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Published in: BMC Gastroenterology 1/2023

Open Access 01-12-2023 | Hepatocellular Carcinoma | Research

Establishment of a prognostic signature based on fatty acid metabolism genes in HCC associated with hepatitis B

Authors: Ping Yan, Yunhai Luo, Zuotian Huang, Tong Mou, Hang Yang, Dadi Peng, Zhongjun Wu

Published in: BMC Gastroenterology | Issue 1/2023

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Abstract

Background

Hepatitis B virus (HBV)-associated hepatocellular carcinoma (HCC) is one of the most common and deadly cancer and often accompanied by varying degrees of liver damage, leading to the dysfunction of fatty acid metabolism (FAM). This study aimed to investigate the relationship between FAM and HBV-associated HCC and identify FAM biomarkers for predicting the prognosis of HBV-associated HCC.

Methods

Gene Set Enrichment Analysis (GSEA) was used to analyze the difference of FAM pathway between paired tumor and adjacent normal tissue samples in 58 HBV-associated HCC patients from the Gene Expression Omnibus (GEO) database. Next, 117 HBV-associated HCC patients from The Cancer Genome Atlas (TCGA) database were analyzed to establish a prognostic signature based on 42 FAM genes. Then, the prognostic signature was validated in an external cohort consisting of 30 HBV-associated HCC patients. Finally, immune infiltration analysis was performed to evaluate the FAM-related immune cells in HBV-associated HCC.

Results

As a result, FAM pathway was clearly downregulated in tumor tissue of HBV-associated HCC, and survival analysis demonstrated that 12 FAM genes were associated with the prognosis of HBV-associated HCC. Lasso-penalized Cox regression analysis identified and established a five-gene signature (ACADVL, ACAT1, ACSL3, ADH4 and ECI1), which showed effective discrimination and prediction for the prognosis of HBV-associated HCC both in the TCGA cohort and the validation cohort. Immune infiltration analysis showed that the high-risk group, identified by FAM signature, of HBV-associated HCC had a higher ratio of Tregs, which was associated with the prognosis.

Conclusions

Collectively, these findings suggest that there is a strong connection between FAM and HBV-associated HCC, indicating a potential therapeutic strategy targeting FAM to block the accumulation of Tregs into the tumor microenvironment of HBV-associated HCC.
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Literature
1.
go back to reference Sung H, Ferlay J, Siegel RL, Laversanne M, Soerjomataram I, Jemal A, et al. Global Cancer statistics 2020: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA Cancer J Clin. 2021;71:209–49.PubMedCrossRef Sung H, Ferlay J, Siegel RL, Laversanne M, Soerjomataram I, Jemal A, et al. Global Cancer statistics 2020: GLOBOCAN estimates of incidence and mortality worldwide for 36 cancers in 185 countries. CA Cancer J Clin. 2021;71:209–49.PubMedCrossRef
2.
go back to reference Chen W, Zheng R, Baade PD, Zhang S, Zeng H, Bray F, et al. Cancer statistics in China, 2015. CA Cancer J Clin. 2016;66:115–32.CrossRef Chen W, Zheng R, Baade PD, Zhang S, Zeng H, Bray F, et al. Cancer statistics in China, 2015. CA Cancer J Clin. 2016;66:115–32.CrossRef
4.
go back to reference Llovet JM, Kelley RK, Villanueva A, Singal AG, Pikarsky E, Roayaie S, et al. Hepatocellular carcinoma. Nat Rev Dis Primers. 2021;7:6.CrossRef Llovet JM, Kelley RK, Villanueva A, Singal AG, Pikarsky E, Roayaie S, et al. Hepatocellular carcinoma. Nat Rev Dis Primers. 2021;7:6.CrossRef
5.
go back to reference Yang P, Markowitz GJ, Wang XF. The hepatitis B virus-associated tumor microenvironment in hepatocellular carcinoma. Natl Sci Rev. 2014;1:396–412.CrossRef Yang P, Markowitz GJ, Wang XF. The hepatitis B virus-associated tumor microenvironment in hepatocellular carcinoma. Natl Sci Rev. 2014;1:396–412.CrossRef
8.
go back to reference Biswas SK. Metabolic reprogramming of immune cells in Cancer progression. Immunity. 2015;43(3):435–49.PubMedCrossRef Biswas SK. Metabolic reprogramming of immune cells in Cancer progression. Immunity. 2015;43(3):435–49.PubMedCrossRef
10.
go back to reference Dias AS, Almeida CR, Helguero LA, Duarte IF. Metabolic crosstalk in the breast cancer microenvironment. Eur J Cancer. 2019;121:154–71.CrossRef Dias AS, Almeida CR, Helguero LA, Duarte IF. Metabolic crosstalk in the breast cancer microenvironment. Eur J Cancer. 2019;121:154–71.CrossRef
11.
go back to reference Michaeloudes C, Bhavsar P, Mumby S, Xu BL, Hui CKM, Chung KF, et al. Role of metabolic reprogramming in pulmonary innate immunity and its impact on lung diseases. J Innate Immun. 2020;12(1):1–16.CrossRef Michaeloudes C, Bhavsar P, Mumby S, Xu BL, Hui CKM, Chung KF, et al. Role of metabolic reprogramming in pulmonary innate immunity and its impact on lung diseases. J Innate Immun. 2020;12(1):1–16.CrossRef
14.
go back to reference Li XY, Wenes M, Romero P, Huang SCC, Fendt SM, Ho PC. Navigating metabolic pathways to enhance antitumour immunity and immunotherapy. Nat Rev Clin Oncol. 2019;16:425–41.PubMedCrossRef Li XY, Wenes M, Romero P, Huang SCC, Fendt SM, Ho PC. Navigating metabolic pathways to enhance antitumour immunity and immunotherapy. Nat Rev Clin Oncol. 2019;16:425–41.PubMedCrossRef
15.
go back to reference Broadfield LA, Pane AA, Talebi A, Swinnen JV, Fendt SM. Lipid metabolism in cancer: new perspectives and emerging mechanisms. Dev Cell. 2021;56(10):1363–93.CrossRef Broadfield LA, Pane AA, Talebi A, Swinnen JV, Fendt SM. Lipid metabolism in cancer: new perspectives and emerging mechanisms. Dev Cell. 2021;56(10):1363–93.CrossRef
16.
go back to reference Hoy AJ, Nagarajan SR, Butler LM. Tumour fatty acid metabolism in the context of therapy resistance and obesity. Nat Rev Cancer. 2021;21(12):753–66.PubMedCrossRef Hoy AJ, Nagarajan SR, Butler LM. Tumour fatty acid metabolism in the context of therapy resistance and obesity. Nat Rev Cancer. 2021;21(12):753–66.PubMedCrossRef
17.
go back to reference Reilly NA, Lutgens E, Kuiper J, Heijmans BT, Jukema JW. Effects of fatty acids on T cell function: role in atherosclerosis. Nat Rev Cardiol. 2021;18:824–37.CrossRef Reilly NA, Lutgens E, Kuiper J, Heijmans BT, Jukema JW. Effects of fatty acids on T cell function: role in atherosclerosis. Nat Rev Cardiol. 2021;18:824–37.CrossRef
18.
go back to reference Yoo S, Wang W, Wang Q, Fiel MI, Lee E, Hiotis SP, et al. A pilot systematic genomic comparison of recurrence risks of hepatitis B virus-associated hepatocellular carcinoma with low- and high-degree liver fibrosis. BMC Med. 2017;15:214.PubMedPubMedCentralCrossRef Yoo S, Wang W, Wang Q, Fiel MI, Lee E, Hiotis SP, et al. A pilot systematic genomic comparison of recurrence risks of hepatitis B virus-associated hepatocellular carcinoma with low- and high-degree liver fibrosis. BMC Med. 2017;15:214.PubMedPubMedCentralCrossRef
19.
go back to reference Wang SM, Ooi LLPJ, Hui KM. Identification and validation of a novel gene signature associated with the recurrence of human hepatocellular carcinoma. Clin Cancer Res. 2007;13:6275–83.PubMedCrossRef Wang SM, Ooi LLPJ, Hui KM. Identification and validation of a novel gene signature associated with the recurrence of human hepatocellular carcinoma. Clin Cancer Res. 2007;13:6275–83.PubMedCrossRef
20.
go back to reference Yan P, Huang Z, Mou T, Luo Y, Liu Y, Zhou B, et al. Comprehensive analyses of competing endogenous RNA networks reveal potential biomarkers for predicting hepatocellular carcinoma recurrence. BMC Cancer. 2021;21(1):436.PubMedCentralCrossRef Yan P, Huang Z, Mou T, Luo Y, Liu Y, Zhou B, et al. Comprehensive analyses of competing endogenous RNA networks reveal potential biomarkers for predicting hepatocellular carcinoma recurrence. BMC Cancer. 2021;21(1):436.PubMedCentralCrossRef
21.
go back to reference Newman AM, Steen CB, Liu CL, Gentles AJ, Chaudhuri AA, Scherer F, et al. Determining cell type abundance and expression from bulk tissues with digital cytometry. Nat Biotechnol. 2019;37:773–82.PubMedPubMedCentralCrossRef Newman AM, Steen CB, Liu CL, Gentles AJ, Chaudhuri AA, Scherer F, et al. Determining cell type abundance and expression from bulk tissues with digital cytometry. Nat Biotechnol. 2019;37:773–82.PubMedPubMedCentralCrossRef
22.
go back to reference Sherman M. Hepatocellular carcinoma: epidemiology, surveillance, and diagnosis. Semin Liver Dis. 2010;30:3–16.PubMedCrossRef Sherman M. Hepatocellular carcinoma: epidemiology, surveillance, and diagnosis. Semin Liver Dis. 2010;30:3–16.PubMedCrossRef
23.
go back to reference Yoshida K, Desbiolles A, Feldman SF, Ahn SH, Alidjinou EK, Atsukawa M, et al. Hepatitis B Core-related antigen to indicate high viral load: systematic review and Meta-analysis of 10,397 individual participants. Clin Gastroenterol Hepatol. 2021;19:46–60.PubMedCrossRef Yoshida K, Desbiolles A, Feldman SF, Ahn SH, Alidjinou EK, Atsukawa M, et al. Hepatitis B Core-related antigen to indicate high viral load: systematic review and Meta-analysis of 10,397 individual participants. Clin Gastroenterol Hepatol. 2021;19:46–60.PubMedCrossRef
24.
go back to reference Testoni B, Lebossé F, Scholtes C, Berby F, Miaglia C, Subic M, et al. Serum hepatitis B core-related antigen (HBcrAg) correlates with covalently closed circular DNA transcriptional activity in chronic hepatitis B patients. J Hepatol. 2019;70:615–25.PubMedCrossRef Testoni B, Lebossé F, Scholtes C, Berby F, Miaglia C, Subic M, et al. Serum hepatitis B core-related antigen (HBcrAg) correlates with covalently closed circular DNA transcriptional activity in chronic hepatitis B patients. J Hepatol. 2019;70:615–25.PubMedCrossRef
25.
go back to reference Sun HC, Xie L, Yang XR, Li W, Yu J, Zhu XD, et al. Shanghai score: a prognostic and adjuvant treatment-evaluating system constructed for Chinese patients with hepatocellular carcinoma after curative resection. Chin Med J. 2017;130:2650–60.PubMedPubMedCentralCrossRef Sun HC, Xie L, Yang XR, Li W, Yu J, Zhu XD, et al. Shanghai score: a prognostic and adjuvant treatment-evaluating system constructed for Chinese patients with hepatocellular carcinoma after curative resection. Chin Med J. 2017;130:2650–60.PubMedPubMedCentralCrossRef
26.
go back to reference Cheng J, Wang W, Zhang Y, Liu X, Li M, Wu Z, et al. Prognostic role of pre-treatment serum AFP-L3% in hepatocellular carcinoma: systematic review and meta-analysis. PLoS One. 2014;9:e87011.PubMedCentralCrossRef Cheng J, Wang W, Zhang Y, Liu X, Li M, Wu Z, et al. Prognostic role of pre-treatment serum AFP-L3% in hepatocellular carcinoma: systematic review and meta-analysis. PLoS One. 2014;9:e87011.PubMedCentralCrossRef
27.
go back to reference Nakahara K, Ohkuni A, Kitamura T, Abe K, Naganuma T, Ohno Y, et al. The Sjögren-Larsson syndrome gene encodes a hexadecenal dehydrogenase of the sphingosine 1-phosphate degradation pathway. Mol Cell. 2012;46:461–71.CrossRef Nakahara K, Ohkuni A, Kitamura T, Abe K, Naganuma T, Ohno Y, et al. The Sjögren-Larsson syndrome gene encodes a hexadecenal dehydrogenase of the sphingosine 1-phosphate degradation pathway. Mol Cell. 2012;46:461–71.CrossRef
28.
go back to reference Ndiaye H, Liu JY, Hall A, Minogue S, Morgan MY, Waugh MG. Immunohistochemical staining reveals differential expression of ACSL3 and ACSL4 in hepatocellular carcinoma and hepatic gastrointestinal metastases. Biosci Rep. 2020;40(4):BSR20200219.PubMedCentralCrossRef Ndiaye H, Liu JY, Hall A, Minogue S, Morgan MY, Waugh MG. Immunohistochemical staining reveals differential expression of ACSL3 and ACSL4 in hepatocellular carcinoma and hepatic gastrointestinal metastases. Biosci Rep. 2020;40(4):BSR20200219.PubMedCentralCrossRef
29.
go back to reference Klasson TD, LaGory EL, Zhao H, Huynh SK, Papandreou L, Moon EJ, et al. ACSL3 regulates lipid droplet biogenesis and ferroptosis sensitivity in clear cell renal cell carcinoma. Cancer Metab. 2022;10:14.PubMedPubMedCentralCrossRef Klasson TD, LaGory EL, Zhao H, Huynh SK, Papandreou L, Moon EJ, et al. ACSL3 regulates lipid droplet biogenesis and ferroptosis sensitivity in clear cell renal cell carcinoma. Cancer Metab. 2022;10:14.PubMedPubMedCentralCrossRef
30.
go back to reference Fernández LP, Merino M, Colmenarejo G, Moreno-Rubio J, Sánchez-Martínez R, Quijada-Freire A, et al. Metabolic enzyme ACSL3 is a prognostic biomarker and correlates with anticancer effectiveness of statins in non-small cell lung cancer. Mol Oncol. 2020;14:3135–52.PubMedPubMedCentralCrossRef Fernández LP, Merino M, Colmenarejo G, Moreno-Rubio J, Sánchez-Martínez R, Quijada-Freire A, et al. Metabolic enzyme ACSL3 is a prognostic biomarker and correlates with anticancer effectiveness of statins in non-small cell lung cancer. Mol Oncol. 2020;14:3135–52.PubMedPubMedCentralCrossRef
31.
go back to reference Haapalainen AM, MerilaInen G, Wierenga RK. The thiolase superfamily: condensing enzymes with diverse reaction specificities. Trends Biochem Sci. 2006;31(1):64–71.CrossRef Haapalainen AM, MerilaInen G, Wierenga RK. The thiolase superfamily: condensing enzymes with diverse reaction specificities. Trends Biochem Sci. 2006;31(1):64–71.CrossRef
32.
go back to reference Gu L, Zhu Y, Lin X, Tan X, Lu B, Li Y. Stabilization of FASN by ACAT1-mediated GNPAT acetylation promotes lipid metabolism and hepatocarcinogenesis. Oncogene. 2020;39:2437–49.PubMedCrossRef Gu L, Zhu Y, Lin X, Tan X, Lu B, Li Y. Stabilization of FASN by ACAT1-mediated GNPAT acetylation promotes lipid metabolism and hepatocarcinogenesis. Oncogene. 2020;39:2437–49.PubMedCrossRef
33.
go back to reference Hellgren M, Strömberg P, Gallego O, Martras S, Farrés J, Persson B, et al. Alcohol dehydrogenase 2 is a major hepatic enzyme for human retinol metabolism. Cell Mol Life Sci. 2007;64(4):498–505.PubMedCrossRef Hellgren M, Strömberg P, Gallego O, Martras S, Farrés J, Persson B, et al. Alcohol dehydrogenase 2 is a major hepatic enzyme for human retinol metabolism. Cell Mol Life Sci. 2007;64(4):498–505.PubMedCrossRef
34.
go back to reference Collins XH, Harmon SD, Kaduce TL, Berst KB, Fang X, Moore SA, et al. Omega-oxidation of 20-hydroxyeicosatetraenoic acid (20-HETE) in cerebral microvascular smooth muscle and endothelium by alcohol dehydrogenase 4. J Biol Chem. 2005;280(39):33157–64.CrossRef Collins XH, Harmon SD, Kaduce TL, Berst KB, Fang X, Moore SA, et al. Omega-oxidation of 20-hydroxyeicosatetraenoic acid (20-HETE) in cerebral microvascular smooth muscle and endothelium by alcohol dehydrogenase 4. J Biol Chem. 2005;280(39):33157–64.CrossRef
35.
go back to reference Wei RR, Zhang MY, Rao HL, Pu HY, Zhang HZ, Wang HY. Identification of ADH4 as a novel and potential prognostic marker in hepatocellular carcinoma. Med Oncol. 2012;29:2737–43.PubMedCrossRef Wei RR, Zhang MY, Rao HL, Pu HY, Zhang HZ, Wang HY. Identification of ADH4 as a novel and potential prognostic marker in hepatocellular carcinoma. Med Oncol. 2012;29:2737–43.PubMedCrossRef
36.
go back to reference Liu X, Li T, Kong D, You H, Kong F, Tang R. Prognostic implications of alcohol dehydrogenases in hepatocellular carcinoma. BMC Cancer. 2020;20(1):1204.PubMedCentralCrossRef Liu X, Li T, Kong D, You H, Kong F, Tang R. Prognostic implications of alcohol dehydrogenases in hepatocellular carcinoma. BMC Cancer. 2020;20(1):1204.PubMedCentralCrossRef
37.
go back to reference Aoyama T, Souri M, Ueno I, Kamijo T, Yamaguchi S, Rhead WJ, et al. Cloning of human very-long-chain acyl-coenzyme a dehydrogenase and molecular characterization of its deficiency in two patients. Am J Hum Genet. 1995;57(2):273–83.PubMedCentral Aoyama T, Souri M, Ueno I, Kamijo T, Yamaguchi S, Rhead WJ, et al. Cloning of human very-long-chain acyl-coenzyme a dehydrogenase and molecular characterization of its deficiency in two patients. Am J Hum Genet. 1995;57(2):273–83.PubMedCentral
38.
go back to reference Souri M, Aoyama T, Hoganson G, Hashimoto T. Very-long-chain acyl-CoA dehydrogenase subunit assembles to the dimer form on mitochondrial inner membrane. FEBS Lett. 1998;426(2):187–90.PubMedCrossRef Souri M, Aoyama T, Hoganson G, Hashimoto T. Very-long-chain acyl-CoA dehydrogenase subunit assembles to the dimer form on mitochondrial inner membrane. FEBS Lett. 1998;426(2):187–90.PubMedCrossRef
39.
go back to reference Zhu QW, Yu Y, Zhang Y, Wang XH. VLCAD inhibits the proliferation and invasion of hepatocellular cancer cells through regulating PI3K/AKT axis. Clin Transl Oncol. 2022;24:864–74.PubMedCrossRef Zhu QW, Yu Y, Zhang Y, Wang XH. VLCAD inhibits the proliferation and invasion of hepatocellular cancer cells through regulating PI3K/AKT axis. Clin Transl Oncol. 2022;24:864–74.PubMedCrossRef
40.
go back to reference Janssen U, Fink T, Lichter P, Stoffel W. Human mitochondrial 3,2-trans-enoyl-CoA isomerase (DCI): gene structure and localization to chromosome 16p13.3. Genomics. 1994;23(1):223–8.PubMedCrossRef Janssen U, Fink T, Lichter P, Stoffel W. Human mitochondrial 3,2-trans-enoyl-CoA isomerase (DCI): gene structure and localization to chromosome 16p13.3. Genomics. 1994;23(1):223–8.PubMedCrossRef
41.
go back to reference Rasmussen AL, Diamond DL, McDermott JE, Gao X, Metz TO, Matzke MM, et al. Systems virology identifies a mitochondrial fatty acid oxidation enzyme, dodecenoyl coenzyme a delta isomerase, required for hepatitis C virus replication and likely pathogenesis. J Virol. 2011;85(22):11646–54.PubMedPubMedCentralCrossRef Rasmussen AL, Diamond DL, McDermott JE, Gao X, Metz TO, Matzke MM, et al. Systems virology identifies a mitochondrial fatty acid oxidation enzyme, dodecenoyl coenzyme a delta isomerase, required for hepatitis C virus replication and likely pathogenesis. J Virol. 2011;85(22):11646–54.PubMedPubMedCentralCrossRef
Metadata
Title
Establishment of a prognostic signature based on fatty acid metabolism genes in HCC associated with hepatitis B
Authors
Ping Yan
Yunhai Luo
Zuotian Huang
Tong Mou
Hang Yang
Dadi Peng
Zhongjun Wu
Publication date
01-12-2023
Publisher
BioMed Central
Published in
BMC Gastroenterology / Issue 1/2023
Electronic ISSN: 1471-230X
DOI
https://doi.org/10.1186/s12876-023-03026-5

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