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Published in: BMC Cancer 1/2024

Open Access 01-12-2024 | Biomarkers | Research

Comprehensive analysis the prognostic and immune characteristics of mitochondrial transport-related gene SFXN1 in lung adenocarcinoma

Authors: Wenting Liu, Qingwu Du, Ting Mei, Jingya Wang, Dingzhi Huang, Tingting Qin

Published in: BMC Cancer | Issue 1/2024

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Abstract

Background

Mitochondria, which serve as the fundamental organelle for cellular energy and metabolism, are closely linked to the growth and survival of cancer cells. This study aims to identify and assess Sideroflexin1 (SFXN1), an unprecedented mitochondrial gene, as a potential prognostic biomarker for lung adenocarcinoma (LUAD).

Methods

The mRNA and protein levels of SFXN1 were investigated based on the Cancer Genome Atlas (TCGA) LUAD dataset, and then validated by real-time quantitative PCR, Western Blotting and immunohistochemistry from our clinical samples. The clinical correlation and prognostic value were evaluated by the TCGA cohort and verified via our clinical dataset (n = 90). The somatic mutation, drug sensitivity data, immune cell infiltration and single-cell RNA sequencing data of SFXN1 were analyzed through public databases.

Results

SFXN1 was markedly upregulated at both mRNA and protein levels in LUAD, and high expression of SFXN1 were correlated with larger tumor size, positive lymph node metastasis, and advanced clinical stage. Furthermore, SFXN1 upregulation was significantly associated with poor clinical prognosis. SFXN1 co-expressed genes were also analyzed, which were mainly involved in the cell cycle, central carbon metabolism, DNA repair, and the HIF-1α signaling pathway. Additionally, SFXN1 expression correlated with the expression of multiple immunomodulators, which act to regulate the tumor immune microenvironment. Results also demonstrated an association between SFXN1 expression and increased immune cell infiltration, such as activated CD8 + T cells, natural killer cells (NKs), activated dendritic cells (DCs), and macrophages. LUAD patients with high SFXN1 expression exhibited heightened sensitivity to multiple chemotherapies and targeted drugs and predicted a poor response to immunotherapy. SFXN1 represented an independent prognostic marker for LUAD patients with an improved prognostic value for overall survival when combined with clinical stage information.

Conclusions

SFXN1 is frequently upregulated in LUAD and has a significant impact on the tumor immune environment. Our study uncovers the potential of SFXN1 as a prognostic biomarker and as a novel target for intervention in LUAD.
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Literature
1.
go back to reference Siegel RL, Miller KD, Wagle NS, Jemal A. Cancer statistics, 2023. CA Cancer J Clin. 2023;73(1):17–48.PubMedCrossRef Siegel RL, Miller KD, Wagle NS, Jemal A. Cancer statistics, 2023. CA Cancer J Clin. 2023;73(1):17–48.PubMedCrossRef
2.
go back to reference Molina JR, Yang P, Cassivi SD, Schild SE, Adjei AA. Non-small cell Lung cancer: epidemiology, risk factors, treatment, and survivorship. Mayo Clin Proc. 2008;83(5):584–94.PubMedCrossRef Molina JR, Yang P, Cassivi SD, Schild SE, Adjei AA. Non-small cell Lung cancer: epidemiology, risk factors, treatment, and survivorship. Mayo Clin Proc. 2008;83(5):584–94.PubMedCrossRef
3.
go back to reference Gridelli C, Rossi A, Maione P. Treatment of non-small-cell lung cancer: state of the art and development of new biologic agents. Oncogene. 2003;22(42):6629–38.PubMedCrossRef Gridelli C, Rossi A, Maione P. Treatment of non-small-cell lung cancer: state of the art and development of new biologic agents. Oncogene. 2003;22(42):6629–38.PubMedCrossRef
4.
go back to reference Nan X, Xie C, Yu X, Liu J. EGFR TKI as first-line treatment for patients with advanced EGFR mutation-positive non-small-cell Lung cancer. Oncotarget. 2017;8(43):75712–26.PubMedPubMedCentralCrossRef Nan X, Xie C, Yu X, Liu J. EGFR TKI as first-line treatment for patients with advanced EGFR mutation-positive non-small-cell Lung cancer. Oncotarget. 2017;8(43):75712–26.PubMedPubMedCentralCrossRef
6.
go back to reference Boolell V, Alamgeer M, Watkins DN, Ganju V. The evolution of therapies in non-small cell lung cancer. Cancers (Basel). 2015;7(3):1815–46.PubMedCrossRef Boolell V, Alamgeer M, Watkins DN, Ganju V. The evolution of therapies in non-small cell lung cancer. Cancers (Basel). 2015;7(3):1815–46.PubMedCrossRef
7.
8.
go back to reference Momcilovic M, Jones A, Bailey ST, Waldmann CM, Li R, Lee JT, et al. In vivo imaging of mitochondrial membrane potential in non-small-cell lung cancer. Radiol Imaging Cancer. 2020;2(7782):e204006. Momcilovic M, Jones A, Bailey ST, Waldmann CM, Li R, Lee JT, et al. In vivo imaging of mitochondrial membrane potential in non-small-cell lung cancer. Radiol Imaging Cancer. 2020;2(7782):e204006.
9.
go back to reference Weinberg SE, Sena LA, Chandel NS. Mitochondria in the regulation of innate and adaptive immunity. Immunity. 2015;3(3):406–17.CrossRef Weinberg SE, Sena LA, Chandel NS. Mitochondria in the regulation of innate and adaptive immunity. Immunity. 2015;3(3):406–17.CrossRef
10.
go back to reference Lennon FE, Salgia R. Mitochondrial dynamics: biology and therapy in lung cancer. Expert Opin Investig Drugs. 2014;23(5):675–92.PubMedCrossRef Lennon FE, Salgia R. Mitochondrial dynamics: biology and therapy in lung cancer. Expert Opin Investig Drugs. 2014;23(5):675–92.PubMedCrossRef
12.
go back to reference Nam HS, Izumchenko E, Dasgupta S, Hoque MO. Mitochondria in chronic obstructive pulmonary disease and lung cancer: where are we now? Biomark Med. 2017;11(6):475–89.PubMedPubMedCentralCrossRef Nam HS, Izumchenko E, Dasgupta S, Hoque MO. Mitochondria in chronic obstructive pulmonary disease and lung cancer: where are we now? Biomark Med. 2017;11(6):475–89.PubMedPubMedCentralCrossRef
13.
go back to reference Zheng H, Ji C, Zou X, Wu M, Jin Z, Yin G, et al. Molecular cloning and characterization of a novel human putative transmembrane protein homologous to mouse sideroflexin associated with sideroblastic anemia. DNA Seq. 2003;14(5):369–73.PubMedCrossRef Zheng H, Ji C, Zou X, Wu M, Jin Z, Yin G, et al. Molecular cloning and characterization of a novel human putative transmembrane protein homologous to mouse sideroflexin associated with sideroblastic anemia. DNA Seq. 2003;14(5):369–73.PubMedCrossRef
14.
go back to reference Xi D, He Y, Sun Y, Gou X, Yang S, Mao H, et al. Molecular cloning, sequence identification and tissue expression profile of three novel genes Sfxn1, Snai2 and cno from Black-boned sheep (Ovis aries). Mol Biol Rep. 2011;38(3):1883–7.PubMedCrossRef Xi D, He Y, Sun Y, Gou X, Yang S, Mao H, et al. Molecular cloning, sequence identification and tissue expression profile of three novel genes Sfxn1, Snai2 and cno from Black-boned sheep (Ovis aries). Mol Biol Rep. 2011;38(3):1883–7.PubMedCrossRef
15.
go back to reference Kory N, Wyant GA, Prakash G, Uit de Bos J, Bottanelli F, Pacold ME, et al. SFXN1 is a mitochondrial serine transporter required for one-carbon metabolism. Science. 2018;362(6416): eaat9528. Kory N, Wyant GA, Prakash G, Uit de Bos J, Bottanelli F, Pacold ME, et al. SFXN1 is a mitochondrial serine transporter required for one-carbon metabolism. Science. 2018;362(6416): eaat9528.
16.
go back to reference Chen Q, Wang R, Zhang J, Zhou L. Sideroflexin1 as a novel tumor marker independently predicts survival in lung adenocarcinoma. Transl Cancer Res. 2019;8(4):1170–8.PubMedPubMedCentralCrossRef Chen Q, Wang R, Zhang J, Zhou L. Sideroflexin1 as a novel tumor marker independently predicts survival in lung adenocarcinoma. Transl Cancer Res. 2019;8(4):1170–8.PubMedPubMedCentralCrossRef
17.
go back to reference Chen L, Kang Y, Jiang Y, You J, Huang C, Xu X, et al. Overexpression of SFXN1 indicates poor prognosis and promotes tumor progression in lung adenocarcinoma. Pathol Res Pract. 2022;237: 154031.PubMedCrossRef Chen L, Kang Y, Jiang Y, You J, Huang C, Xu X, et al. Overexpression of SFXN1 indicates poor prognosis and promotes tumor progression in lung adenocarcinoma. Pathol Res Pract. 2022;237: 154031.PubMedCrossRef
18.
go back to reference Liu W, Jiang K, Wang J, Mei T, Zhao M, Huang D. Upregulation of gnpnat1 predicts poor prognosis and correlates with immune infiltration in lung adenocarcinoma. Front Mol Biosci. 2021;8: 605754.PubMedPubMedCentralCrossRef Liu W, Jiang K, Wang J, Mei T, Zhao M, Huang D. Upregulation of gnpnat1 predicts poor prognosis and correlates with immune infiltration in lung adenocarcinoma. Front Mol Biosci. 2021;8: 605754.PubMedPubMedCentralCrossRef
19.
go back to reference Wang J, Sun T, Meng Z, Wang L, Li M, Chen J, et al. XPO1 inhibition synergizes with PARP1 inhibition in small cell Lung cancer by targeting nuclear transport of FOXO3a. Cancer Lett. 2021;503:197–212.PubMedCrossRef Wang J, Sun T, Meng Z, Wang L, Li M, Chen J, et al. XPO1 inhibition synergizes with PARP1 inhibition in small cell Lung cancer by targeting nuclear transport of FOXO3a. Cancer Lett. 2021;503:197–212.PubMedCrossRef
20.
go back to reference Chandrashekar DS, Karthikeyan SK, Korla PK, Patel H, Shovon AR, Athar M, et al. UALCAN: an update to the integrated cancer data analysis platform. Neoplasia. 2022;25:18–27.PubMedPubMedCentralCrossRef Chandrashekar DS, Karthikeyan SK, Korla PK, Patel H, Shovon AR, Athar M, et al. UALCAN: an update to the integrated cancer data analysis platform. Neoplasia. 2022;25:18–27.PubMedPubMedCentralCrossRef
21.
go back to reference Tang Z, Li C, Kang B, Gao G, Li C, Zhang Z. GEPIA: a web server for cancer and normal gene expression profiling and interactive analyses. Nucleic Acids Res. 2017;45(W1):W98–102.PubMedPubMedCentralCrossRef Tang Z, Li C, Kang B, Gao G, Li C, Zhang Z. GEPIA: a web server for cancer and normal gene expression profiling and interactive analyses. Nucleic Acids Res. 2017;45(W1):W98–102.PubMedPubMedCentralCrossRef
22.
go back to reference Tang Z, Kang B, Li C, Chen T, Zhang Z. GEPIA2: an enhanced web server for large-scale expression profiling and interactive analysis. Nucleic Acids Res. 2019;47(W1):W556-560.PubMedPubMedCentralCrossRef Tang Z, Kang B, Li C, Chen T, Zhang Z. GEPIA2: an enhanced web server for large-scale expression profiling and interactive analysis. Nucleic Acids Res. 2019;47(W1):W556-560.PubMedPubMedCentralCrossRef
23.
go back to reference von Mering C, Huynen M, Jaeggi D, Schmidt S, Bork P, Snel B. STRING: a database of predicted functional associations between proteins. Nucleic Acids Res. 2003;31(1):258–61.CrossRef von Mering C, Huynen M, Jaeggi D, Schmidt S, Bork P, Snel B. STRING: a database of predicted functional associations between proteins. Nucleic Acids Res. 2003;31(1):258–61.CrossRef
24.
go back to reference Szklarczyk D, Gable AL, Nastou KC, Lyon D, Kirsch R, Pyysalo S, et al. The STRING database in 2021: customizable protein-protein networks, and functional characterization of user-uploaded gene/measurement sets. Nucleic Acids Res. 2021;49(D1):D605-612.PubMedCrossRef Szklarczyk D, Gable AL, Nastou KC, Lyon D, Kirsch R, Pyysalo S, et al. The STRING database in 2021: customizable protein-protein networks, and functional characterization of user-uploaded gene/measurement sets. Nucleic Acids Res. 2021;49(D1):D605-612.PubMedCrossRef
25.
go back to reference Ru B, Wong CN, Tong Y, Zhong JY, Zhong SSW, Wu WC, et al. TISIDB: an integrated repository portal for tumor-immune system interactions. Bioinformatics. 2019;35(20):4200–2.PubMedCrossRef Ru B, Wong CN, Tong Y, Zhong JY, Zhong SSW, Wu WC, et al. TISIDB: an integrated repository portal for tumor-immune system interactions. Bioinformatics. 2019;35(20):4200–2.PubMedCrossRef
26.
go back to reference Xie B, Wang S, Jiang N, Li JJ. Cyclin B1/CDK1-regulated mitochondrial bioenergetics in cell cycle progression and tumor resistance. Cancer Lett. 2019;443:56–66.PubMedCrossRef Xie B, Wang S, Jiang N, Li JJ. Cyclin B1/CDK1-regulated mitochondrial bioenergetics in cell cycle progression and tumor resistance. Cancer Lett. 2019;443:56–66.PubMedCrossRef
28.
go back to reference Yao G, Chen K, Qin Y, Niu Y, Zhang X, Xu S, et al. Long non-coding RNA JHDM1D-AS1 interacts with DHX15 protein to enhance non-small-cell lung cancer growth and metastasis. Mol Ther Nucleic Acids. 2019;18:831–40.PubMedPubMedCentralCrossRef Yao G, Chen K, Qin Y, Niu Y, Zhang X, Xu S, et al. Long non-coding RNA JHDM1D-AS1 interacts with DHX15 protein to enhance non-small-cell lung cancer growth and metastasis. Mol Ther Nucleic Acids. 2019;18:831–40.PubMedPubMedCentralCrossRef
29.
go back to reference Bray F, Jemal A, Grey N, Ferlay J, Forman D. Global cancer transitions according to the human development index (2008–2030): a population-based study. Lancet Oncol. 2012;13(8):790–801.PubMedCrossRef Bray F, Jemal A, Grey N, Ferlay J, Forman D. Global cancer transitions according to the human development index (2008–2030): a population-based study. Lancet Oncol. 2012;13(8):790–801.PubMedCrossRef
31.
go back to reference Yoshikumi Y, Mashima H, Ueda N, Ohno H, Suzuki J, Tanaka S, et al. Roles of CTPL/Sfxn3 and Sfxn family members in pancreatic islet. J Cell Biochem. 2005;95(6):1157–68.PubMedCrossRef Yoshikumi Y, Mashima H, Ueda N, Ohno H, Suzuki J, Tanaka S, et al. Roles of CTPL/Sfxn3 and Sfxn family members in pancreatic islet. J Cell Biochem. 2005;95(6):1157–68.PubMedCrossRef
32.
go back to reference Owada-Ozaki Y, Muto S, Takagi H, Inoue T, Watanabe Y, Fukuhara M, et al. Prognostic impact of tumor mutation burden in patients with completely resected Non-small cell lung cancer: brief report. J Thorac Oncol. 2018;13(8):1217–21.PubMedCrossRef Owada-Ozaki Y, Muto S, Takagi H, Inoue T, Watanabe Y, Fukuhara M, et al. Prognostic impact of tumor mutation burden in patients with completely resected Non-small cell lung cancer: brief report. J Thorac Oncol. 2018;13(8):1217–21.PubMedCrossRef
33.
go back to reference Whitehall JC, Greaves LC. Aberrant mitochondrial function in ageing and cancer. Biogerontology. 2020;21(4):445–59.PubMedCrossRef Whitehall JC, Greaves LC. Aberrant mitochondrial function in ageing and cancer. Biogerontology. 2020;21(4):445–59.PubMedCrossRef
34.
go back to reference Fleming MD, Campagna DR, Haslett JN, Trenor CC 3rd, Andrews NC. A mutation in a mitochondrial transmembrane protein is responsible for the pleiotropic hematological and skeletal phenotype of flexed-tail (f/f) mice. Genes Dev. 2001;15(6):652–7.PubMedPubMedCentralCrossRef Fleming MD, Campagna DR, Haslett JN, Trenor CC 3rd, Andrews NC. A mutation in a mitochondrial transmembrane protein is responsible for the pleiotropic hematological and skeletal phenotype of flexed-tail (f/f) mice. Genes Dev. 2001;15(6):652–7.PubMedPubMedCentralCrossRef
35.
go back to reference Tang M, Huang Z, Luo X, Liu M, Wang L, Qi Z, et al. Ferritinophagy activation and sideroflexin1-dependent mitochondria iron overload is involved in apelin-13-induced cardiomyocytes hypertrophy. Free Radic Biol Med. 2019;134:445–57.PubMedCrossRef Tang M, Huang Z, Luo X, Liu M, Wang L, Qi Z, et al. Ferritinophagy activation and sideroflexin1-dependent mitochondria iron overload is involved in apelin-13-induced cardiomyocytes hypertrophy. Free Radic Biol Med. 2019;134:445–57.PubMedCrossRef
36.
go back to reference Sousa L, Garcia IJ, Costa TG, Silva LN, Renó CO, Oliveira ES, et al. Effects of Iron overload on the activity of Na,K-ATPase and lipid profile of the human erythrocyte membrane. PLoS One. 2015;10(7):e0132852. Sousa L, Garcia IJ, Costa TG, Silva LN, Renó CO, Oliveira ES, et al. Effects of Iron overload on the activity of Na,K-ATPase and lipid profile of the human erythrocyte membrane. PLoS One. 2015;10(7):e0132852.
37.
go back to reference Seth Nanda C, Venkateswaran SV, Patani N, Yuneva M. Defining a metabolic landscape of tumours: genome meets metabolism. Br J Cancer. 2020;122(2):136–49.PubMedCrossRef Seth Nanda C, Venkateswaran SV, Patani N, Yuneva M. Defining a metabolic landscape of tumours: genome meets metabolism. Br J Cancer. 2020;122(2):136–49.PubMedCrossRef
38.
go back to reference Li S, Kuang M, Chen L, Li Y, Liu S, Du H, et al. The mitochondrial protein ERAL1 suppresses RNA virus Infection by facilitating RIG-I-like receptor signaling. Cell Rep. 2021;34(3):108631. Li S, Kuang M, Chen L, Li Y, Liu S, Du H, et al. The mitochondrial protein ERAL1 suppresses RNA virus Infection by facilitating RIG-I-like receptor signaling. Cell Rep. 2021;34(3):108631.
39.
41.
go back to reference Muthusamy T, Cordes T, Handzlik MA-O, You L, Lim EW, Gengatharan J, et al. Serine restriction alters sphingolipid diversity to constrain tumour growth. Nature. 2020;586(7831):790–5.PubMedPubMedCentralCrossRef Muthusamy T, Cordes T, Handzlik MA-O, You L, Lim EW, Gengatharan J, et al. Serine restriction alters sphingolipid diversity to constrain tumour growth. Nature. 2020;586(7831):790–5.PubMedPubMedCentralCrossRef
42.
go back to reference Ribatti D, Ranieri G. Tryptase, a novel angiogenic factor stored in mast cell granules. Exp Cell Res. 2015;332(2):157–62.PubMedCrossRef Ribatti D, Ranieri G. Tryptase, a novel angiogenic factor stored in mast cell granules. Exp Cell Res. 2015;332(2):157–62.PubMedCrossRef
43.
go back to reference Li F, Du X, Lan F, Li N, Zhang C, Zhu C, et al. Eosinophilic inflammation promotes CCL6-dependent metastatic tumor growth. Sci Adv. 2021;7(22): eabb5943. Li F, Du X, Lan F, Li N, Zhang C, Zhu C, et al. Eosinophilic inflammation promotes CCL6-dependent metastatic tumor growth. Sci Adv. 2021;7(22): eabb5943.
45.
go back to reference Théate I, van Baren N, Pilotte L, Moulin P, Larrieu P, Renauld JC, et al. Extensive profiling of the expression of the indoleamine 2,3-dioxygenase 1 protein in normal and tumoral human tissues. Cancer Immunol Res. 2015;3(2):161–72.PubMedCrossRef Théate I, van Baren N, Pilotte L, Moulin P, Larrieu P, Renauld JC, et al. Extensive profiling of the expression of the indoleamine 2,3-dioxygenase 1 protein in normal and tumoral human tissues. Cancer Immunol Res. 2015;3(2):161–72.PubMedCrossRef
46.
go back to reference Prendergast GC, Mondal A, Dey S, Laury-Kleintop LD, Muller AJ. Inflammatory reprogramming with IDO1 inhibitors: turning immunologically unresponsive ‘Cold’’tumors ‘Hot.’ Trends Cancer. 2018;4(1):38–58.PubMedCrossRef Prendergast GC, Mondal A, Dey S, Laury-Kleintop LD, Muller AJ. Inflammatory reprogramming with IDO1 inhibitors: turning immunologically unresponsive ‘Cold’’tumors ‘Hot.’ Trends Cancer. 2018;4(1):38–58.PubMedCrossRef
47.
go back to reference Tang K, Wu YH, Song Y, Yu B. Indoleamine 2,3-dioxygenase 1 (IDO1) inhibitors in clinical trials for cancer immunotherapy. J Hematol Oncol. 2021;14(1):68.PubMedPubMedCentralCrossRef Tang K, Wu YH, Song Y, Yu B. Indoleamine 2,3-dioxygenase 1 (IDO1) inhibitors in clinical trials for cancer immunotherapy. J Hematol Oncol. 2021;14(1):68.PubMedPubMedCentralCrossRef
Metadata
Title
Comprehensive analysis the prognostic and immune characteristics of mitochondrial transport-related gene SFXN1 in lung adenocarcinoma
Authors
Wenting Liu
Qingwu Du
Ting Mei
Jingya Wang
Dingzhi Huang
Tingting Qin
Publication date
01-12-2024
Publisher
BioMed Central
Keyword
Biomarkers
Published in
BMC Cancer / Issue 1/2024
Electronic ISSN: 1471-2407
DOI
https://doi.org/10.1186/s12885-023-11646-z

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