.
doi: 10.7717/peerj.13757. eCollection 2022.

Screening of ferroptosis-related genes in sepsis-induced liver failure and analysis of immune correlation

Affiliations

Screening of ferroptosis-related genes in sepsis-induced liver failure and analysis of immune correlation

Qingli Chen et al. PeerJ. .

Abstract

Purpose: Sepsis-induced liver failure is a kind of liver injury with a high mortality, and ferroptosis plays a key role in this disease. Our research aims to screen ferroptosis-related genes in sepsis-induced liver failure as targeted therapy for patients with liver failure.

Methods: Using the limma software, we analyzed the differentially expressed genes (DEGs) in the GSE60088 dataset downloaded from the Gene Expression Omnibus (GEO) database. Clusterprofiler was applied for enrichment analysis of DEGs enrichment function. Then, the ferroptosis-related genes of the mice in the FerrDb database were crossed with DEGs. Sepsis mice model were prepared by cecal ligation and perforation (CLP). ALT and AST in the serum of mice were measured using detection kit. The pathological changes of the liver tissues in mice were observed by hematoxylin-eosin (H & E) staining. We detected the apoptosis of mice liver tissues using TUNEL. The expression of Hmox1, Epas1, Sirt1, Slc3a2, Jun, Plin2 and Zfp36 were detected by qRT-PCR.

Results: DEGs analysis showed 136 up-regulated and 45 down-regulated DEGs. Meanwhile, we found that the up-regulated DEGs were enriched in pathways including the cytokine biosynthesis process while the down-regulated DEGs were enriched in pathways such as organic hydroxy compound metabolic process. In this study, seven genes (Hmox1, Epas1, Sirt1, Slc3a2, Jun, Plin2 and Zfp36) were obtained through the intersection of FerrDb database and DEGs. However, immune infiltration analysis revealed that ferroptosis-related genes may promote the development of liver failure through B cells and natural killer (NK) cells. Finally, it was confirmed by the construction of septic liver failure mice model that ferroptosis-related genes of Hmox1, Slc3a2, Jun and Zfp36 were significantly correlated with liver failure and were highly expressed.

Conclusion: The identification of ferroptosis-related genes Hmox1, Slc3a2, Jun and Zfp36 in the present study contribute to our understanding of the molecular mechanism of sepsis-induced liver failure, and provide candidate targets for the diagnosis and treatment of the disease.

Keywords: Animal experimental verification; Ferroptosis-related gene; Immunoassay; Liver failure; Sepsis.

PubMed Disclaimer

Conflict of interest statement

The authors declare there are no competing interests.

Figures

Figure 1
Figure 1. DEGs analysis.
(A) Boxplot diagram of the DEGs in the GSE60088 dataset. (B) Volcano plot of the DEGs in the GSE60088 dataset. (C) Heatmap of the DEGs in the GSE60088 dataset.
Figure 2
Figure 2. GO and KEGG enrichment analysis of DEGs.
(A) GO enrichment analysis of the up-regulated DEGs. (B) KEGG enrichment analysis of the up-regulated DEGs. (C) GO enrichment analysis of the down-regulated DEGs. (D) KEGG enrichment analysis of the down-regulated DEGs.
Figure 3
Figure 3. Screening of ferroptosis-related genes.
(A) Expression of ferroptosis-related genes. (B) Correlation analysis of ferroptosis-related genes. (C) Enrichment analysis of the seven genes.
Figure 4
Figure 4. Expression of seven ferroptosis-related genes.
(A) Expression of seven ferroptosis-related genes in the GSE199598 dataset. (B) Expression of seven ferroptosis-related genes in the GSE95233 dataset.
Figure 5
Figure 5. Analysis of the immune infiltration.
(A) Immune infiltration strip map. (B) Differential immune cell boxplot map between the liver failure group and the control group. (C) Correlation analysis between immune cells and ferroptosis-related genes.
Figure 6
Figure 6. Expression of ferroptosis-related genes verified through animal experiments.
(A) Determination of serum ALT and AST in mice, compared with the Sham group, ***P < 0.001. (B) H & E detection of the pathological changes of mice liver tissues. (C) The apoptosis in the liver tissues of mice detected by TUNEL. (D) The expression of ferroptosis-related genes in the liver tissues detected by qRT-PCR, compared with the Sham group, *P < 0.05, **P < 0.01, ***P < 0.001.

Similar articles

Cited by

References

    1. Akiyama T, Yamamoto T. Regulation of early lymphocyte development via mRNA decay catalyzed by the CCR4-NOT complex. Frontiers in Immunology. 2021;12:715675. doi: 10.3389/fimmu.2021.715675. - DOI - PMC - PubMed
    1. Athie-Morales V, O’Connor GM, Gardiner CM. Activation of human NK cells by the bacterial pathogen-associated molecular pattern muramyl dipeptide. Journal of Immunology. 2008;180:4082–4089. doi: 10.4049/jimmunol.180.6.4082. - DOI - PubMed
    1. Cantor J, Slepak M, Ege N, Chang JT, Ginsberg MH. Loss of T cell CD98 H chain specifically ablates T cell clonal expansion and protects from autoimmunity. Journal of Immunology. 2011;187:851–860. doi: 10.4049/jimmunol.1100002. - DOI - PMC - PubMed
    1. Chen W, Chen M, Zhao Z, Weng Q, Song J, Fang S, Wu X, Wang H, Zhang D, Yang W, Wang Z, Xu M, Ji J. ZFP36 binds with PRC1 to inhibit tumor growth and increase 5-Fu chemosensitivity of hepatocellular carcinoma. Frontiers in Molecular Biosciences. 2020;7:126. doi: 10.3389/fmolb.2020.00126. - DOI - PMC - PubMed
    1. Chen X, Xia Z, Wan Y, Huang P. Identification of hub genes and candidate drugs in hepatocellular carcinoma by integrated bioinformatics analysis. Medicine. 2021;100:e27117. doi: 10.1097/MD.0000000000027117. - DOI - PMC - PubMed

Publication types