Objective Arteriovenous fistula (AVF) is currently the preferred vascular pathway for hemodialysis patients, but the low maturity rate seriously affects the treatment of end-stage renal disease patients. The molecular mechanisms that affect the maturation of AVF are not fully understood yet. Methods The gene expression profiles of the AVF vascular tissue (GSE220796 and GSE119296) were downloaded from the Gene Expression Omnibus (GEO) database and the ferroptosis-related genes (FRGs) were obtained from the FerrDb database. We identified differentially expressed FRGs, performed functional enrichment analysis, constructed protein-protein interaction (PPI) network, and identified hub genes. Receiver operator characteristic (ROC) curve was used to analyze the diagnostic efficacy. We also investigated the potential biological mechanisms of hypoxia-inducible factor-1 alpha (HIF1A) through immune cell infiltration analysis, transcription factor prediction, and competitive endogenous RNA (ceRNA) network construction. Results A total of 70 differentially expressed FRGs were identified (45 upregulated genes and 25 downregulated genes). Functional enrichment analysis suggested that the response to nutrient level, cell response to low oxygen level, regulation of smooth muscle cell proliferation and forkhead box protein O (FoxO) signaling pathway were involved in the processes of AVF maturation. HIF1A was one of the 10 important hub genes and up-expressed in mature AVF vascular tissue. ROC curve analysis showed that area under the curve (AUC) value of HIF1A was 0.926 for diagnosing AVF maturation. HIF1A was found to be positively correlated with activated dendritic cells (r=0.663, P=0.003) and activated mast cells (r=0.644, P=0.004) in AVF vascular tissue. Forkhead box protein M1 (FOXM1) was predicted to be a transcription factor regulating HIF1A expression, and a ceRNA network containing 71 long non-coding RNA (lncRNAs), 62 microRNAs (miRNAs), and one messenger RNA (mRNA) was successfully constructed. Conclusion Our study elucidates the presence of ferroptosis in vascular tissues during AVF maturation, and HIF1A is a potential biomarker for AVF maturation. This study provides a theoretical basis that HIF1A may be a therapeutic target to improve AVF maturity.
JIN Ai-Lian
,
WANG Huan
. Identification of ferroptosis-related genes in the mechanisms of arteriovenous fistula maturation based on bioinformatics analysis[J]. Chinese Journal of Blood Purification, 2024
, 23(11)
: 849
-853,858
.
DOI: 10.3969/j.issn.1671-4091.2024.11.010
[1]Matsubara Y, Gonzalez L, Kiwan G, et al.PD-L1 (Programmed Death Ligand 1) Regulates T-Cell Differentiation to Control Adaptive Venous Remodeling[J]. Arteriosclerosis, thrombosis, and vascular biology 2021; 41(12):2909-2922.[J].Arteriosclerosis, thrombosis, 2021, 41(12):2909-2922
[2]Szklarczyk D, Kirsch R, Koutrouli M, et al.The STRING database in 2023: protein-protein association networks and functional enrichment analyses for any sequenced genome of interest[J]. Nucleic Acids Res 2023; 51(D1):D638-D46.[J].Nucleic Acids Res , 2023, 51(D1):D638-D646
[3]Subramanian A, Tamayo P, Mootha VK, et al.Gene set enrichment analysis: a knowledge-based approach for interpreting genome-wide expression profiles[J]. Proceedings of the National Academy of Sciences of the United States of America 2005; 102(43):15545-1550.[J].Proceedings of the National Academy of Sciences of the United States of America , 2005, 102(43):15545-15550
[4]Newman AM, Liu CL, Green MR, et al.Robust enumeration of cell subsets from tissue expression profiles[J]. Nature methods 2015; 12(5):453-457.[J].Nature methods , 2015, 12(5):453-457
[5]Wang J, Yu X, Cao X, et al.GAPDH: A common housekeeping gene with an oncogenic role in pan-cancer[J]. Computational and structural biotechnology journal 2023; 21:4056-4069.[J].Computational and structural biotechnology journal , 2023, 21( ):4056-4069
[6]Ma S, Duan S, Liu Y, Wang H.Intimal Hyperplasia of Arteriovenous Fistula[J]. Annals of vascular surgery 2022; 85:444-453.[J].Annals of vascular surgery , 2022, 85:444-453
[7]Clowes AW, Clowes MM, Vergel SC, et al.Heparin and cilazapril together inhibit injury-induced intimal hyperplasia[J]. Hypertension (Dallas, Tex. : 1979) 1991; 18(4 Suppl):Ii65-69.[J].Hypertension, 1991, 18(4):65-69
[8]Masuda H, Kawamura K, Nanjo H, et al.Ultrastructure of endothelial cells under flow alteration[J]. Microscopy research and technique 2003; 60(1):2-12.[J].Microscopy research and technique , 2003, 60(1):2-12
[9]Herbert SP, Stainier DY.Molecular control of endothelial cell behaviour during blood vessel morphogenesis. Nature reviews[J]. Molecular cell biology 2011; 12(9):551-564.[J].Molecular cell biology , 2011, 12(9):551-564
[10]Hu K, Guo Y, Li Y, et al.Identification and Validation of PTGS2 Gene as an Oxidative Stress-Related Biomarker for Arteriovenous Fistula Failure[J]. Antioxidants (Basel, Switzerland) 2023; 13(1).[J].Antioxidants (Basel, Switzerland) , 2023, 13(1):1-18
[11]Ratti S, Mauro R, Rocchi C, et al.Roles of PI3K/AKT/mTOR Axis in Arteriovenous Fistula[J]. Biomolecules 2022; 12(3).[J].Biomolecules 2022, 2022, 12(3):1-12
[12]Sadaghianloo N, Yamamoto K, Bai H, et al.Increased Oxidative Stress and Hypoxia Inducible Factor-1 Expression during Arteriovenous Fistula Maturation[J]. Annals of vascular surgery 2017; 41:225-234.[J].Annals of vascular surgery , 2017, 41:225-234
[13]Wan J, Lata C, Santilli A, Green D, Roy S, Santilli S.Supplemental oxygen reverses hypoxia-induced smooth muscle cell proliferation by modulating HIF-alpha and VEGF levels in a rabbit arteriovenous fistula model[J]. Annals of vascular surgery 2014; 28(3):725-736.[J].Annals of vascular surgery , 2014, 28(3):725-736
[14]Xie T, Xu Y, Ji L, et al.Heme Oxygenase 1/Peroxisome Proliferator-Activated Receptor Gamma Pathway Protects Intimal Hyperplasia and Mitigates Arteriovenous Fistula Dysfunction by Regulating Oxidative Stress and Inflammatory Response[J]. Cardiovascular therapeutics 2022; 2022:7576388.[J].Cardiovascular therapeutics , 2022, 2022(7576388.):1-13
[15]Zhang Z, Li M, Sun T, Zhang Z, Liu C.FOXM1: Functional Roles of FOXM1 in Non-Malignant Diseases[J]. Biomolecules 2023; 13(5).[J].Biomolecules, 2023, 13(5):1-25
[16]Huang X, Zhang X, Zhao DX, et al.Endothelial Hypoxia-Inducible Factor-1α Is Required for Vascular Repair and Resolution of Inflammatory Lung Injury through Forkhead Box Protein M1[J]. The American journal of pathology 2019; 189(8):1664-1679.[J].The American journal of pathology , 2019, 189(8):1664-1679
[17]Huang X, Zhao YY.Transgenic expression of FoxM1 promotes endothelial repair following lung injury induced by polymicrobial sepsis in mice[J]. PloS one 2012; 7(11):e50094.[J].PloS one , 2012, 7(11):1-11
[18]Wu CC, Chen LJ, Hsieh MY, et al.MicroRNA-21 and Venous Neointimal Hyperplasia of Dialysis Vascular Access[J]. Clinical journal of the American Society of Nephrology : CJASN 2018; 13(11):1712-20.[J].Clinical journal of the American Society of Nephrology, 2018, 13(11):1712-1720
[19]Kilari S, Cai C, Zhao C, et al.The Role of MicroRNA-21 in Venous Neointimal Hyperplasia: Implications for Targeting miR-21 for VNH Treatment[J]. Molecular therapy : the journal of the American Society of Gene Therapy 2019; 27(9):1681-1693.[J].Molecular therapy, 2019, 27(9):1681-1693
[20]Liang S, Ren K, Li B, et al.LncRNA SNHG1 alleviates hypoxia-reoxygenation-induced vascular endothelial cell injury as a competing endogenous RNA through the HIF-1α/VEGF signal pathway[J]. Molecular and cellular biochemistry 2020; 465(1-2):1-11.[J].Molecular and cellular biochemistry , 2020, 465(1-2):1-11