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Screening differentially expressed genes in hepatocellular carcinoma by cross-species and cross-carcinogenic factors strategy based on RNA-Seq
Jun-Lin Shi, Wang Luo, Yuan Li, Chun Yang, Yan-Ping Tang, Ke-Zhi Li, Ji Cao
Jun-Lin Shi, Wang Luo, Yuan Li, Chun Yang, Yan-Ping Tang, Ke-Zhi Li, Ji Cao, Department of Experimental Pathology, Tumor Hospital of Guangxi Medical University, Nanning 530021, Guangxi Zhuang Autonomous, China
Jun-Lin Shi, Center for Translational Medicine of Guangxi Medical University; Graduate School of Guangxi Medical University, Nanning 530021, Guangxi Zhuang Autonomous Region, China
Supported by: National Natural Science Foundation of China, Nos. 30960428 and 81260080; Youth Foundation of Guangxi Medical University, No. GXMUYSF2014023.
Correspondence to: Ji Cao, Researcher, Department of Experimental Pathology, Tumor Hospital of Guangxi Medical University, 71 Hedi Road, Nanning 530021, Guangxi Zhuang Autonomous, China. caojicn@163.com
Received: February 1, 2016 Revised: February 26, 2016 Accepted: March 8, 2016 Published online: April 18, 2016
AIM: To identify key molecules involved in progression of hepatocellular carcinoma (HCC) by cross-species (human and tupaia) and cross-carcinogenic factors (HBV and AFB1) strategy based on RNA sequencing (RNA-Seq).
METHODS: The transcripts in human and tupaia HCC, tumor adjacent liver tissue (para-HCC) and normal liver tissue were thoroughly analyzed by RNA sequencing. Tupaia HCC was induced by HBV infection or aflatoxin B1 (AFB1). Differentially expressed genes were collected between these tissues, and common differential genes which cross human and Tupaia as well as HBV and AFB1 carcinogenic factors were identified.
RESULTS: Compared to human para-HCC and normal liver tissues, 68 differential genes were screened in human HCC, among which 14 were up-regulated and 54 down-regulated. Compared to Tupaia para-HCC and normal liver tissues, 314 differential genes were screened in HBV induced Tupaia HCC, and 20 were screened in AFB1 induced Tupaia HCC. There were 11 common differential genes between HBV and AFB1 induced Tupaia HCC, all of which were down-regulated. There were 2 common differential genes between human HCC and Tupaia HCC, and they were apolipoprotein F (APOF) and insulin-like growth factor binding protein, acid labile subunit (IGFALS), both of which were down-regulated in HCC.
CONCLUSION: The cross-species, cross-carcinogenic factors screening strategy based on RNA-Seq may promote the process of identifying key molecules for human HCC. APOF and IGFALS may be important factors for HCC.
Citation: Shi JL, Luo W, Li Y, Yang C, Tang YP, Li KZ, Cao J. Screening differentially expressed genes in hepatocellular carcinoma by cross-species and cross-carcinogenic factors strategy based on RNA-Seq. Shijie Huaren Xiaohua Zazhi 2016; 24(11): 1664-1675
Ma L, Chua MS, Andrisani O, So S. Epigenetics in hepatocellular carcinoma: an update and future therapy perspectives.World J Gastroenterol. 2014;20:333-345.
[PubMed] [DOI]
Lin H, van den Esschert J, Liu C, van Gulik TM. Systematic review of hepatocellular adenoma in China and other regions.J Gastroenterol Hepatol. 2011;26:28-35.
[PubMed] [DOI]
Mutz KO, Heilkenbrinker A, Lönne M, Walter JG, Stahl F. Transcriptome analysis using next-generation sequencing.Curr Opin Biotechnol. 2013;24:22-30.
[PubMed] [DOI]
Mansouri L, Gunnarsson R, Sutton LA, Ameur A, Hooper SD, Mayrhofer M, Juliusson G, Isaksson A, Gyllensten U, Rosenquist R. Next generation RNA-sequencing in prognostic subsets of chronic lymphocytic leukemia.Am J Hematol. 2012;87:737-740.
[PubMed] [DOI]
Lee CS, Ungewickell A, Bhaduri A, Qu K, Webster DE, Armstrong R, Weng WK, Aros CJ, Mah A, Chen RO. Transcriptome sequencing in Sezary syndrome identifies Sezary cell and mycosis fungoides-associated lncRNAs and novel transcripts.Blood. 2012;120:3288-3297.
[PubMed] [DOI]
Zhang XM, Ma ZW, Wang Q, Wang JN, Yang JW, Li XD, Li H, Men TY. A new RNA-seq method to detect the transcription and non-coding RNA in prostate cancer.Pathol Oncol Res. 2014;20:43-50.
[PubMed] [DOI]
Zhai W, Yao XD, Xu YF, Peng B, Zhang HM, Liu M, Huang JH, Wang GC, Zheng JH. Transcriptome profiling of prostate tumor and matched normal samples by RNA-Seq.Eur Rev Med Pharmacol Sci. 2014;18:1354-1360.
[PubMed] [DOI]
Wu Y, Wang X, Wu F, Huang R, Xue F, Liang G, Tao M, Cai P, Huang Y. Transcriptome profiling of the cancer, adjacent non-tumor and distant normal tissues from a colorectal cancer patient by deep sequencing.PLoS One. 2012;7:e41001.
[PubMed] [DOI]
Stephens PJ, Tarpey PS, Davies H, Van Loo P, Greenman C, Wedge DC, Nik-Zainal S, Martin S, Varela I, Bignell GR. The landscape of cancer genes and mutational processes in breast cancer.Nature. 2012;486:400-404.
[PubMed] [DOI]
Peng G, Dan W, Jun W, Junjun Y, Tong R, Baoli Z, Yang X. Transcriptome profiling of the cancer and adjacent nontumor tissues from cervical squamous cell carcinoma patients by RNA sequencing.Tumour Biol. 2015;36:3309-3317.
[PubMed] [DOI]
Yang C, Ruan P, Ou C, Su J, Cao J, Luo C, Tang Y, Wang Q, Qin H, Sun W. Chronic hepatitis B virus infection and occurrence of hepatocellular carcinoma in tree shrews (Tupaia belangeri chinensis).Virol J. 2015;12:26.
[PubMed] [DOI]
Li Y, Wan DF, Su JJ, Cao J, Ou C, Qiu XK, Ban KC, Yang C, Qin LL, Luo D. Differential expression of genes during aflatoxin B(1)-induced hepatocarcinogenesis in tree shrews.World J Gastroenterol. 2004;10:497-504.
[PubMed] [DOI]
Mortazavi A, Williams BA, McCue K, Schaeffer L, Wold B. Mapping and quantifying mammalian transcriptomes by RNA-Seq.Nat Methods. 2008;5:621-628.
[PubMed] [DOI]
Li Y, Su JJ, Cao J, Ou C, Qiu XK, Yang C, Ban KC, Yue HF, Wei W, Ou SJ. [Differentially expressed genes in hepatocellular carcinoma of tree shrew induced by different factors].Ai Zheng. 2003;22:1018-1022.
[PubMed] [DOI]
Caulin AF, Graham TA, Wang LS, Maley CC. Solutions to Peto's paradox revealed by mathematical modelling and cross-species cancer gene analysis.Philos Trans R Soc Lond B Biol Sci. 2015;370.
[PubMed] [DOI]
Zhu Y, Li M, Sousa AM, Sestan N. XSAnno: a framework for building ortholog models in cross-species transcriptome comparisons.BMC Genomics. 2014;15:343.
[PubMed] [DOI]
LoVerso PR, Cui F. A Computational Pipeline for Cross-Species Analysis of RNA-seq Data Using R and Bioconductor.Bioinform Biol Insights. 2015;9:165-174.
[PubMed] [DOI]
LoVerso PR, Wachter CM, Cui F. Cross-species Transcriptomic Comparison of In Vitro and In Vivo Mammalian Neural Cells.Bioinform Biol Insights. 2015;9:153-164.
[PubMed] [DOI]
Jiang Z, Dong H, Zheng X, Marjani SL, Donovan DM, Chen J, Tian XC. mRNA Levels of Imprinted Genes in Bovine In Vivo Oocytes, Embryos and Cross Species Comparisons with Humans, Mice and Pigs.Sci Rep. 2015;5:17898.
[PubMed] [DOI]
Lamanna F, Kirschbaum F, Waurick I, Dieterich C, Tiedemann R. Cross-tissue and cross-species analysis of gene expression in skeletal muscle and electric organ of African weakly-electric fish (Teleostei; Mormyridae).BMC Genomics. 2015;16:668.
[PubMed] [DOI]
Wang X, Driscoll DM, Morton RE. Molecular cloning and expression of lipid transfer inhibitor protein reveals its identity with apolipoprotein F.J Biol Chem. 1999;274:1814-1820.
[PubMed] [DOI]
Shen XB, Huang L, Zhang SH, Wang DP, Wu YL, Chen WN, Xu SH, Lin X. Transcriptional regulation of the apolipoprotein F (ApoF) gene by ETS and C/EBPα in hepatoma cells.Biochimie. 2015;112:1-9.
[PubMed] [DOI]
Vlachová M, Heczková M, Jirsa M, Poledne R, Kovář J. The response of hepatic transcriptome to dietary cholesterol in Prague hereditary hypercholesterolemic (PHHC) rat.Physiol Res. 2014;63 Suppl 3:S429-S437.
[PubMed] [DOI]
Morton RE, Nunes V, Izem L, Quintão E. Markedly elevated lipid transfer inhibitor protein in hypercholesterolemic subjects is mitigated by plasma triglyceride levels.Arterioscler Thromb Vasc Biol. 2001;21:1642-1649.
[PubMed] [DOI]
Lagor WR, Fields DW, Bauer RC, Crawford A, Abt MC, Artis D, Wherry EJ, Rader DJ. Genetic manipulation of the ApoF/Stat2 locus supports an important role for type I interferon signaling in atherosclerosis.Atherosclerosis. 2014;233:234-241.
[PubMed] [DOI]
Ueki I, Ooi GT, Tremblay ML, Hurst KR, Bach LA, Boisclair YR. Inactivation of the acid labile subunit gene in mice results in mild retardation of postnatal growth despite profound disruptions in the circulating insulin-like growth factor system.Proc Natl Acad Sci U S A. 2000;97:6868-6873.
[PubMed] [DOI]
Gu F, Schumacher FR, Canzian F, Allen NE, Albanes D, Berg CD, Berndt SI, Boeing H, Bueno-de-Mesquita HB, Buring JE. Eighteen insulin-like growth factor pathway genes, circulating levels of IGF-I and its binding protein, and risk of prostate and breast cancer.Cancer Epidemiol Biomarkers Prev. 2010;19:2877-2887.
[PubMed] [DOI]
Marquardt JU, Seo D, Andersen JB, Gillen MC, Kim MS, Conner EA, Galle PR, Factor VM, Park YN, Thorgeirsson SS. Sequential transcriptome analysis of human liver cancer indicates late stage acquisition of malignant traits.J Hepatol. 2014;60:346-353.
[PubMed] [DOI]