Javascript must be enabled to continue!
Identification of biomarkers co-associated with M1 macrophages, ferroptosis and cuproptosis in alcoholic hepatitis by bioinformatics and experimental verification
View through CrossRef
Backgrounds
Alcoholic hepatitis (AH) is a major health problem worldwide. There is increasing evidence that immune cells, iron metabolism and copper metabolism play important roles in the development of AH. We aimed to explore biomarkers that are co-associated with M1 macrophages, ferroptosis and cuproptosis in AH patients.
Methods
GSE28619 and GSE103580 datasets were integrated, CIBERSORT algorithm was used to analyze the infiltration of 22 types of immune cells and GSVA algorithm was used to calculate ferroptosis and cuproptosis scores. Using the “WGCNA” R package, we established a gene co-expression network and analyzed the correlation between M1 macrophages, ferroptosis and cuproptosis scores and module characteristic genes. Subsequently, candidate genes were screened by WGCNA and differential expression gene analysis. The LASSO-SVM analysis was used to identify biomarkers co-associated with M1 macrophages, ferroptosis and cuproptosis. Finally, we validated these potential biomarkers using GEO datasets (GSE155907, GSE142530 and GSE97234) and a mouse model of AH.
Results
The infiltration level of M1 macrophages was significantly increased in AH patients. Ferroptosis and cuproptosis scores were also increased in AH patients. In addition, M1 macrophages, ferroptosis and cuproptosis were positively correlated with each other. Combining bioinformatics analysis with a mouse model of AH, we found that ALDOA, COL3A1, LUM, THBS2 and TIMP1 may be potential biomarkers co-associated with M1 macrophages, ferroptosis and cuproptosis in AH patients.
Conclusion
We identified 5 potential biomarkers that are promising new targets for the treatment and diagnosis of AH patients.
Frontiers Media SA
Title: Identification of biomarkers co-associated with M1 macrophages, ferroptosis and cuproptosis in alcoholic hepatitis by bioinformatics and experimental verification
Description:
Backgrounds
Alcoholic hepatitis (AH) is a major health problem worldwide.
There is increasing evidence that immune cells, iron metabolism and copper metabolism play important roles in the development of AH.
We aimed to explore biomarkers that are co-associated with M1 macrophages, ferroptosis and cuproptosis in AH patients.
Methods
GSE28619 and GSE103580 datasets were integrated, CIBERSORT algorithm was used to analyze the infiltration of 22 types of immune cells and GSVA algorithm was used to calculate ferroptosis and cuproptosis scores.
Using the “WGCNA” R package, we established a gene co-expression network and analyzed the correlation between M1 macrophages, ferroptosis and cuproptosis scores and module characteristic genes.
Subsequently, candidate genes were screened by WGCNA and differential expression gene analysis.
The LASSO-SVM analysis was used to identify biomarkers co-associated with M1 macrophages, ferroptosis and cuproptosis.
Finally, we validated these potential biomarkers using GEO datasets (GSE155907, GSE142530 and GSE97234) and a mouse model of AH.
Results
The infiltration level of M1 macrophages was significantly increased in AH patients.
Ferroptosis and cuproptosis scores were also increased in AH patients.
In addition, M1 macrophages, ferroptosis and cuproptosis were positively correlated with each other.
Combining bioinformatics analysis with a mouse model of AH, we found that ALDOA, COL3A1, LUM, THBS2 and TIMP1 may be potential biomarkers co-associated with M1 macrophages, ferroptosis and cuproptosis in AH patients.
Conclusion
We identified 5 potential biomarkers that are promising new targets for the treatment and diagnosis of AH patients.
Related Results
The Impact of IL28B Gene Polymorphisms on Drug Responses
The Impact of IL28B Gene Polymorphisms on Drug Responses
To achieve high therapeutic efficacy in the patient, information on pharmacokinetics, pharmacodynamics, and pharmacogenetics is required. With the development of science and techno...
Pan-cancer profiles of the cuproptosis gene set
Pan-cancer profiles of the cuproptosis gene set
Abstract
A recent study has revealed a novel cell death pathway, called “cuproptosis”, a programmed cell death based on copper. A total of 12 genes were involved in the cup...
Identification of a prognostic cuproptosis-related signature in hepatocellular carcinoma
Identification of a prognostic cuproptosis-related signature in hepatocellular carcinoma
Abstract
Background
Cuproptosis is a new type of copper-induced cell death that is characterized by the aggregation of lipoylated tricarboxylic acid...
Establishment of a Prognostic Risk Score Model Based on Bioinformatics for Ferroptosis and Cuproptosis‐Related Genes in Gastric Cancer
Establishment of a Prognostic Risk Score Model Based on Bioinformatics for Ferroptosis and Cuproptosis‐Related Genes in Gastric Cancer
ABSTRACTBackgroundGastric cancer (GC) stands out as one of the most prevalent forms of malignant tumors globally, characterized by a notably high mortality rate. In spite of progre...
Identification of osteoporosis ferroptosis-related markers and potential therapeutic compounds based on bioinformatics methods and molecular docking technology
Identification of osteoporosis ferroptosis-related markers and potential therapeutic compounds based on bioinformatics methods and molecular docking technology
Abstract
Research background and purpose
Osteoporosis (OP) is one of the most common bone diseases worldwide, characterized by low bone mineral density and susceptibility ...
M2 type Macrophages promote OSCC progress via conferring resistance to Erastin-induced ferroptosis
M2 type Macrophages promote OSCC progress via conferring resistance to Erastin-induced ferroptosis
Abstract
Introduction.
M2 type macrophages could promote oral squamous cell carcinoma (OSCC) progress. Ferroptosis is a newly d...
Ferroptosis Regulators and Tumor Microenvironment Immune Cell Infiltration Characterization in Adrenocortical Carcinoma
Ferroptosis Regulators and Tumor Microenvironment Immune Cell Infiltration Characterization in Adrenocortical Carcinoma
Abstract
Background
Adrenocortical carcinoma (ACC) is a rare disease with a poor prognosis and lacking effective systemic treatment options. Recent studies showed that fer...
Identification of cuproptosis-related subtypes, cuproptosis-related gene prognostic index in hepatocellular carcinoma
Identification of cuproptosis-related subtypes, cuproptosis-related gene prognostic index in hepatocellular carcinoma
Cuproptosis is a novel form of cell death, correlated with the tricarboxylic acid (TCA) cycle. However, the metabolic features and the benefit of immune checkpoint inhibitor (ICI) ...

