Global methylation profiling to identify epigenetic signature of gallbladder cancer and gallstone disease
- 379 Downloads
- 1 Citations
Abstract
Promoter methylation in various tumor suppressor genes is reported to influence gallbladder carcinogenesis. Here, we aimed to identify methylation status in gallbladder cancer (GBC) by performing a comprehensive genome-wide DNA methylation profiling. The methylation status of 485,577 CpG sites were investigated using Illumina’s Infinium Human Methylation 450 BeadChip array in 24 tissues (eight each of tumor, adjacent non-tumor, and gallstone). About 33,443 differentially methylated sites (DMRs) were obtained in the whole human genome, of which 24,188 (72 %) were hypermethylated and 9255 (28 %) were hypomethylated. The data also revealed that majority of the DMRs are localized on the proximal promoter region [Transcription start sites (TSS200, TSS1500) and 5′ untranslated region (5′UTR)] and first exon. Exclusion of first exon detected a total of 10,123 (79 %) hypermethylated and 2703 (21 %) hypomethylated sites. Comparative analysis of the later with our differential proteomics data resulted in identification of 7 hypermethylated or down-regulated (e.g., FBN1, LPP, and SOD3) and 61 hypomethylated or up-regulated markers (e.g., HBE1, SNRPF, TPD52) for GBC. These genes could be further validated on the basis of their methylation/expression status in order to identify their utility to be used as biomarker/s for early diagnosis and management of GBC.
Keywords
DNA methylation Gallbladder cancer Gallstone disease Infinium 450K BeadChip Methylome profileNotes
Acknowledgments
This study was supported by the Department of Science and Technology, Government of India, New Delhi, India (DST No. SR/SO/HS/0161/2010). We are thankful to laboratory members, Sonam Shrivastava and Anshu Agarwal for their assistance in mining the gene details. The authors are also thankful to the patients and their family members for their active cooperation in this study.
Compliance with ethical standards
Conflicts of interest
None.
Supplementary material
References
- 1.Randi G, Franceschi S, La Vecchia C. Gallbladder cancer worldwide: geographical distribution and risk factors. Int J Cancer. 2006;118:1591–602.CrossRefPubMedGoogle Scholar
- 2.Medina E, Kaempffer AM. Cancer mortality in Chile: epidemiological considerations. Rev Med Chil. 2001;129:1195–202.CrossRefPubMedGoogle Scholar
- 3.Lazcano-Ponce EC, Miquel JF, Muñoz N, Herrero R, Ferrecio C, Wistuba II, et al. Epidemiology and molecular pathology of gallbladder cancer. CA Cancer J Clin. 2001;51:349–64.CrossRefPubMedGoogle Scholar
- 4.Roa I, Araya JC, Wistuba I, Villaseca M, de Aretxabala X, Burgos L. Gallbladder cancer in the IX Region of Chile. Impact of the anatomopathological study of 474 cases. Rev Med Chil. 1994;122:1248–56.PubMedGoogle Scholar
- 5.Barbhuiya MA, Singh TD, Poojary SS, Gupta S, Kakkar M, Shrivastav BR, et al. Gallbladder cancer incidence in Gwalior district of India: five-year trend based on the registry of a regional cancer center. Indian J Cancer. 2015;52:430–7.CrossRefPubMedGoogle Scholar
- 6.Dutta U, Nagi B, Garg PK, Sinha SK, Singh K, Tandon RK. Patients with gallstones develop gallbladder cancer at an earlier age. Eur J Cancer Prev. 2005;14:381–5.CrossRefPubMedGoogle Scholar
- 7.Diehl A. Gallstone size and the risk of gallbladder cancer. JAMA. 1983;250:2323–6.CrossRefPubMedGoogle Scholar
- 8.Stinton LM, Myers RP, Shaffer EA. Epidemiology of gallstones. Gastroenterol Clin N Am. 2010;39:157–69.CrossRefGoogle Scholar
- 9.Csendes A, Becerra M, Rojas J, Medina E. Number and size of stones in patients with asymptomatic and symptomatic gallstones and gallbladder carcinoma: a prospective study of 592 cases. J Gastrointest Surg. 2000;4:481–5.CrossRefPubMedGoogle Scholar
- 10.Mlinarić-Vrbica S, Vrbica Z. Correlation between cholelithiasis and gallbladder carcinoma in surgical and autopsy specimens. Coll Antropol. 2009;33:533–7.PubMedGoogle Scholar
- 11.Le MD, Henson D, Young H, Albores-Saavedra J. Is gallbladder cancer decreasing in view of increasing laparoscopic cholecystectomy? Ann Hepatol. 2011;10:306–14.PubMedGoogle Scholar
- 12.Jung KW, Park S, Kong HJ, Won YJ, Lee JY, Seo HG, et al. Cancer statistics in Korea: incidence, mortality, survival, and prevalence in 2009. Cancer Res Treatment. 2012;44:11–24.CrossRefGoogle Scholar
- 13.Randi G, Malvezzi M, Levi F, Ferlay J, Negri E, Franceschi S, et al. Epidemiology of biliary tract cancers: an update. Ann Oncol. 2009;20:146–59.CrossRefPubMedGoogle Scholar
- 14.Fearon ER. Molecular genetics of colorectal cancer. Annu Rev Pathol. 2011;6:479–507.CrossRefPubMedGoogle Scholar
- 15.Jones PA, Baylin SB. The epigenomics of cancer. Cell. 2007;128:683–92.CrossRefPubMedPubMedCentralGoogle Scholar
- 16.Berdasco M, Esteller M. Aberrant epigenetic landscape in cancer: how cellular identity goes awry. Dev Cell. 2010;19:698–711.CrossRefPubMedGoogle Scholar
- 17.Bibikova M, Barnes B, Tsan C, Ho V, Klotzle B, Le JM, et al. High density DNA methylation array with single CpG site resolution. Genomics. 2011;98:288–95.CrossRefPubMedGoogle Scholar
- 18.Dedeurwaerder S, Defrance M, Calonne E, Denis H, Sotiriou C, Fuks F. Evaluation of the Infinium Methylation 450K technology. Epigenomics. 2011;3:771–84.CrossRefPubMedGoogle Scholar
- 19.Bibikova M, Le J, Barnes B, Saedinia-Melnyk S, Zhou L, Shen R, et al. Genome-wide DNA methylation profiling using Infinium® assay. Epigenomics. 2009;1:177–200.CrossRefPubMedGoogle Scholar
- 20.Marabita F, Almgren M, Lindholm ME, Ruhrmann S, Fagerström-Billai F, Jagodic M, et al. An evaluation of analysis pipelines for DNA methylation profiling using the Illumina HumanMethylation450 BeadChip platform. Epigenetics. 2013;8:333–46.CrossRefPubMedPubMedCentralGoogle Scholar
- 21.Sahasrabuddhe NA, Barbhuiya MA, Bhunia S, Subbannayya T, Gowda H, Advani J, et al. Identification of prosaposin and transgelin as potential biomarkers for gallbladder cancer using quantitative proteomics. BBRC. 2014;446:863–9.PubMedPubMedCentralGoogle Scholar
- 22.Wilhelm-Benartzi CS, Koestler DC, Karagas MR, Flanagan JM, Christensen BC, Kelsey KT, et al. Review of processing and analysis methods for DNA methylation array data. Br J Cancer. 2013;109:1394–402.CrossRefPubMedPubMedCentralGoogle Scholar
- 23.Laurent L, Wong E, Li G, Huynh T, Tsirigos A, Ong CT, et al. Dynamic changes in the human methylome during differentiation. Genome Res. 2010;20:320–31.CrossRefPubMedPubMedCentralGoogle Scholar
- 24.Li Y, Zhu J, Tian G, Li N, Li Q, Ye M, et al. The DNA methylome of human peripheral blood mononuclear cells. PLoS Biol. 2010;8:1–9.CrossRefGoogle Scholar
- 25.Lister R, Ecker JR. Finding the fifth base: genome-wide sequencing of cytosine methylation. Genome Res. 2009;19:959–66.CrossRefPubMedPubMedCentralGoogle Scholar
- 26.Milutin Gašperov N, Farkas SA, Nilsson TK, Grce M. Epigenetic activation of immune genes in cervical cancer. Immunol Letters. 2014;162:256–7.CrossRefGoogle Scholar
- 27.Reinert T, Modin C, Castano FM, Lamy P, Wojdacz TK, Hansen LL, et al. Comprehensive genome methylation analysis in bladder cancer: identification and validation of novel methylated genes and application of these as urinary tumor markers. Clin Can Res. 2011;17:5582–92.CrossRefGoogle Scholar
- 28.Cheng YI, Yan Z, Liu Y, Liang C, Xia H, Feng J, et al. Analysis of DNA methylation patterns associated with the gastric cancer genome. Oncol Lett. 2014;7:1021–6.PubMedPubMedCentralGoogle Scholar
- 29.Naumov VA, Generozov EV, Zaharjevskaya NB, Matushkina DS, Larin AK, Chernyshov SV, et al. Genome-scale analysis of DNA methylation in colorectal cancer using Infinium HumanMethylation450 BeadChips. Epigenetics. 2013;8:921–34.CrossRefPubMedPubMedCentralGoogle Scholar
- 30.Li X, Zhou F, Jiang C, Wang Y, Lu Y, Yang F, et al. Identification of a DNA methylome profile of esophageal squamous cell carcinoma and potential plasma epigenetic biomarkers for early diagnosis. PLoS One. 2014;9:1–12.Google Scholar
- 31.Dedeurwaerder S, Defrance M, Bizet M, Calonne E, Bontempi G, Fuks F. A comprehensive overview of Infinium HumanMethylation450 data processing. Brief Bioinform. 2014;15:929–41.CrossRefPubMedGoogle Scholar
- 32.Price ME, Cotton AM, Lam LL, Farré P, Emberly E, Brown CJ, et al. Additional annotation enhances potential for biologically-relevant analysis of the Illumina Infinium HumanMethylation450 BeadChip array. Epigenet Chromatin. 2013;6:1–2.CrossRefGoogle Scholar
- 33.Fraser HB, Lam LL, Neumann SM, Kobor MS. Population-specificity of human DNA methylation. Genome Biol. 2012;13:R8.CrossRefPubMedPubMedCentralGoogle Scholar
- 34.Simmer F, Brinkman AB, Assenov Y, Matarese F, Kaan A, Sabatino L, et al. Comparative genome-wide DNA methylation analysis of colorectal tumor and matched normal tissues. Epigenetics. 2012;7:1355–67.CrossRefPubMedPubMedCentralGoogle Scholar
- 35.Hinoue T, Weisenberger DJ, Lange C, Shen H, Byun HM, Van Den Berg, et al. Genome-scale analysis of aberrant DNA methylation in colorectal cancer. Genome Res. 2012;22:271–82.CrossRefPubMedPubMedCentralGoogle Scholar
- 36.Brenet F, Moh M, Funk P, Feierstein E, Viale AJ, Socci ND, et al. DNA methylation of the first exon is tightly linked to transcriptional silencing. PLoS One. 2016;6:1–12.Google Scholar
- 37.Sandoval J, Heyn H, Moran S, Serra-Musach J, Pujana MA, Bibikova M, Esteller M. Validation of a DNA methylation microarray for 450,000 CpG sites in the human genome. Epigenetics. 2011;6:692–702.CrossRefPubMedGoogle Scholar
- 38.Guo Q, Song Y, Zhang H, Wu X, Xia P, Dang C. Detection of hypermethylated fibrillin-1 in the stool samples of colorectal cancer patients. Med Oncol. 2013;30:695.CrossRefPubMedGoogle Scholar
- 39.Kuriyama S, Yoshida M, Yano S, Aiba N, Kohno T, Minamiya Y, et al. LPP inhibits collective cell migration during lung cancer dissemination. Oncogene. 2016;35:952–64.CrossRefPubMedGoogle Scholar
- 40.Kim J, Mizokami A, Shin M, Izumi K, Konaka H, Kadono Y, et al. SOD3 acts as a tumor suppressor in PC-3 prostate cancer cells via hydrogen peroxide accumulation. Anticancer Res. 2014;34:2821–31.PubMedGoogle Scholar
- 41.Human Protein Atlas. http://www.proteinatlas.org/ENSG00000213931-HBE1/cancer.
- 42.Lee SH, Appleby V, Jeyapalan JN, Palmer RD, Nicholson JC, Sottile V, et al. Variable methylation of the imprinted gene, SNRPN, supports a relationship between intracranial germ cell tumours and neural stem cells. J Neuro oncol. 2011;101:419–28.CrossRefGoogle Scholar
- 43.Byrne JA, Frost S, Chen Y, Bright RK. Tumor protein D52 (TPD52) and cancer-oncogene understudy or understudied oncogene? Tumor Biol. 2014;35:7369–82.CrossRefGoogle Scholar
- 44.Singh TD, Poojary S, Bhunia S, Barbhuiya MA, Gupta S, Shrivastav BR, et al. Epigenetic regulation of APC in the molecular pathogenesis of gallbladder cancer. Indian J Med Res. 2016 (in press).Google Scholar
- 45.Reya T, Clevers H. Wnt signalling in stem cells and cancer. Nature. 2005;434:843–50.CrossRefPubMedGoogle Scholar
- 46.Alonso L, Fuchs E. Stem cells in the skin: waste not, Wnt not. Genes Dev. 2003;17:1189–200.CrossRefPubMedGoogle Scholar
- 47.Li Y, Welm B, Podsypanina K, Huang S, Chamorro M, Zhang X, et al. Evidence that transgenes encoding components of the Wnt signaling pathway preferentially induce mammary cancers from progenitor cells. Proc Natl Acad Sci. 2003;100:15853–8.CrossRefPubMedPubMedCentralGoogle Scholar
- 48.Barbhuiya MA, Sahasrabuddhe NA, Pinto SM, Muthusamy B, Singh TD, Nanjappa V, et al. Comprehensive proteomic analysis of human bile. Proteomics. 2011;11:4443–53.CrossRefPubMedGoogle Scholar
- 49.Wang Y, Krivtsov AV, Sinha AU, North TE, Goessling W, Feng Z, et al. The Wnt/β-catenin pathway is required for the development of leukemia stem cells in AML. Science. 2010;327:1650–3.CrossRefPubMedPubMedCentralGoogle Scholar
- 50.He W, Liu Q, Wang L, Chen W, Li N, Cao X. TLR4 signaling promotes immune escape of human lung cancer cells by inducing immunosuppressive cytokines and apoptosis resistance. Mol Immunol. 2007;44:2850–9.CrossRefPubMedGoogle Scholar
- 51.Kelly MG, Alvero AB, Chen R, Silasi DA, Abrahams VM, Chan S, et al. TLR-4 signaling promotes tumor growth and paclitaxel chemoresistance in ovarian cancer. Cancer Res. 2006;66:3859–68.CrossRefPubMedGoogle Scholar
- 52.Möller C, Strömberg T, Juremalm M, Nilsson K, Nilsson G. Expression and function of chemokine receptors in human multiple myeloma. Leukemia. 2003;17:203–10.CrossRefPubMedGoogle Scholar
- 53.Koshiba T, Hosotani R, Miyamoto Y, Ida J, Tsuji S, Nakajima S, et al. Expression of stromal cell-derived factor 1 and CXCR4 ligand receptor system in pancreatic cancer: a possible role for tumor progression. Clin Cancer Res. 2000;6:3530–5.PubMedGoogle Scholar
- 54.Hwang JH, Hwang JH, Chung HK, Kim DW, Hwang ES, Suh JM, et al. CXC chemokine receptor 4 expression and function in human anaplastic thyroid cancer cells. J Clin Endocr Metab. 2003;88:408–16.CrossRefPubMedGoogle Scholar
- 55.Desgrosellier JS, Cheresh DA. Integrins in cancer: biological implications and therapeutic opportunities. Nat Rev Cancer. 2010;10:9–22.CrossRefPubMedPubMedCentralGoogle Scholar
- 56.Imanishi Y, Hu B, Jarzynka MJ, Guo P, Elishaev E, Bar-Joseph I. Angiopoietin-2 stimulates breast cancer metastasis through the α5β1 integrin-mediated pathway. Cancer Res. 2007;67:4254–63.CrossRefPubMedPubMedCentralGoogle Scholar
- 57.Aoudjit F, Vuori K. Integrin signaling inhibits paclitaxel-induced apoptosis in breast cancer cells. Oncogene. 2001;20:4995–5004.CrossRefPubMedGoogle Scholar
- 58.Baril P, Gangeswaran R, Mahon PC, Caulee K, Kocher HM, Harada T. Periostin promotes invasiveness and resistance of pancreatic cancer cells to hypoxia-induced cell death: role of the β4 integrin and the PI3k pathway. Oncogene. 2007;26:2082–94.CrossRefPubMedGoogle Scholar
- 59.Agrez MV, Bates RC. Colorectal cancer and the integrin family of cell adhesion receptors: current status and future directions. Eur J Cancer. 1994;30:2166–70.CrossRefGoogle Scholar
- 60.Kawashima K, Fujii T. The lymphocytic cholinergic system and its contribution to the regulation of immune activity. Life Sci. 2003;74:675–96.CrossRefPubMedGoogle Scholar
- 61.Liebert M, Washington R, Stein J, Wedemeyer G, Grossman HB. Expression of the VLA beta 1 integrin family in bladder cancer. Am J Pathol. 1994;144:1016–22.PubMedPubMedCentralGoogle Scholar
- 62.Brown JR, DuBois RN. COX-2: a molecular target for colorectal cancer prevention. J Clin Oncol. 2005;23:2840–55.CrossRefPubMedGoogle Scholar
- 63.Even-Ram S, Uziely B, Cohen P, Grisaru-Granovsky S, Maoz M, Ginzburg Y. Thrombin receptor overexpression in malignant and physiological invasion processes. Nat Med. 1998;4:909–14.CrossRefPubMedGoogle Scholar
- 64.Ondrey FG, Dong G, Sunwoo J, Chen Z, Wolf JS, Crowl-Bancroft CV. Constitutive activation of transcription factors NF-κB, AP-1, and NF-IL6 in human head and neck squamous cell carcinoma cell lines that express pro-inflammatory and pro-angiogenic cytokines. Mol Carcinogen. 1999;26:119–29.CrossRefGoogle Scholar
- 65.Mills GB, Moolenaar WH. The emerging role of lysophosphatidic acid in cancer. Nat Rev Cancer. 2003;3:582–91.CrossRefPubMedGoogle Scholar
- 66.Szepeshazi K, Schally AV, Nagy A, Halmos G. Inhibition of growth of experimental human and hamster pancreatic cancers in vivo by a targeted cytotoxic bombesin analog. Pancreas. 2005;31:275–82.CrossRefPubMedGoogle Scholar
- 67.Palmer JS, Duffy DL, Box NF, Aitken JF, O’Gorman LE, Green AC, et al. Melanocortin-1 receptor polymorphisms and risk of melanoma: is the association explained solely by pigmentation phenotype? Am J Hum Genet. 2000;66:176–86.CrossRefPubMedGoogle Scholar