» Articles » PMID: 39624402

Regulation of Inflammation, Lipid Metabolism, and Liver Fibrosis by Core Genes of M1 Macrophages in NASH

Overview
Journal J Inflamm Res
Publisher Dove Medical Press
Date 2024 Dec 3
PMID 39624402
Authors
Affiliations
Soon will be listed here.
Abstract

Background: Although immune cells play a critical role in lipid metabolism and inflammation regulation in patients with non-alcoholic steatohepatitis (NASH), the specific immune cells involved and associated genes remain unclear.

Methods: We identified differential immune cell profiles between normal liver and NASH specimens using the CIBERSORT algorithm. Next, we conducted a weighted gene co-expression network analysis (WGCNA) to identify genes highly correlated with these immune cells in NASH. Subsequently, core genes of immune cells were identified using machine learning algorithms.

Results: The abundance of M1 macrophages significantly increased in patients with NASH. The Random Forest (RF) algorithm identified six M1 macrophage-related genes (, and ) crucial in NASH. These six genes positively correlated with five inflammatory genes (, and ), lipid synthesis gene (), collagen synthesis genes ( and ), liver fibrosis stage, NASH activity score (NAS), and aspartate aminotransferase (AST) levels. These were negatively correlated with the lipid transport gene (), beta fatty acid oxidation gene (), and M2 macrophage abundance. Moreover, a predictive model based on these six genes achieved a C-index of 0.902 for diagnosing NASH across four cohorts. The expression of these six genes accurately stratified patients with NASH into low disease activity cluster 1 and high disease activity cluster 2.

Conclusion: These six core genes of M1 macrophages contribute to NASH progression by regulating inflammation, lipid metabolism, and liver fibrosis.

References
1.
Lee K, Wu P, Lin H . Pathogenesis and treatment of non-alcoholic steatohepatitis and its fibrosis. Clin Mol Hepatol. 2022; 29(1):77-98. PMC: 9845678. DOI: 10.3350/cmh.2022.0237. View

2.
Younossi Z, Tacke F, Arrese M, Sharma B, Mostafa I, Bugianesi E . Global Perspectives on Nonalcoholic Fatty Liver Disease and Nonalcoholic Steatohepatitis. Hepatology. 2018; 69(6):2672-2682. DOI: 10.1002/hep.30251. View

3.
Schuster S, Cabrera D, Arrese M, Feldstein A . Triggering and resolution of inflammation in NASH. Nat Rev Gastroenterol Hepatol. 2018; 15(6):349-364. DOI: 10.1038/s41575-018-0009-6. View

4.
Suzuki A, Diehl A . Nonalcoholic Steatohepatitis. Annu Rev Med. 2016; 68:85-98. DOI: 10.1146/annurev-med-051215-031109. View

5.
Dai L, Jiang R, Zhan Z, Zhang L, Qian Y, Xu X . Machine learning-based algorithm identifies key mitochondria-related genes in non-alcoholic steatohepatitis. Lipids Health Dis. 2024; 23(1):137. PMC: 11077862. DOI: 10.1186/s12944-024-02122-z. View