Exploring the role of Hmox1 in ferroptosis and immune infiltration during renal ischemia-reperfusion injury

被引:4
作者
Luo, Jin [1 ,2 ]
Pei, Jun [1 ,2 ]
Yu, Cheng-jun [1 ,2 ]
Tian, Xiao-mao [1 ,2 ]
Zhang, Jie [1 ,2 ]
Shen, Lian-ju [1 ,2 ]
Hua, Yi [1 ,2 ,3 ]
Wei, Guang-Hui [1 ,2 ,3 ]
机构
[1] Chongqing Med Univ, Natl Clin Res Ctr Child Hlth & Disorders, Dept Urol, Minist Educ,Key Lab Child Dev & Disorders,Children, Chongqing, Peoples R China
[2] Chongqing Key Lab Children Urogenital Dev & Tissue, Chongqing, Peoples R China
[3] Chongqing Med Univ, Dept Urol, Childrens Hosp, 136 Zhongshan 2nd Rd, Chongqing 400014, Peoples R China
关键词
Kidney transplantation; biomarkers; protein-protein interaction network; endogenous RNAs; immunological infiltration; ISCHEMIA/REPERFUSION INJURY; HEME OXYGENASE; ACTIVATION; CELLS;
D O I
10.1080/0886022X.2023.2257801
中图分类号
R5 [内科学]; R69 [泌尿科学(泌尿生殖系疾病)];
学科分类号
1002 ; 100201 ;
摘要
Ischemia-reperfusion injury (IRI) is inevitable in kidney transplantations and, as a complex pathophysiological process, it can be greatly impacted by ferroptosis and immune inflammation. Our study aimed to identify the biomarkers of renal IRI (RIRI) and elucidate their relationship with immune infiltration. In this study, the GSE148420 database was used as a training set to analyze differential genes and overlap them with ferroptosis-related genes to identify hub genes using a protein-protein interaction (PPI) network, the least absolute shrinkage and selection operator (LASSO), and random forest algorithm (RFA). We verified the hub gene and ferroptosis-related phenotypes in a verification set and animal experiments involving unilateral IRI with contralateral nephrectomy in rats. Gene set enrichment analysis (GSEA) of single genes was conducted according to the hub gene to predict related endogenous RNAs (ceRNAs) and drugs to establish a network. Finally, we used the Cibersort to analyze immunological infiltration and conducted Spearman's correlation analysis. We identified 5456 differential genes and obtained 26 ferroptosis-related differentially expressed genes. Through PPI, LASSO, and RFA, Hmox1 was identified as the only hub gene and its expression levels were verified using verification sets. In animal experiments, Hmox1 was verified as a key biomarker. GSEA of single genes revealed the seven most related pathways, and the ceRNAs network included 138 mRNAs and miRNAs. We predicted 11 related drugs and their three-dimensional structural maps. Thus, Hmox1 was identified as a key biomarker and regulator of ferroptosis in RIRI and its regulation of ferroptosis was closely related to immune infiltration.
引用
收藏
页数:17
相关论文
共 37 条
  • [1] Inactivation of the ferroptosis regulator Gpx4 triggers acute renal failure in mice
    Angeli, Jose Pedro Friedmann
    Schneider, Manuela
    Proneth, Bettina
    Tyurina, Yulia Y.
    Tyurin, Vladimir A.
    Hammond, Victoria J.
    Herbach, Nadja
    Aichler, Michaela
    Walch, Axel
    Eggenhofer, Elke
    Basavarajappa, Devaraj
    Radmark, Olof
    Kobayashi, Sho
    Seibt, Tobias
    Beck, Heike
    Neff, Frauke
    Esposito, Irene
    Wanke, Ruediger
    Foerster, Heidi
    Yefremova, Olena
    Heinrichmeyer, Marc
    Bornkamm, Georg W.
    Geissler, Edward K.
    Thomas, Stephen B.
    Stockwell, Brent R.
    O'Donnell, Valerie B.
    Kagan, Valerian E.
    Schick, Joel A.
    Conrad, Marcus
    [J]. NATURE CELL BIOLOGY, 2014, 16 (12) : 1180 - U120
  • [2] Renal Sodium Gradient Orchestrates a Dynamic Antibacterial Defense Zone
    Berry, Miriam R.
    Mathews, Rebeccah J.
    Ferdinand, John R.
    Jing, Chenzhi
    Loudon, Kevin W.
    Wlodek, Elizabeth
    Dennison, Thomas W.
    Kuper, Christoph
    Neuhofer, Wolfgang
    Clatworthy, Menna R.
    [J]. CELL, 2017, 170 (05) : 860 - +
  • [3] Recent advances in the pathophysiology of ischemic acute renal failure
    Bonventre, JV
    Weinberg, JM
    [J]. JOURNAL OF THE AMERICAN SOCIETY OF NEPHROLOGY, 2003, 14 (08): : 2199 - 2210
  • [4] Random forests
    Breiman, L
    [J]. MACHINE LEARNING, 2001, 45 (01) : 5 - 32
  • [5] Ferroptosis: An Iron-Dependent Form of Nonapoptotic Cell Death
    Dixon, Scott J.
    Lemberg, Kathryn M.
    Lamprecht, Michael R.
    Skouta, Rachid
    Zaitsev, Eleina M.
    Gleason, Caroline E.
    Patel, Darpan N.
    Bauer, Andras J.
    Cantley, Alexandra M.
    Yang, Wan Seok
    Morrison, Barclay, III
    Stockwell, Brent R.
    [J]. CELL, 2012, 149 (05) : 1060 - 1072
  • [6] Macrophage/monocyte depletion by clodronate, but not diphtheria toxin, improves renal ischemia/reperfusion injury in mice
    Ferenbach, David A.
    Sheldrake, Tara A.
    Dhaliwal, Kevin
    Kipari, Tiina M. J.
    Marson, Lorna P.
    Kluth, David C.
    Hughes, Jeremy
    [J]. KIDNEY INTERNATIONAL, 2012, 82 (08) : 928 - 933
  • [7] Long-term effects of acute ischemia and reperfusion injury
    Gueler, F
    Gwinner, W
    Schwarz, A
    Haller, H
    [J]. KIDNEY INTERNATIONAL, 2004, 66 (02) : 523 - 527
  • [8] Does niche competition determine the origin of tissue-resident macrophages?
    Guilliams, Martin
    Scott, Charlotte L.
    [J]. NATURE REVIEWS IMMUNOLOGY, 2017, 17 (07) : 451 - 460
  • [9] GM-CSF Promotes Macrophage Alternative Activation after Renal Ischemia/Reperfusion Injury
    Huen, Sarah C.
    Huynh, Larry
    Marlier, Arnaud
    Lee, Yashang
    Moeckel, Gilbert W.
    Cantley, Lloyd G.
    [J]. JOURNAL OF THE AMERICAN SOCIETY OF NEPHROLOGY, 2015, 26 (06): : 1334 - 1345
  • [10] Immune cells in experimental acute kidney injury
    Jang, Hye Ryoun
    Rabb, Hamid
    [J]. NATURE REVIEWS NEPHROLOGY, 2015, 11 (02) : 88 - 101