Multi-omics analysis reveals a crosstalk between ferroptosis and peroxisomes on steatotic graft failure after liver transplantation

Zhengtao Liu1,2,3,4,5(), Hai Zhu3,4,6, Junsheng Zhao1,2, Lu Yu1,5,7, Shuping Que8, Jun Xu9, Lei Geng9, Lin Zhou3,4,9, Luca Valenti10,11,12(), Shusen Zheng1,2,3,4,5,9()

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MedComm ›› 2024, Vol. 5 ›› Issue (6) : e588. DOI: 10.1002/mco2.588
ORIGINAL ARTICLE

Multi-omics analysis reveals a crosstalk between ferroptosis and peroxisomes on steatotic graft failure after liver transplantation

  • Zhengtao Liu1,2,3,4,5(), Hai Zhu3,4,6, Junsheng Zhao1,2, Lu Yu1,5,7, Shuping Que8, Jun Xu9, Lei Geng9, Lin Zhou3,4,9, Luca Valenti10,11,12(), Shusen Zheng1,2,3,4,5,9()
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Abstract

To identify the mechanism underlying macrosteatosis (MaS)-related graft failure (GF) in liver transplantation (LT) by multi-omics network analysis. The transcriptome and metabolome were assayed in graft and recipient plasma in discovery (n = 68) and validation (n = 89) cohorts. Differentially expressed molecules were identified by MaS and GF status. Transcriptional regulatory networks were generated to explore the mechanism for MaS-related inferior post-transplant prognosis. The differentially expressed molecules associated with MaS and GF were enriched in ferroptosis and peroxisome-related pathways. Core features of MaS-related GF were presented on decreased transferrin and impaired anti-oxidative capacity dependent upon dysregulation of transcription factors hepatocyte nuclear factor 4A (HNF4A) and hypoxia-inducible factor 1A (HIF1A). Furthermore, miR-362-3p and miR-299-5p inhibited transferrin and HIF1A expression, respectively. Lower M2 macrophages but higher memory CD4 T cells were observed in MaS-related GF cases. These results were validated in clinical specimens and cellular models. Systemic analysis of multi-omics data depicted a panorama of biological pathways deregulated in MaS-related GF. Transcriptional regulatory networks centered on transferrin and anti-oxidant responses were associated with poor MaS graft quality, qualifying as potential targets to improve prognosis of patients after LT.

Keywords

liver transplantation / macrosteatosis / mechanism / metabonomic / prognosis / transcriptomics

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Zhengtao Liu, Hai Zhu, Junsheng Zhao, Lu Yu, Shuping Que, Jun Xu, Lei Geng, Lin Zhou, Luca Valenti, Shusen Zheng. Multi-omics analysis reveals a crosstalk between ferroptosis and peroxisomes on steatotic graft failure after liver transplantation. MedComm, 2024, 5(6): e588 https://doi.org/10.1002/mco2.588

References

1 A Zarrinpar, RW Busuttil. Liver transplantation: past, present and future. Nat Rev Gastroenterol Hepatol. 2013;10(7):434-440.
2 AN Carrier, A Verma, M Mohiuddin, et al. Xenotransplantation: a new era. Front Immunol. 2022;13:900594.
3 JF Trotter. Liver transplantation around the world. Curr Opin Organ Transplant. 2017;22(2):123-127.
4 ES Orman, ME Mayorga, SB Wheeler, et al. Declining liver graft quality threatens the future of liver transplantation in the United States. Liver Transpl. 2015;21(8):1040-1050.
5 N Goldaracena, JM Cullen, D-S Kim, B Ekser, KJ Halazun. Expanding the donor pool for liver transplantation with marginal donors. Int J Surg. 2020;82:30-35.
6 JA Steggerda, MB Bloom, M Noureddin, et al. Higher thresholds for the utilization of steatotic allografts in liver transplantation: analysis from a US national database. PLoS One. 2020;15(4):e0230995.
7 KP Croome, DD Lee, S Croome, et al. The impact of postreperfusion syndrome during liver transplantation using livers with significant macrosteatosis. Am J Transplant. 2019;19(9):2550-2559.
8 J Schleicher, U Dahmen. Computational modeling of oxidative stress in fatty livers elucidates the underlying mechanism of the increased susceptibility to ischemia/reperfusion injury. Comput Struct Biotechnol J. 2018;16:511-522.
9 M Nordgren, M Fransen. Peroxisomal metabolism and oxidative stress. Biochimie. 2014;98:56-62.
10 X Tian, L Wu, X Li, W Zheng, H Zuo, H Song. Exosomes derived from bone marrow mesenchymal stem cells alleviate biliary ischemia reperfusion injury in fatty liver transplantation by inhibiting ferroptosis. Mol Cell Biochem. 2024;479(4):881-894.
11 R Cavill, D Jennen, J Kleinjans, JJ Briedé. Transcriptomic and metabolomic data integration. Briefings Bioinf. 2016;17(5):891-901.
12 O ?eda, M Cahová, I Míková, et al. Hepatic gene expression profiles differentiate steatotic and non-steatotic grafts in liver transplant recipients. Front Endocrinol. 2019;10:270.
13 Z Liu, J Jia, H Ning, S Que, L Zhou, S Zheng. Systematic evaluation of the safety threshold for allograft macrovesicular steatosis in cadaveric liver transplantation. Front Physiol. 2019;10:429.
14 KR Jackson, JD Motter, CE Haugen, et al. Temporal trends in utilization and outcomes of steatotic donor livers in the United States. Am J Transplant. 2020;20(3):855-863.
15 SJ Dixon, KM Lemberg, MR Lamprecht, et al. Ferroptosis: an iron-dependent form of nonapoptotic cell death. Cell. 2012;149(5):1060-1072.
16 M Gao, P Monian, N Quadri, R Ramasamy, X Jiang. Glutaminolysis and transferrin regulate ferroptosis. Mol Cell. 2015;59(2):298-308.
17 JD Ryan, AE Armitage, JF Cobbold, et al. Hepatic iron is the major determinant of serum ferritin in NAFLD patients. Liver Int. 2018;38(1):164-173.
18 B Angoro, M Motshakeri, C Hemmaway, D Svirskis, M Sharma. Non-transferrin bound iron. Clin Chim Acta. 2022;531:157-167.
19 W Liu, SS Baker, R D Baker, L Zhu. Antioxidant mechanisms in nonalcoholic fatty liver disease. Curr Drug Targets. 2015;16(12):1301-1314.
20 NA Bonekamp, A V?lkl, HD Fahimi, M Schrader. Reactive oxygen species and peroxisomes: struggling for balance. Biofactors. 2009;35(4):346-355.
21 G-H Chen, C-C Song, K Pantopoulos, X-L Wei, H Zheng, Z Luo. Mitochondrial oxidative stress mediated Fe-induced ferroptosis via the NRF2?ARE pathway. Free Radic Biol Med. 2022;180:95-107.
22 JK Reddy, M Sambasiva Rao. Lipid metabolism and liver inflammation. II. Fatty liver disease and fatty acid oxidation. Am J Physiol Gastrointest Liver Physiol. 2006;290(5):G852-G858.
23 Z Liu, H Zhu, W Wang, et al. Metabonomic profile of macrosteatotic allografts for orthotopic liver transplantation in patients with initial poor function: mechanistic investigation and prognostic prediction. Front Cell Dev Biol. 2020;8:826.
24 A Alisi, G Carpino, FL Oliveira, N Panera, V Nobili, E Gaudio. The role of tissue macrophage-mediated inflammation on NAFLD pathogenesis and its clinical implications. Mediators Inflamm. 2017;2017:8162421.
25 UJ Tietge, MJ Bahr, MP Manns, KH B?ker. Plasma amino acids in cirrhosis and after liver transplantation: influence of liver function, hepatic hemodynamics and circulating hormones. Clin Transplant. 2002;16(1):9-17.
26 C Baciu, E Pasini, M Angeli, et al. Systematic integrative analysis of gene expression identifies HNF4A as the central gene in pathogenesis of non-alcoholic steatohepatitis. PLoS One. 2017;12(12):e0189223.
27 K-W Huang, V Reebye, K Czysz, et al. Liver activation of hepatocellular nuclear factor-4α by small activating RNA rescues dyslipidemia and improves metabolic profile. Mol Ther Nucleic Acids. 2020;19:361-370.
28 Z Luo, M Tian, G Yang, et al. Hypoxia signaling in human health and diseases: implications and prospects for therapeutics. Signal Transduct Target Ther. 2022;7(1):218.
29 K Nakanishi, F Tajima, A Nakamura, et al. Effects of hypobaric hypoxia on antioxidant enzymes in rats. J Physiol. 1995;489(3):869-876.
30 Z Khan, GK Michalopoulos, DB Stolz. Peroxisomal localization of hypoxia-inducible factors and hypoxia-inducible factor regulatory hydroxylases in primary rat hepatocytes exposed to hypoxia-reoxygenation. Am J Pathol. 2006;169(4):1251-1269.
31 SG Khoei, H Manoochehri, M Saidijam. Systemic biological study for identification of miR-299-5p target genes in cancer. Meta Gene. 2020;24:100655.
32 Y Zhang, M Luo, X Cui, D O'Connell, Y Yang. Long noncoding RNA NEAT1 promotes ferroptosis by modulating the miR-362-3p/MIOX axis as a ceRNA. Cell Death Differ. 2022;29(9):1850-1863.
33 Z Liu, W Wang, S Que, Y He, S Zheng. Presence of macrosteatosis in vivo determined the survival status of rats after liver transplantation. Liver Transpl. 2021;27(3):459-460.
34 Z Liu, J Lyu, X Li, et al. Graft-to-recipient weight ratio exerts nonlinear effects on prognosis by interacting with donor liver macrosteatosis. Front Surg. 2023;9:1075845.
35 M Fukai, T Hayashi, R Yokota, et al. Lipid peroxidation during ischemia depends on ischemia time in warm ischemia and reperfusion of rat liver. Free Radic Biol Med. 2005;38(10):1372-1381.
36 A Stamenkovic, KA O'Hara, DC Nelson, et al. Oxidized phosphatidylcholines trigger ferroptosis in cardiomyocytes during ischemia?reperfusion injury. Am J Physiol Heart Circ Physiol. 2021;320(3):H1170-H1184.
37 MJ Reiniers, RF van Golen, TM van Gulik, M Heger. Reactive oxygen and nitrogen species in steatotic hepatocytes: a molecular perspective on the pathophysiology of ischemia?reperfusion injury in the fatty liver. Antioxid Redox Signal. 2014;21(7):1119-1142.
38 RG Bardallo, I Company-Marin, E Folch-Puy, J Roselló-Catafau, A Panisello-Rosello, T Carbonell. PEG35 and glutathione improve mitochondrial function and reduce oxidative stress in cold fatty liver graft preservation. Antioxidants. 2022;11(1):158.
39 TM Seibt, B Proneth, M Conrad. Role of GPX4 in ferroptosis and its pharmacological implication. Free Radic Biol Med. 2019;133:144-152.
40 X Yang, D Lu, R Wang, et al. Single-cell profiling reveals distinct immune phenotypes that contribute to ischaemia?reperfusion injury after steatotic liver transplantation. Cell Prolif. 2021;54(10):e13116.
41 J Reimand, R Isserlin, V Voisin, et al. Pathway enrichment analysis and visualization of omics data using g: Profiler, GSEA, Cytoscape and EnrichmentMap. Nat Protoc. 2019;14(2):482-517.
42 B Chen, MS Khodadoust, CL Liu, AM Newman, AA Alizadeh. Profiling tumor infiltrating immune cells with CIBERSORT. Methods Mol Biol. 2018;1711:243-259.
43 W Zhao, P Langfelder, T Fuller, J Dong, A Li, S Hovarth. Weighted gene coexpression network analysis: state of the art. J Biopharm Stat. 2010;20(2):281-300.
44 O Fornes, JA Castro-Mondragon, A Khan, et al. JASPAR 2020: update of the open-access database of transcription factor binding profiles. Nucleic Acids Res. 2020;48(D1):D87-D92.
45 MD Goodyear, K Krleza-Jeric, T Lemmens. The Declaration of Helsinki. British Medical Journal Publishing Group; 2007:624-625.
46 ZD Goodman. Grading and staging systems for inflammation and fibrosis in chronic liver diseases. J Hepatol. 2007;47(4):598-607.
47 H Crowley, WD Lewis, F Gordon, R Jenkins, U Khettry. Steatosis in donor and transplant liver biopsies. Hum Pathol. 2000;31(10):1209-1213.
48 PS Kamath, RW Kim. The model for end-stage liver disease (MELD). Hepatology. 2007;45(3):797-805.
49 Z Liu, W Wang, L Zhuang, et al. Clear mortality gap caused by graft macrosteatosis in Chinese patients after cadaveric liver transplantation. Hepatobiliary Surg Nutr. 2020;9(6):739.
50 T Andersson, L Alfredsson, H K?llberg, S Zdravkovic, A Ahlbom. Calculating measures of biological interaction. Eur J Epidemiol. 2005;20:575-579.
51 ME Ritchie, B Phipson, D Wu, et al. limma powers differential expression analyses for RNA-sequencing and microarray studies. Nucleic Acids Res. 2015;43(7):e47-e47.
52 Z Pang, G Zhou, J Ewald, et al. Using MetaboAnalyst 5.0 for LC–HRMS spectra processing, multi-omics integration and covariate adjustment of global metabolomics data. Nat Protoc. 2022;17(8):1735-1761.
53 P Langfelder, S Horvath. WGCNA: an R package for weighted correlation network analysis. BMC Bioinf. 2008;9:1-13.
54 Z Liu, J Zhao, W Wang, et al. Integrative network analysis revealed genetic impact of pyruvate kinase L/R on hepatocyte proliferation and graft survival after liver transplantation. Oxid Med Cell Long. 2021;2021:7182914.
55 R Saito, ME Smoot, K Ono, et al. A travel guide to Cytoscape plugins. Nat Methods. 2012;9(11):1069-1076.
56 AM Newman, CL Liu, MR Green, et al. Robust enumeration of cell subsets from tissue expression profiles. Nat Methods. 2015;12(5):453-457.
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