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

被引:0
|
作者
Xu, Xingyu [1 ]
Dong, Yaqin [2 ]
Liu, Jianjun [1 ]
Zhang, Peng [1 ]
Yang, Wenqi [1 ]
Dai, Longfei [1 ]
机构
[1] Anhui Med Univ, Affiliated Hosp 1, Dept Gen Surg, Hefei, Anhui, Peoples R China
[2] Anhui Med Univ, Affiliated Hosp 1, Dept Radiat Oncol, Hefei, Anhui, Peoples R China
关键词
NASH; M1; macrophages; machine learning; diagnosis; cluster; NONALCOHOLIC FATTY LIVER;
D O I
10.2147/JIR.S480574
中图分类号
R392 [医学免疫学]; Q939.91 [免疫学];
学科分类号
100102 ;
摘要
Background: Although immune cells play a critical role in lipid metabolism and inflammation regulation in patients with nonalcoholic 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 (COL]0A], FAP, IL32, STMN2, SUSD2, and THY]) crucial in NASH. These six genes positively correlated with five inflammatory genes (CCL2, IL]B, TNF, CSF], and IL]5), lipid synthesis gene (FAS), collagen synthesis genes (COL]A] and COL3A]), liver fibrosis stage, NASH activity score (NAS), and aspartate aminotransferase (AST) levels. These were negatively correlated with the lipid transport gene (CD36), beta fatty acid oxidation gene (PPARA), 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.
引用
收藏
页码:9975 / 9986
页数:12
相关论文
共 50 条
  • [1] Hypoxic Responses of M1 Macrophages are Critical for the Regulation of Cardiac Fibrosis
    Abe, Hajime
    Takeda, Norihiko
    Semba, Hiroaki
    Katura, Soma
    Manabe, Ichiro
    Nagai, Ryozo
    CIRCULATION, 2012, 126 (21)
  • [2] Selective suppression of M1 macrophages is involved in zinc inhibition of liver fibrosis in mice
    Xie, Chengxia
    Wan, Lin
    Li, Chen
    Feng, Yinrui
    Kang, Y. James
    JOURNAL OF NUTRITIONAL BIOCHEMISTRY, 2021, 97
  • [3] Effect of blockage of Trem1 on the M1 polarization of macrophages in the regulation dental pulp inflammation
    Wang, Ting-Ting
    Jiang, Wen-Rui
    Xu, Li
    Zhou, Mei-Yun
    Huang, Yong-Song
    EUROPEAN JOURNAL OF ORAL SCIENCES, 2024, 132 (05)
  • [4] CCR6 DEFICIENCY ENHANCES LIVER INFLAMMATION AND FIBROSIS BY MODULATING HEPATIC MACROPHAGES M1/M2 BALANCE AND INFLAMMATORY CELLS RECRUITMENT
    Affo, S.
    Rodrigo-Torres, D.
    Blaya, D.
    Morales-Ibanez, O.
    Millan, C.
    Arroyo, V.
    Caballeria, J.
    Gines, P.
    Bataller, R.
    Sancho-Bru, P.
    JOURNAL OF HEPATOLOGY, 2014, 60 (01) : S269 - S270
  • [5] Reciprocal regulation of inflammation and lipid metabolism by liver X receptors
    Joseph, SB
    Castrillo, A
    Laffitte, BA
    Mangelsdorf, DJ
    Tontonoz, P
    NATURE MEDICINE, 2003, 9 (02) : 213 - 219
  • [6] Reciprocal regulation of inflammation and lipid metabolism by liver X receptors
    Sean B. Joseph
    Antonio Castrillo
    Bryan A. Laffitte
    David J. Mangelsdorf
    Peter Tontonoz
    Nature Medicine, 2003, 9 : 213 - 219
  • [7] Neosaxitoxin Inhibits the Expression of Inflammation Markers of the M1 Phenotype in Macrophages
    Montero, M. Cecilia
    del Campo, Miguel
    Bono, M.
    Simon, M. Valeska
    Guerrero, Julia
    Lagos, Nestor
    MARINE DRUGS, 2020, 18 (06)
  • [8] Lipid Accumulation Leads to Inhibition of M1 Response in Alveolar Macrophages
    Slovinsky, W.
    Shaghaghi, H.
    Bhushan, A.
    Romero, F.
    Summer, R. S.
    AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE, 2019, 199
  • [9] DELETION OF THE MITOCHONDRIAL PYRUVATE CARRIER IN MACROPHAGES AND MONOCYTES ATTENUATES LIVER INFLAMMATION AND FIBROSIS IN MOUSE MODELS OF NASH
    Jarasvaraparn, Chaowapong
    Ferguson, Daniel
    Chan, Mandy
    Daemen, Sabine
    He, Mai
    Schilling, Joel
    Finck, Brian N.
    HEPATOLOGY, 2022, 76 : S614 - S614
  • [10] M1 Macrophages Promoting the Progress of Liver Fibrosis through Promoting Liver Progenitor Cells Differentiation into Myofibroblasts By Wnt Signaling
    Xu, Wen
    Xu, Ying
    Liu, Ping
    Mu, Yongping
    HEPATOLOGY, 2018, 68 : 649A - 650A