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Published in: BMC Cancer 1/2020

01-12-2020 | Hepatocellular Carcinoma | Research article

Identification of a protein signature for predicting overall survival of hepatocellular carcinoma: a study based on data mining

Authors: Zeng-hong Wu, Dong-liang Yang

Published in: BMC Cancer | Issue 1/2020

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Abstract

Background

Hepatocellular carcinoma (HCC), is the fifth most common cancer in the world and the second most common cause of cancer-related deaths. Over 500,000 new HCC cases are diagnosed each year. Combining advanced genomic analysis with proteomic characterization not only has great potential in the discovery of useful biomarkers but also drives the development of new diagnostic methods.

Methods

This study obtained proteomic data from Clinical Proteomic Tumor Analysis Consortium (CPTAC) and validated in The Cancer Proteome Atlas (TCPA) and TCGA dataset to identify HCC biomarkers and the dysfunctional of proteogenomics.

Results

The CPTAC database contained data for 159 patients diagnosed with Hepatitis-B related HCC and 422 differentially expressed proteins (112 upregulated and 310 downregulated proteins). Restricting our analysis to the intersection in survival-related proteins between CPTAC and TCPA database revealed four coverage survival-related proteins including PCNA, MSH6, CDK1, and ASNS.

Conclusion

This study established a novel protein signature for HCC prognosis prediction using data retrieved from online databases. However, the signatures need to be verified using independent cohorts and functional experiments.
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Literature
1.
go back to reference Torre LA, Bray F, Siegel RL, Ferlay J, Lortet-Tieulent J, Jemal A. Global cancer statistics, 2012. CA Cancer J Clin. 2015;65(2):87–108.PubMedCrossRef Torre LA, Bray F, Siegel RL, Ferlay J, Lortet-Tieulent J, Jemal A. Global cancer statistics, 2012. CA Cancer J Clin. 2015;65(2):87–108.PubMedCrossRef
2.
go back to reference Coskun M. Hepatocellular carcinoma in the cirrhotic liver: evaluation using computed tomography and magnetic resonance imaging. Exp Clin Transplant. 2017;15(Suppl 2):36.PubMed Coskun M. Hepatocellular carcinoma in the cirrhotic liver: evaluation using computed tomography and magnetic resonance imaging. Exp Clin Transplant. 2017;15(Suppl 2):36.PubMed
3.
go back to reference Lang H, Sotiropoulos GC, Brokalaki EI, Schmitz KJ, Bertona C, Meyer G. Survival and recurrence rates after resection for hepatocellular carcinoma in noncirrhotic livers. J Am Coll Surg. 2007;205(1):27–36.PubMedCrossRef Lang H, Sotiropoulos GC, Brokalaki EI, Schmitz KJ, Bertona C, Meyer G. Survival and recurrence rates after resection for hepatocellular carcinoma in noncirrhotic livers. J Am Coll Surg. 2007;205(1):27–36.PubMedCrossRef
4.
go back to reference Jiao Y, Fu Z, Li Y, Meng L, Liu Y. High EIF2B5 mRNA expression and its prognostic significance in liver cancer: a study based on the TCGA and GEO database. Cancer Manag Res. 2018 Nov 20;10:6003–14.PubMedPubMedCentralCrossRef Jiao Y, Fu Z, Li Y, Meng L, Liu Y. High EIF2B5 mRNA expression and its prognostic significance in liver cancer: a study based on the TCGA and GEO database. Cancer Manag Res. 2018 Nov 20;10:6003–14.PubMedPubMedCentralCrossRef
5.
go back to reference Byeon H, Lee SD, Hong EK, Lee DE, Kim BH, Seo Y, Joo J, Han SS. Long-term prognostic impact of osteopontin and Dickkopf-related protein 1 in patients with hepatocellular carcinoma after hepatectomy. Pathol Res Pract. 2018;214(6):814–20.PubMedCrossRef Byeon H, Lee SD, Hong EK, Lee DE, Kim BH, Seo Y, Joo J, Han SS. Long-term prognostic impact of osteopontin and Dickkopf-related protein 1 in patients with hepatocellular carcinoma after hepatectomy. Pathol Res Pract. 2018;214(6):814–20.PubMedCrossRef
6.
go back to reference Shen Y, Bu L, Li R. Screening effective differential expression genes for hepatic carcinoma with metastasis in the peripheral blood mononuclear cells by RNA-seq. Oncotarget. 2017;8(17):27976–89.PubMedPubMedCentralCrossRef Shen Y, Bu L, Li R. Screening effective differential expression genes for hepatic carcinoma with metastasis in the peripheral blood mononuclear cells by RNA-seq. Oncotarget. 2017;8(17):27976–89.PubMedPubMedCentralCrossRef
7.
go back to reference Menschaert G, Feny D. Proteogenomics from a bioinformatics angle: a growing field. Mass Spectrom Rev. 2017;36(5):584–99.PubMedCrossRef Menschaert G, Feny D. Proteogenomics from a bioinformatics angle: a growing field. Mass Spectrom Rev. 2017;36(5):584–99.PubMedCrossRef
8.
go back to reference Chiou SH, Lee KT. Proteomic analysis and translational perspective of hepatocellular carcinoma: identification of diagnostic protein biomarkers by an onco-proteogenomics approach. Kaohsiung J Med Sci. 2016;32(11):535–44.PubMedCrossRef Chiou SH, Lee KT. Proteomic analysis and translational perspective of hepatocellular carcinoma: identification of diagnostic protein biomarkers by an onco-proteogenomics approach. Kaohsiung J Med Sci. 2016;32(11):535–44.PubMedCrossRef
9.
go back to reference Chen J, Cao X, Qin X. Proteomic analysis of the molecular mechanism of curcumin/β-cyclodextrin polymer inclusion complex inhibiting HepG2 cells growth. J Food Biochem. 2020;44:e13119.PubMed Chen J, Cao X, Qin X. Proteomic analysis of the molecular mechanism of curcumin/β-cyclodextrin polymer inclusion complex inhibiting HepG2 cells growth. J Food Biochem. 2020;44:e13119.PubMed
10.
go back to reference Whiteaker JR, Halusa GN, Hoofnagle AN, Sharma V, MacLean B, Yan P, Wrobel JA, Kennedy J, Mani DR, Zimmerman LJ, Meyer MR, Mesri M. Rodriguez H; clinical proteomic tumor analysis consortium (CPTAC), Paulovich AG. CPTAC assay portal: a repository of targeted proteomic assays. Nat Methods. 2014;11(7):703–4.PubMedPubMedCentralCrossRef Whiteaker JR, Halusa GN, Hoofnagle AN, Sharma V, MacLean B, Yan P, Wrobel JA, Kennedy J, Mani DR, Zimmerman LJ, Meyer MR, Mesri M. Rodriguez H; clinical proteomic tumor analysis consortium (CPTAC), Paulovich AG. CPTAC assay portal: a repository of targeted proteomic assays. Nat Methods. 2014;11(7):703–4.PubMedPubMedCentralCrossRef
11.
go back to reference Li J, Lu Y, Akbani R, Ju Z, Roebuck PL, Liu W, Yang J-Y, Broom BM, Verhaak RGW, Kane DW, et al. TCPA: a resource for Cancer functional proteomics data. Nat Methods. 2013;10(11):1046–7.PubMedPubMedCentralCrossRef Li J, Lu Y, Akbani R, Ju Z, Roebuck PL, Liu W, Yang J-Y, Broom BM, Verhaak RGW, Kane DW, et al. TCPA: a resource for Cancer functional proteomics data. Nat Methods. 2013;10(11):1046–7.PubMedPubMedCentralCrossRef
12.
go back to reference Akbani R, Ng PK, Werner HM. A pan-cancer proteomic perspective on The Cancer Genome Atlas. Nat Commun. 2014;20129:3887.CrossRef Akbani R, Ng PK, Werner HM. A pan-cancer proteomic perspective on The Cancer Genome Atlas. Nat Commun. 2014;20129:3887.CrossRef
13.
go back to reference Iasonos A, Schrag D, Raj GV, Panageas KS. How to build and interpret a nomogram for cancer prognosis. J Clin Oncol. 2008;26(8):1364–70.CrossRef Iasonos A, Schrag D, Raj GV, Panageas KS. How to build and interpret a nomogram for cancer prognosis. J Clin Oncol. 2008;26(8):1364–70.CrossRef
14.
go back to reference Gao Q, Zhu H, Dong L. Integrated Proteogenomic characterization of HBV-related hepatocellular carcinoma. Cell. 2019;179(5):1240.PubMedCrossRef Gao Q, Zhu H, Dong L. Integrated Proteogenomic characterization of HBV-related hepatocellular carcinoma. Cell. 2019;179(5):1240.PubMedCrossRef
15.
go back to reference Asplund A, Edqvist PH, Schwenk JM, Pontén F. Antibodies for profiling the human proteome-the human protein atlas as a resource for cancer research. Proteomics. 2012;12:2067–77.PubMedCrossRef Asplund A, Edqvist PH, Schwenk JM, Pontén F. Antibodies for profiling the human proteome-the human protein atlas as a resource for cancer research. Proteomics. 2012;12:2067–77.PubMedCrossRef
16.
go back to reference Jiang Y, Sun A, Zhao Y. Proteomics identifies new therapeutic targets of early-stage hepatocellular carcinoma. Nature. 2019;567(7747):257–61.PubMedCrossRef Jiang Y, Sun A, Zhao Y. Proteomics identifies new therapeutic targets of early-stage hepatocellular carcinoma. Nature. 2019;567(7747):257–61.PubMedCrossRef
17.
go back to reference Feng J, Dai W, Mao Y. Simvastatin re-sensitizes hepatocellular carcinoma cells to sorafenib by inhibiting HIF-1α/PPAR-γ/PKM2-mediated glycolysis. J Exp Clin Cancer Res. 2020;39(1):24.PubMedPubMedCentralCrossRef Feng J, Dai W, Mao Y. Simvastatin re-sensitizes hepatocellular carcinoma cells to sorafenib by inhibiting HIF-1α/PPAR-γ/PKM2-mediated glycolysis. J Exp Clin Cancer Res. 2020;39(1):24.PubMedPubMedCentralCrossRef
18.
go back to reference Wang Z, Li F, Quan Y. Avicularin ameliorates human hepatocellular carcinoma via the regulation of NF-κB/COX-2/PPAR-γ activities. Mol Med Rep. 2019;19(6):5417–23.PubMedPubMedCentral Wang Z, Li F, Quan Y. Avicularin ameliorates human hepatocellular carcinoma via the regulation of NF-κB/COX-2/PPAR-γ activities. Mol Med Rep. 2019;19(6):5417–23.PubMedPubMedCentral
19.
go back to reference Jo H, Lee J, Jeon J. The critical role of glucose deprivation in epithelial-mesenchymal transition in hepatocellular carcinoma under hypoxia. Sci Rep. 2020;10(1):1538.PubMedPubMedCentralCrossRef Jo H, Lee J, Jeon J. The critical role of glucose deprivation in epithelial-mesenchymal transition in hepatocellular carcinoma under hypoxia. Sci Rep. 2020;10(1):1538.PubMedPubMedCentralCrossRef
20.
go back to reference Liao S, Chen H, Liu M, Gan L, Li C, Zhang W, Lv L, Mei Z. Aquaporin 9 inhibits growth and metastasis of hepatocellular carcinoma cells via Wnt/β-catenin pathway. Aging (Albany NY). 2020;12(2):1527–44.CrossRef Liao S, Chen H, Liu M, Gan L, Li C, Zhang W, Lv L, Mei Z. Aquaporin 9 inhibits growth and metastasis of hepatocellular carcinoma cells via Wnt/β-catenin pathway. Aging (Albany NY). 2020;12(2):1527–44.CrossRef
21.
go back to reference Togni R, Bagla N, Muiesan P, Miquel R, O'Grady J, Heaton N, Knisely AS, Portmann B, Quaglia A. Microsatellite instability in hepatocellular carcinoma in non-cirrhotic liver in patients older than 60 years. Hepatol Res. 2009;39(3):266–73.PubMedCrossRef Togni R, Bagla N, Muiesan P, Miquel R, O'Grady J, Heaton N, Knisely AS, Portmann B, Quaglia A. Microsatellite instability in hepatocellular carcinoma in non-cirrhotic liver in patients older than 60 years. Hepatol Res. 2009;39(3):266–73.PubMedCrossRef
22.
go back to reference Ozer O, Bilezikci B, Aktas S, Sahin FI. Methylation profile analysis of DNA repair genes in hepatocellular carcinoma with MS-MLPA. Diagn Mol Pathol. 2013;22(4):222–7.PubMedCrossRef Ozer O, Bilezikci B, Aktas S, Sahin FI. Methylation profile analysis of DNA repair genes in hepatocellular carcinoma with MS-MLPA. Diagn Mol Pathol. 2013;22(4):222–7.PubMedCrossRef
23.
go back to reference Roberts ME, Jackson SA, Susswein LR, Zeinomar N, Ma X, Marshall ML, Stettner AR, Milewski B, Xu Z, Solomon BD, et al. MSH6 and PMS2 germ-line pathogenic variants implicated in lynch syndrome are associated with breast cancer. Genet Med. 2018;20(10):1167–74.PubMedPubMedCentralCrossRef Roberts ME, Jackson SA, Susswein LR, Zeinomar N, Ma X, Marshall ML, Stettner AR, Milewski B, Xu Z, Solomon BD, et al. MSH6 and PMS2 germ-line pathogenic variants implicated in lynch syndrome are associated with breast cancer. Genet Med. 2018;20(10):1167–74.PubMedPubMedCentralCrossRef
24.
go back to reference Quezada-Diaz FF, Hameed I, von Mueffling A, Salo-Mullen EE, Catalano JD, Smith JJ, Weiser MR, Garcia-Aguilar J, Stadler ZK, Guillem JG. Risk of Metachronous colorectal neoplasm after a segmental colectomy in lynch syndrome patients according to mismatch repair gene status. J Am Coll Surg. 2020;230(4):669–75.PubMedCrossRef Quezada-Diaz FF, Hameed I, von Mueffling A, Salo-Mullen EE, Catalano JD, Smith JJ, Weiser MR, Garcia-Aguilar J, Stadler ZK, Guillem JG. Risk of Metachronous colorectal neoplasm after a segmental colectomy in lynch syndrome patients according to mismatch repair gene status. J Am Coll Surg. 2020;230(4):669–75.PubMedCrossRef
25.
go back to reference Xing WC, Qi WX, Ho CS. Blocking CDK1/PDK1/β-catenin signaling by CDK1 inhibitor RO3306 increased the efficacy of sorafenib treatment by targeting cancer stem cells in a preclinical model of hepatocellular carcinoma. Theranostics. 2018;8(14):3737–50.CrossRef Xing WC, Qi WX, Ho CS. Blocking CDK1/PDK1/β-catenin signaling by CDK1 inhibitor RO3306 increased the efficacy of sorafenib treatment by targeting cancer stem cells in a preclinical model of hepatocellular carcinoma. Theranostics. 2018;8(14):3737–50.CrossRef
26.
go back to reference Gao CL, Wang GW, Yang GQ, Yang H, Zhuang L. Karyopherin subunit-α 2 expression accelerates cell cycle progression by upregulating CCNB2 and CDK1 in hepatocellular carcinoma. Oncol Lett. 2018;15(3):2815–20.PubMed Gao CL, Wang GW, Yang GQ, Yang H, Zhuang L. Karyopherin subunit-α 2 expression accelerates cell cycle progression by upregulating CCNB2 and CDK1 in hepatocellular carcinoma. Oncol Lett. 2018;15(3):2815–20.PubMed
27.
go back to reference Zhang B, Dong LW, Tan YX, Zhang J, Pan YF, Yang C, Li MH, Ding ZW, Liu LJ, Jiang TY, et al. Asparagine synthetase is an independent predictor of surgical survival and a potential therapeutic target in hepatocellular carcinoma. Br J Cancer. 2013;109(1):14–23.PubMedPubMedCentralCrossRef Zhang B, Dong LW, Tan YX, Zhang J, Pan YF, Yang C, Li MH, Ding ZW, Liu LJ, Jiang TY, et al. Asparagine synthetase is an independent predictor of surgical survival and a potential therapeutic target in hepatocellular carcinoma. Br J Cancer. 2013;109(1):14–23.PubMedPubMedCentralCrossRef
28.
go back to reference Li W, Dong C. Polymorphism in asparagine synthetase is associated with overall survival of hepatocellular carcinoma patients. BMC Gastroenterol. 2017;17(1):79.PubMedPubMedCentralCrossRef Li W, Dong C. Polymorphism in asparagine synthetase is associated with overall survival of hepatocellular carcinoma patients. BMC Gastroenterol. 2017;17(1):79.PubMedPubMedCentralCrossRef
29.
go back to reference Sym M, Engebrecht JA, Roeder GS. ZIP1 is a synaptonemal complex protein required for meiotic chromosome synapsis. Cell. 1993;72(3):365–78.PubMedCrossRef Sym M, Engebrecht JA, Roeder GS. ZIP1 is a synaptonemal complex protein required for meiotic chromosome synapsis. Cell. 1993;72(3):365–78.PubMedCrossRef
30.
go back to reference Costello LC, Franklin RB, Zou J. Human prostate cancer ZIP1/zinc/citrate genetic/metabolic relationship in the TRAMP prostate cancer animal model [J]. Cancer Biol Ther. 2011;12(12):1078–84.PubMedPubMedCentralCrossRef Costello LC, Franklin RB, Zou J. Human prostate cancer ZIP1/zinc/citrate genetic/metabolic relationship in the TRAMP prostate cancer animal model [J]. Cancer Biol Ther. 2011;12(12):1078–84.PubMedPubMedCentralCrossRef
31.
go back to reference Franklin RB, Ma J, Zou J, Guan Z, Kukoyi BI, Feng P, Costello LC. Human ZIP1 is a major zinc uptake transporter for the accumulation of zinc in prostate cells. J Inorg Biochem. 2003;96(2–3):435–42.PubMedPubMedCentralCrossRef Franklin RB, Ma J, Zou J, Guan Z, Kukoyi BI, Feng P, Costello LC. Human ZIP1 is a major zinc uptake transporter for the accumulation of zinc in prostate cells. J Inorg Biochem. 2003;96(2–3):435–42.PubMedPubMedCentralCrossRef
32.
go back to reference Xiong Y, Lu J, Fang Q, Lu Y, Xie C, Wu H, Yin Z. UBE2C functions as a potential oncogene by enhancing cell proliferation, migration, invasion, and drug resistance in hepatocellular carcinoma cells. Biosci Rep. 2019;39(4):BSR20182384.PubMedPubMedCentralCrossRef Xiong Y, Lu J, Fang Q, Lu Y, Xie C, Wu H, Yin Z. UBE2C functions as a potential oncogene by enhancing cell proliferation, migration, invasion, and drug resistance in hepatocellular carcinoma cells. Biosci Rep. 2019;39(4):BSR20182384.PubMedPubMedCentralCrossRef
Metadata
Title
Identification of a protein signature for predicting overall survival of hepatocellular carcinoma: a study based on data mining
Authors
Zeng-hong Wu
Dong-liang Yang
Publication date
01-12-2020
Publisher
BioMed Central
Published in
BMC Cancer / Issue 1/2020
Electronic ISSN: 1471-2407
DOI
https://doi.org/10.1186/s12885-020-07229-x

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