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Published in: Journal of Translational Medicine 1/2014

Open Access 01-12-2014 | Research

Methods and matrices: approaches to identifying miRNAs for Nasopharyngeal carcinoma

Authors: Jordan L Plieskatt, Gabriel Rinaldi, Yanjung Feng, Paul H Levine, Samantha Easley, Elizabeth Martinez, Salman Hashmi, Nader Sadeghi, Paul J Brindley, Jeffrey M Bethony, Jason P Mulvenna

Published in: Journal of Translational Medicine | Issue 1/2014

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Abstract

Background

Nasopharyngeal carcinoma (NPC) is a solid tumor of the head and neck. Multimodal therapy is highly effective when NPC is detected early. However, due to the location of the tumor and the absence of clinical signs, early detection is difficult, making a biomarker for the early detection of NPC a priority. The dysregulation of small non-coding RNAs (miRNAs) during carcinogenesis is the focus of much current biomarker research. Herein, we examine several miRNA discovery methods using two sample matrices to identify circulating miRNAs (c-miRNAs) associated with NPC.

Methods

We tested two miRNA discovery workflows on two sample sources for miRNAs associated with NPC. In the first workflow, we assumed that NPC tumor tissue would be enriched for miRNAs, so we compared miRNA expression in FFPE from NPC cases and controls using microarray and RNA-Seq technologies. Candidate miRNAs from both technologies were verified by qPCR in FFPE and sera from an independent NPC sample set. In a second workflow, we directly interrogated NPC case and control sera by RNA-Seq for c-miRNAs associated with NPC, with candidate c-miRNAs verified by qPCR in the sera from the same independent NPC sample set.

Results

Both microarray and RNA-Seq narrowed the miRNA signature to 1-5% of the known mature human miRNAs. Moreover, these two methods produced similar results when applied to the same sample type (FFPE), with RNA-Seq additionally indicating “unknown” miRNAs associated with NPC. However, we found different miRNA profiles in NPC sera compared to FFPE using RNA-Seq, with the few overlapping miRNAs found to be significantly up-regulated in FFPE significantly down-regulated in sera (and vice versa). Despite the different miRNA profiles found in FFPE and sera, both profiles strongly associated with NPC, providing two potential sources for biomarker signatures for NPC.

Conclusions

We determined that the direct interrogation of sera by RNA-Seq was the most informative method for identifying a c-miRNA signature associated with NPC. We also showed that there are different miRNA expression profiles associated with NPC for tumor tissue and sera. These results reflect on the methods and meaning of miRNA biomarkers for NPC in tissue and peripheral blood.
Appendix
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Literature
1.
go back to reference McDermott AL, Dutt SN, Watkinson JC: The aetiology of nasopharyngeal carcinoma. Clin Otolaryngol Allied Sci. 2001, 26: 82-92. 10.1046/j.1365-2273.2001.00449.x.CrossRefPubMed McDermott AL, Dutt SN, Watkinson JC: The aetiology of nasopharyngeal carcinoma. Clin Otolaryngol Allied Sci. 2001, 26: 82-92. 10.1046/j.1365-2273.2001.00449.x.CrossRefPubMed
2.
go back to reference Yu MC, Yuan JM: Epidemiology of nasopharyngeal carcinoma. Semin Cancer Biol. 2002, 12: 421-429. 10.1016/S1044579X02000858.CrossRefPubMed Yu MC, Yuan JM: Epidemiology of nasopharyngeal carcinoma. Semin Cancer Biol. 2002, 12: 421-429. 10.1016/S1044579X02000858.CrossRefPubMed
3.
go back to reference Gourzones C, Barjon C, Busson P: Host-tumor interactions in nasopharyngeal carcinomas. Semin Cancer Biol. 2012, 22: 127-136. 10.1016/j.semcancer.2012.01.002.CrossRefPubMed Gourzones C, Barjon C, Busson P: Host-tumor interactions in nasopharyngeal carcinomas. Semin Cancer Biol. 2012, 22: 127-136. 10.1016/j.semcancer.2012.01.002.CrossRefPubMed
4.
go back to reference Chang KP, Hao SP, Chang JH, Wu CC, Tsang NM, Lee YS, Hsu CL, Ueng SH, Liu SC, Liu YL: Macrophage inflammatory protein-3alpha is a novel serum marker for nasopharyngeal carcinoma detection and prediction of treatment outcomes. Clin Cancer Res: Off J Am Assoc Cancer Res. 2008, 14: 6979-6987. 10.1158/1078-0432.CCR-08-0090.CrossRef Chang KP, Hao SP, Chang JH, Wu CC, Tsang NM, Lee YS, Hsu CL, Ueng SH, Liu SC, Liu YL: Macrophage inflammatory protein-3alpha is a novel serum marker for nasopharyngeal carcinoma detection and prediction of treatment outcomes. Clin Cancer Res: Off J Am Assoc Cancer Res. 2008, 14: 6979-6987. 10.1158/1078-0432.CCR-08-0090.CrossRef
5.
go back to reference Li J, Zeng XH, Mo HY, Rolen U, Gao YF, Zhang XS, Chen QY, Zhang L, Zeng MS, Li MZ: Functional inactivation of EBV-specific T-lymphocytes in nasopharyngeal carcinoma: implications for tumor immunotherapy. PloS One. 2007, 2: e1122-10.1371/journal.pone.0001122.PubMedCentralCrossRefPubMed Li J, Zeng XH, Mo HY, Rolen U, Gao YF, Zhang XS, Chen QY, Zhang L, Zeng MS, Li MZ: Functional inactivation of EBV-specific T-lymphocytes in nasopharyngeal carcinoma: implications for tumor immunotherapy. PloS One. 2007, 2: e1122-10.1371/journal.pone.0001122.PubMedCentralCrossRefPubMed
6.
go back to reference Gourzones C, Gelin A, Bombik I, Klibi J, Verillaud B, Guigay J, Lang P, Temam S, Schneider V, Amiel C: Extra-cellular release and blood diffusion of BART viral micro-RNAs produced by EBV-infected nasopharyngeal carcinoma cells. Virol J. 2010, 7: 271-10.1186/1743-422X-7-271.PubMedCentralCrossRefPubMed Gourzones C, Gelin A, Bombik I, Klibi J, Verillaud B, Guigay J, Lang P, Temam S, Schneider V, Amiel C: Extra-cellular release and blood diffusion of BART viral micro-RNAs produced by EBV-infected nasopharyngeal carcinoma cells. Virol J. 2010, 7: 271-10.1186/1743-422X-7-271.PubMedCentralCrossRefPubMed
7.
go back to reference Lin JC, Wang WY, Chen KY, Wei YH, Liang WM, Jan JS, Jiang RS: Quantification of plasma Epstein-Barr virus DNA in patients with advanced nasopharyngeal carcinoma. New Engl J Med. 2004, 350: 2461-2470. 10.1056/NEJMoa032260.CrossRefPubMed Lin JC, Wang WY, Chen KY, Wei YH, Liang WM, Jan JS, Jiang RS: Quantification of plasma Epstein-Barr virus DNA in patients with advanced nasopharyngeal carcinoma. New Engl J Med. 2004, 350: 2461-2470. 10.1056/NEJMoa032260.CrossRefPubMed
8.
go back to reference Lo KW, Lo YM, Leung SF, Tsang YS, Chan LY, Johnson PJ, Hjelm NM, Lee JC, Huang DP: Analysis of cell-free Epstein-Barr virus associated RNA in the plasma of patients with nasopharyngeal carcinoma. Clin Chem. 1999, 45: 1292-1294.PubMed Lo KW, Lo YM, Leung SF, Tsang YS, Chan LY, Johnson PJ, Hjelm NM, Lee JC, Huang DP: Analysis of cell-free Epstein-Barr virus associated RNA in the plasma of patients with nasopharyngeal carcinoma. Clin Chem. 1999, 45: 1292-1294.PubMed
9.
go back to reference Mutirangura A, Pornthanakasem W, Theamboonlers A, Sriuranpong V, Lertsanguansinchi P, Yenrudi S, Voravud N, Supiyaphun P, Poovorawan Y: Epstein-Barr viral DNA in serum of patients with nasopharyngeal carcinoma. Clin Cancer Res: Off J Am Assoc Cancer Res. 1998, 4: 665-669. Mutirangura A, Pornthanakasem W, Theamboonlers A, Sriuranpong V, Lertsanguansinchi P, Yenrudi S, Voravud N, Supiyaphun P, Poovorawan Y: Epstein-Barr viral DNA in serum of patients with nasopharyngeal carcinoma. Clin Cancer Res: Off J Am Assoc Cancer Res. 1998, 4: 665-669.
10.
go back to reference Wong AM, Kong KL, Tsang JW, Kwong DL, Guan XY: Profiling of Epstein-Barr virus-encoded microRNAs in nasopharyngeal carcinoma reveals potential biomarkers and oncomirs. Cancer. 2012, 118: 698-710. 10.1002/cncr.26309.CrossRefPubMed Wong AM, Kong KL, Tsang JW, Kwong DL, Guan XY: Profiling of Epstein-Barr virus-encoded microRNAs in nasopharyngeal carcinoma reveals potential biomarkers and oncomirs. Cancer. 2012, 118: 698-710. 10.1002/cncr.26309.CrossRefPubMed
11.
go back to reference Fachiroh J, Stevens SJ, Haryana SM, Middeldorp JM: Combination of Epstein-Barr virus scaffold (BdRF1/VCA-p40) and small capsid protein (BFRF3/VCA-p18) into a single molecule for improved serodiagnosis of acute and malignant EBV-driven disease. J Virol Methods. 2010, 169: 79-86. 10.1016/j.jviromet.2010.07.001.CrossRefPubMed Fachiroh J, Stevens SJ, Haryana SM, Middeldorp JM: Combination of Epstein-Barr virus scaffold (BdRF1/VCA-p40) and small capsid protein (BFRF3/VCA-p18) into a single molecule for improved serodiagnosis of acute and malignant EBV-driven disease. J Virol Methods. 2010, 169: 79-86. 10.1016/j.jviromet.2010.07.001.CrossRefPubMed
12.
go back to reference Houali K, Wang X, Shimizu Y, Djennaoui D, Nicholls J, Fiorini S, Bouguermouh A, Ooka T: A new diagnostic marker for secreted Epstein-Barr virus encoded LMP1 and BARF1 oncoproteins in the serum and saliva of patients with nasopharyngeal carcinoma. Clin Cancer Res: Off J Am Assoc Cancer Res. 2007, 13: 4993-5000. 10.1158/1078-0432.CCR-06-2945.CrossRef Houali K, Wang X, Shimizu Y, Djennaoui D, Nicholls J, Fiorini S, Bouguermouh A, Ooka T: A new diagnostic marker for secreted Epstein-Barr virus encoded LMP1 and BARF1 oncoproteins in the serum and saliva of patients with nasopharyngeal carcinoma. Clin Cancer Res: Off J Am Assoc Cancer Res. 2007, 13: 4993-5000. 10.1158/1078-0432.CCR-06-2945.CrossRef
13.
go back to reference Joab I, Nicolas JC, Schwaab G, de-The G, Clausse B, Perricaudet M, Zeng Y: Detection of anti-Epstein-Barr-virus transactivator (ZEBRA) antibodies in sera from patients with nasopharyngeal carcinoma. Int J Cancer. 1991, 48: 647-649. 10.1002/ijc.2910480503.CrossRefPubMed Joab I, Nicolas JC, Schwaab G, de-The G, Clausse B, Perricaudet M, Zeng Y: Detection of anti-Epstein-Barr-virus transactivator (ZEBRA) antibodies in sera from patients with nasopharyngeal carcinoma. Int J Cancer. 1991, 48: 647-649. 10.1002/ijc.2910480503.CrossRefPubMed
14.
go back to reference Xu J, Ahmad A, Blagdon M, D'Addario M, Jones JF, Dolcetti R, Vaccher E, Prasad U, Menezes J: The Epstein-Barr virus (EBV) major envelope glycoprotein gp350/220-specific antibody reactivities in the sera of patients with different EBV-associated diseases. Int J Cancer. 1998, 79: 481-486. 10.1002/(SICI)1097-0215(19981023)79:5<481::AID-IJC6>3.0.CO;2-X.CrossRefPubMed Xu J, Ahmad A, Blagdon M, D'Addario M, Jones JF, Dolcetti R, Vaccher E, Prasad U, Menezes J: The Epstein-Barr virus (EBV) major envelope glycoprotein gp350/220-specific antibody reactivities in the sera of patients with different EBV-associated diseases. Int J Cancer. 1998, 79: 481-486. 10.1002/(SICI)1097-0215(19981023)79:5<481::AID-IJC6>3.0.CO;2-X.CrossRefPubMed
15.
go back to reference Pow EH, Law MY, Tsang PC, Perera RA, Kwong DL: Salivary Epstein-Barr virus DNA level in patients with nasopharyngeal carcinoma following radiotherapy. Oral Oncol. 2011, 47: 879-882. 10.1016/j.oraloncology.2011.06.507.CrossRefPubMed Pow EH, Law MY, Tsang PC, Perera RA, Kwong DL: Salivary Epstein-Barr virus DNA level in patients with nasopharyngeal carcinoma following radiotherapy. Oral Oncol. 2011, 47: 879-882. 10.1016/j.oraloncology.2011.06.507.CrossRefPubMed
16.
go back to reference Bartel DP: MicroRNAs: genomics, biogenesis, mechanism, and function. Cell. 2004, 116: 281-297. 10.1016/S0092-8674(04)00045-5.CrossRefPubMed Bartel DP: MicroRNAs: genomics, biogenesis, mechanism, and function. Cell. 2004, 116: 281-297. 10.1016/S0092-8674(04)00045-5.CrossRefPubMed
18.
go back to reference He L, Hannon GJ: MicroRNAs: small RNAs with a big role in gene regulation. Nat Rev Genet. 2004, 5: 522-531. 10.1038/nrg1379.CrossRefPubMed He L, Hannon GJ: MicroRNAs: small RNAs with a big role in gene regulation. Nat Rev Genet. 2004, 5: 522-531. 10.1038/nrg1379.CrossRefPubMed
19.
go back to reference Huang X, Yuan T, Tschannen M, Sun Z, Jacob H, Du M, Liang M, Dittmar RL, Liu Y, Kohli M: Characterization of human plasma-derived exosomal RNAs by deep sequencing. BMC Genomics. 2013, 14: 319-10.1186/1471-2164-14-319.PubMedCentralCrossRefPubMed Huang X, Yuan T, Tschannen M, Sun Z, Jacob H, Du M, Liang M, Dittmar RL, Liu Y, Kohli M: Characterization of human plasma-derived exosomal RNAs by deep sequencing. BMC Genomics. 2013, 14: 319-10.1186/1471-2164-14-319.PubMedCentralCrossRefPubMed
20.
go back to reference Chen SJ, Chen GH, Chen YH, Liu CY, Chang KP, Chang YS, Chen HC: Characterization of Epstein-Barr virus miRNAome in nasopharyngeal carcinoma by deep sequencing. PloS One. 2010, 5: 9- Chen SJ, Chen GH, Chen YH, Liu CY, Chang KP, Chang YS, Chen HC: Characterization of Epstein-Barr virus miRNAome in nasopharyngeal carcinoma by deep sequencing. PloS One. 2010, 5: 9-
21.
go back to reference Wittmann J, Jack HM: Serum microRNAs as powerful cancer biomarkers. Biochim Biophys Acta. 1806, 2010: 200-207. Wittmann J, Jack HM: Serum microRNAs as powerful cancer biomarkers. Biochim Biophys Acta. 1806, 2010: 200-207.
22.
go back to reference Asaga S, Kuo C, Nguyen T, Terpenning M, Giuliano AE, Hoon DS: Direct serum assay for microRNA-21 concentrations in early and advanced breast cancer. Clin Chem. 2011, 57: 84-91. 10.1373/clinchem.2010.151845.CrossRefPubMed Asaga S, Kuo C, Nguyen T, Terpenning M, Giuliano AE, Hoon DS: Direct serum assay for microRNA-21 concentrations in early and advanced breast cancer. Clin Chem. 2011, 57: 84-91. 10.1373/clinchem.2010.151845.CrossRefPubMed
23.
go back to reference Pu XX, Huang GL, Guo HQ, Guo CC, Li H, Ye S, Ling S, Jiang L, Tian Y, Lin TY: Circulating miR-221 directly amplified from plasma is a potential diagnostic and prognostic marker of colorectal cancer and is correlated with p53 expression. J Gastroenterol Hepatol. 2010, 25: 1674-1680. 10.1111/j.1440-1746.2010.06417.x.CrossRefPubMed Pu XX, Huang GL, Guo HQ, Guo CC, Li H, Ye S, Ling S, Jiang L, Tian Y, Lin TY: Circulating miR-221 directly amplified from plasma is a potential diagnostic and prognostic marker of colorectal cancer and is correlated with p53 expression. J Gastroenterol Hepatol. 2010, 25: 1674-1680. 10.1111/j.1440-1746.2010.06417.x.CrossRefPubMed
24.
go back to reference Resnick KE, Alder H, Hagan JP, Richardson DL, Croce CM, Cohn DE: The detection of differentially expressed microRNAs from the serum of ovarian cancer patients using a novel real-time PCR platform. Gynecol Oncol. 2009, 112: 55-59. 10.1016/j.ygyno.2008.08.036.CrossRefPubMed Resnick KE, Alder H, Hagan JP, Richardson DL, Croce CM, Cohn DE: The detection of differentially expressed microRNAs from the serum of ovarian cancer patients using a novel real-time PCR platform. Gynecol Oncol. 2009, 112: 55-59. 10.1016/j.ygyno.2008.08.036.CrossRefPubMed
25.
go back to reference Doleshal M, Magotra AA, Choudhury B, Cannon BD, Labourier E, Szafranska AE: Evaluation and validation of total RNA extraction methods for microRNA expression analyses in formalin-fixed, paraffin-embedded tissues. J Mol Diagn. 2008, 10: 203-211. 10.2353/jmoldx.2008.070153.PubMedCentralCrossRefPubMed Doleshal M, Magotra AA, Choudhury B, Cannon BD, Labourier E, Szafranska AE: Evaluation and validation of total RNA extraction methods for microRNA expression analyses in formalin-fixed, paraffin-embedded tissues. J Mol Diagn. 2008, 10: 203-211. 10.2353/jmoldx.2008.070153.PubMedCentralCrossRefPubMed
26.
go back to reference Kotorashvili A, Ramnauth A, Liu C, Lin J, Ye K, Kim R, Hazan R, Rohan T, Fineberg S, Loudig O: Effective DNA/RNA co-extraction for analysis of microRNAs, mRNAs, and genomic DNA from formalin-fixed paraffin-embedded specimens. PloS One. 2012, 7: e34683-10.1371/journal.pone.0034683.PubMedCentralCrossRefPubMed Kotorashvili A, Ramnauth A, Liu C, Lin J, Ye K, Kim R, Hazan R, Rohan T, Fineberg S, Loudig O: Effective DNA/RNA co-extraction for analysis of microRNAs, mRNAs, and genomic DNA from formalin-fixed paraffin-embedded specimens. PloS One. 2012, 7: e34683-10.1371/journal.pone.0034683.PubMedCentralCrossRefPubMed
27.
28.
go back to reference Weng L, Wu X, Gao H, Mu B, Li X, Wang JH, Guo C, Jin JM, Chen Z, Covarrubias M: MicroRNA profiling of clear cell renal cell carcinoma by whole-genome small RNA deep sequencing of paired frozen and formalin-fixed, paraffin-embedded tissue specimens. J Pathol. 2010, 222: 41-51.PubMed Weng L, Wu X, Gao H, Mu B, Li X, Wang JH, Guo C, Jin JM, Chen Z, Covarrubias M: MicroRNA profiling of clear cell renal cell carcinoma by whole-genome small RNA deep sequencing of paired frozen and formalin-fixed, paraffin-embedded tissue specimens. J Pathol. 2010, 222: 41-51.PubMed
29.
go back to reference Ablashi DV, Prasad U, Pearson GR, Prathap K, Armstrong GR, Faggioni A, Yadav M, Easton JM, Chan SH, Levine PH: EBV related studies with clinicopathological correlation in Malaysian nasopharyngeal carcinoma. Nasopharyngeal carcinoma: current concepts. Edited by: Prasad U, Ablashi DV, Levine PH, Pearson GR. 1983, Kuala Lumpur: University of Malaya Press, 163-171. Ablashi DV, Prasad U, Pearson GR, Prathap K, Armstrong GR, Faggioni A, Yadav M, Easton JM, Chan SH, Levine PH: EBV related studies with clinicopathological correlation in Malaysian nasopharyngeal carcinoma. Nasopharyngeal carcinoma: current concepts. Edited by: Prasad U, Ablashi DV, Levine PH, Pearson GR. 1983, Kuala Lumpur: University of Malaya Press, 163-171.
30.
go back to reference Anta L, Blanco JL, Llibre JM, Garcia F, Perez-Elias MJ, Aguilera A, Perez-Romero P, Caballero E, Vidal C, Canizares A: Resistance to the most recent protease and non-nucleoside reverse transcriptase inhibitors across HIV-1 non-B subtypes. J Antimicrob Chemother. 2013, 68: 1994-2002. 10.1093/jac/dkt146.CrossRefPubMed Anta L, Blanco JL, Llibre JM, Garcia F, Perez-Elias MJ, Aguilera A, Perez-Romero P, Caballero E, Vidal C, Canizares A: Resistance to the most recent protease and non-nucleoside reverse transcriptase inhibitors across HIV-1 non-B subtypes. J Antimicrob Chemother. 2013, 68: 1994-2002. 10.1093/jac/dkt146.CrossRefPubMed
31.
go back to reference Bertram G, Pearson GR, Faggioni A, Krueger GRF, Sesterhenn K, Ablashi DV, Levine PH: A long term study of EBV and non EBV related tests and their correlation with the clinical course of nasopharyngeal carcinoma. Nasopharyngeal carcinoma: current concepts. Edited by: Prasad U, Ablashi DV, Levine PH. 1983, Pearson GR: University of Malaya Press, 115-124. Bertram G, Pearson GR, Faggioni A, Krueger GRF, Sesterhenn K, Ablashi DV, Levine PH: A long term study of EBV and non EBV related tests and their correlation with the clinical course of nasopharyngeal carcinoma. Nasopharyngeal carcinoma: current concepts. Edited by: Prasad U, Ablashi DV, Levine PH. 1983, Pearson GR: University of Malaya Press, 115-124.
32.
go back to reference Goodman ML, Levine PH, Miller D: Nasopharyngeal carcinoma patients in Massachusetts. Third International symposium on prevention and detection of cancer [Part 1]. Edited by: Nieburgs HE. 1978, New York: Marcel Dekker,Inc, 1591-1598. Goodman ML, Levine PH, Miller D: Nasopharyngeal carcinoma patients in Massachusetts. Third International symposium on prevention and detection of cancer [Part 1]. Edited by: Nieburgs HE. 1978, New York: Marcel Dekker,Inc, 1591-1598.
33.
go back to reference Levine PH, De The GB, Brugere G, Schwaab G, Mourali N, Herberman RB, Ambrosioni JC, Revol P: Immunity to antigens associated with a cell line derived from nasopharyngeal cancer (NPC) in non-Chinese NPC patients. Int J Cancer. 1976, 17: 155-160. 10.1002/ijc.2910170202.CrossRefPubMed Levine PH, De The GB, Brugere G, Schwaab G, Mourali N, Herberman RB, Ambrosioni JC, Revol P: Immunity to antigens associated with a cell line derived from nasopharyngeal cancer (NPC) in non-Chinese NPC patients. Int J Cancer. 1976, 17: 155-160. 10.1002/ijc.2910170202.CrossRefPubMed
34.
go back to reference Levine PH, Wallen WC, Ablashi DV, Granlund DJ, Connelly R: Comparative studies on immunity to EBV-associated antigens in NPC patients in North America, Tunisia, France and Hong Kong. Int J Cancer. 1977, 20: 332-338. 10.1002/ijc.2910200303.CrossRefPubMed Levine PH, Wallen WC, Ablashi DV, Granlund DJ, Connelly R: Comparative studies on immunity to EBV-associated antigens in NPC patients in North America, Tunisia, France and Hong Kong. Int J Cancer. 1977, 20: 332-338. 10.1002/ijc.2910200303.CrossRefPubMed
35.
go back to reference Li G, Wu Z, Peng Y, Liu X, Lu J, Wang L, Pan Q, He ML, Li XP: MicroRNA-10b induced by Epstein-Barr virus-encoded latent membrane protein-1 promotes the metastasis of human nasopharyngeal carcinoma cells. Cancer Lett. 2010, 299: 29-36. 10.1016/j.canlet.2010.07.021.CrossRefPubMed Li G, Wu Z, Peng Y, Liu X, Lu J, Wang L, Pan Q, He ML, Li XP: MicroRNA-10b induced by Epstein-Barr virus-encoded latent membrane protein-1 promotes the metastasis of human nasopharyngeal carcinoma cells. Cancer Lett. 2010, 299: 29-36. 10.1016/j.canlet.2010.07.021.CrossRefPubMed
36.
go back to reference Liu N, Chen NY, Cui RX, Li WF, Li Y, Wei RR, Zhang MY, Sun Y, Huang BJ, Chen M: Prognostic value of a microRNA signature in nasopharyngeal carcinoma: a microRNA expression analysis. Lancet Oncol. 2012, 13: 633-641. 10.1016/S1470-2045(12)70102-X.CrossRefPubMed Liu N, Chen NY, Cui RX, Li WF, Li Y, Wei RR, Zhang MY, Sun Y, Huang BJ, Chen M: Prognostic value of a microRNA signature in nasopharyngeal carcinoma: a microRNA expression analysis. Lancet Oncol. 2012, 13: 633-641. 10.1016/S1470-2045(12)70102-X.CrossRefPubMed
37.
go back to reference Shen J, Todd NW, Zhang H, Yu L, Lingxiao X, Mei Y, Guarnera M, Liao J, Chou A, Lu CL: Plasma microRNAs as potential biomarkers for non-small-cell lung cancer. Lab Invest; J Tech Methods Pathol. 2011, 91: 579-587. 10.1038/labinvest.2010.194.CrossRef Shen J, Todd NW, Zhang H, Yu L, Lingxiao X, Mei Y, Guarnera M, Liao J, Chou A, Lu CL: Plasma microRNAs as potential biomarkers for non-small-cell lung cancer. Lab Invest; J Tech Methods Pathol. 2011, 91: 579-587. 10.1038/labinvest.2010.194.CrossRef
38.
go back to reference Sita-Lumsden A, Dart DA, Waxman J, Bevan CL: Circulating microRNAs as potential new biomarkers for prostate cancer. Br J Cancer. 2013, 108: 1925-1930. 10.1038/bjc.2013.192.PubMedCentralCrossRefPubMed Sita-Lumsden A, Dart DA, Waxman J, Bevan CL: Circulating microRNAs as potential new biomarkers for prostate cancer. Br J Cancer. 2013, 108: 1925-1930. 10.1038/bjc.2013.192.PubMedCentralCrossRefPubMed
39.
go back to reference Edge S, Byrd D, Compton C, Fritz A, Greene F, Trotti A: AJCC cancer staging manual. 2010, New York, NY: Springer, 7 Edge S, Byrd D, Compton C, Fritz A, Greene F, Trotti A: AJCC cancer staging manual. 2010, New York, NY: Springer, 7
40.
go back to reference Chan J, Pilch B, Kuo T, Wenig B, Lee A: Nasopharyngeal carcinoma. 2005, Lyon, France: IARC Press Chan J, Pilch B, Kuo T, Wenig B, Lee A: Nasopharyngeal carcinoma. 2005, Lyon, France: IARC Press
41.
go back to reference Tarone RE, Levine PH, Yadav M, Pandey JP: Relationship between Immunoglobulin Allotypes and Susceptibility to Nasopharyngeal Carcinoma in Malaysia. Cancer Res. 1990, 50: 3186-3188.PubMed Tarone RE, Levine PH, Yadav M, Pandey JP: Relationship between Immunoglobulin Allotypes and Susceptibility to Nasopharyngeal Carcinoma in Malaysia. Cancer Res. 1990, 50: 3186-3188.PubMed
42.
go back to reference Friedlander MR, Chen W, Adamidi C, Maaskola J, Einspanier R, Knespel S, Rajewsky N: Discovering microRNAs from deep sequencing data using miRDeep. Nat Biotechnol. 2008, 26: 407-415. 10.1038/nbt1394.CrossRefPubMed Friedlander MR, Chen W, Adamidi C, Maaskola J, Einspanier R, Knespel S, Rajewsky N: Discovering microRNAs from deep sequencing data using miRDeep. Nat Biotechnol. 2008, 26: 407-415. 10.1038/nbt1394.CrossRefPubMed
43.
go back to reference Wang WC, Lin FM, Chang WC, Lin KY, Huang HD, Lin NS: miRExpress: analyzing high-throughput sequencing data for profiling microRNA expression. BMC Bioinformatics. 2009, 10: 328-10.1186/1471-2105-10-328.PubMedCentralCrossRefPubMed Wang WC, Lin FM, Chang WC, Lin KY, Huang HD, Lin NS: miRExpress: analyzing high-throughput sequencing data for profiling microRNA expression. BMC Bioinformatics. 2009, 10: 328-10.1186/1471-2105-10-328.PubMedCentralCrossRefPubMed
44.
go back to reference Kozomara A, Griffiths-Jones S: miRBase: integrating microRNA annotation and deep-sequencing data. Nucleic Acids Res. 2011, 39: D152-D157. 10.1093/nar/gkq1027.PubMedCentralCrossRefPubMed Kozomara A, Griffiths-Jones S: miRBase: integrating microRNA annotation and deep-sequencing data. Nucleic Acids Res. 2011, 39: D152-D157. 10.1093/nar/gkq1027.PubMedCentralCrossRefPubMed
45.
go back to reference Robinson MD, Smyth GK: Moderated statistical tests for assessing differences in tag abundance. Bioinformatics. 2007, 23: 2881-2887. 10.1093/bioinformatics/btm453.CrossRefPubMed Robinson MD, Smyth GK: Moderated statistical tests for assessing differences in tag abundance. Bioinformatics. 2007, 23: 2881-2887. 10.1093/bioinformatics/btm453.CrossRefPubMed
46.
go back to reference Robinson MD, McCarthy DJ, Smyth GK: edgeR: a Bioconductor package for differential expression analysis of digital gene expression data. Bioinformatics. 2010, 26: 139-140. 10.1093/bioinformatics/btp616.PubMedCentralCrossRefPubMed Robinson MD, McCarthy DJ, Smyth GK: edgeR: a Bioconductor package for differential expression analysis of digital gene expression data. Bioinformatics. 2010, 26: 139-140. 10.1093/bioinformatics/btp616.PubMedCentralCrossRefPubMed
47.
go back to reference Livak KJ, Schmittgen TD: Analysis of relative gene expression data using real-time quantitative PCR and the 2(−Delta Delta C(T)) Method. Methods. 2001, 25: 402-408. 10.1006/meth.2001.1262.CrossRefPubMed Livak KJ, Schmittgen TD: Analysis of relative gene expression data using real-time quantitative PCR and the 2(−Delta Delta C(T)) Method. Methods. 2001, 25: 402-408. 10.1006/meth.2001.1262.CrossRefPubMed
48.
go back to reference Xi Y, Nakajima G, Gavin E, Morris CG, Kudo K, Hayashi K, Ju J: Systematic analysis of microRNA expression of RNA extracted from fresh frozen and formalin-fixed paraffin-embedded samples. RNA. 2007, 13: 1668-1674. 10.1261/rna.642907.PubMedCentralCrossRefPubMed Xi Y, Nakajima G, Gavin E, Morris CG, Kudo K, Hayashi K, Ju J: Systematic analysis of microRNA expression of RNA extracted from fresh frozen and formalin-fixed paraffin-embedded samples. RNA. 2007, 13: 1668-1674. 10.1261/rna.642907.PubMedCentralCrossRefPubMed
49.
go back to reference Jung M, Schaefer A, Steiner I, Kempkensteffen C, Stephan C, Erbersdobler A, Jung K: Robust microRNA stability in degraded RNA preparations from human tissue and cell samples. Clin Chem. 2010, 56: 998-1006. 10.1373/clinchem.2009.141580.CrossRefPubMed Jung M, Schaefer A, Steiner I, Kempkensteffen C, Stephan C, Erbersdobler A, Jung K: Robust microRNA stability in degraded RNA preparations from human tissue and cell samples. Clin Chem. 2010, 56: 998-1006. 10.1373/clinchem.2009.141580.CrossRefPubMed
50.
go back to reference Li T, Chen JX, Fu XP, Yang S, Zhang Z, Chen Kh H, Li Y: microRNA expression profiling of nasopharyngeal carcinoma. Oncol Rep. 2011, 25: 1353-1363.PubMed Li T, Chen JX, Fu XP, Yang S, Zhang Z, Chen Kh H, Li Y: microRNA expression profiling of nasopharyngeal carcinoma. Oncol Rep. 2011, 25: 1353-1363.PubMed
51.
go back to reference Wong TS, Man OY, Tsang CM, Tsao SW, Tsang RK, Chan JY, Ho WK, Wei WI, To VS: MicroRNA let-7 suppresses nasopharyngeal carcinoma cells proliferation through downregulating c-Myc expression. J Cancer Res Clin Oncol. 2011, 137: 415-422. 10.1007/s00432-010-0898-4.PubMedCentralCrossRefPubMed Wong TS, Man OY, Tsang CM, Tsao SW, Tsang RK, Chan JY, Ho WK, Wei WI, To VS: MicroRNA let-7 suppresses nasopharyngeal carcinoma cells proliferation through downregulating c-Myc expression. J Cancer Res Clin Oncol. 2011, 137: 415-422. 10.1007/s00432-010-0898-4.PubMedCentralCrossRefPubMed
52.
go back to reference Chen HC, Chen GH, Chen YH, Liao WL, Liu CY, Chang KP, Chang YS, Chen SJ: MicroRNA deregulation and pathway alterations in nasopharyngeal carcinoma. Br J Cancer. 2009, 100: 1002-1011. 10.1038/sj.bjc.6604948.PubMedCentralCrossRefPubMed Chen HC, Chen GH, Chen YH, Liao WL, Liu CY, Chang KP, Chang YS, Chen SJ: MicroRNA deregulation and pathway alterations in nasopharyngeal carcinoma. Br J Cancer. 2009, 100: 1002-1011. 10.1038/sj.bjc.6604948.PubMedCentralCrossRefPubMed
53.
go back to reference Shi W, Alajez NM, Bastianutto C, Hui AB, Mocanu JD, Ito E, Busson P, Lo KW, Ng R, Waldron J: Significance of Plk1 regulation by miR-100 in human nasopharyngeal cancer. Int J Cancer. 2010, 126: 2036-2048.PubMed Shi W, Alajez NM, Bastianutto C, Hui AB, Mocanu JD, Ito E, Busson P, Lo KW, Ng R, Waldron J: Significance of Plk1 regulation by miR-100 in human nasopharyngeal cancer. Int J Cancer. 2010, 126: 2036-2048.PubMed
54.
go back to reference Zhang L, Deng T, Li X, Liu H, Zhou H, Ma J, Wu M, Zhou M, Shen S, Li X: microRNA-141 is involved in a nasopharyngeal carcinoma-related genes network. Carcinogenesis. 2010, 31: 559-566. 10.1093/carcin/bgp335.CrossRefPubMed Zhang L, Deng T, Li X, Liu H, Zhou H, Ma J, Wu M, Zhou M, Shen S, Li X: microRNA-141 is involved in a nasopharyngeal carcinoma-related genes network. Carcinogenesis. 2010, 31: 559-566. 10.1093/carcin/bgp335.CrossRefPubMed
55.
go back to reference Gourzones C, Jimenez AS, Busson P: Profiling of Epstein-Barr virus-encoded microRNAs in nasopharyngeal carcinoma reveals potential biomarkers and oncomirs. Cancer. 2012, 118: 4634-author reply 4634–4635CrossRefPubMed Gourzones C, Jimenez AS, Busson P: Profiling of Epstein-Barr virus-encoded microRNAs in nasopharyngeal carcinoma reveals potential biomarkers and oncomirs. Cancer. 2012, 118: 4634-author reply 4634–4635CrossRefPubMed
56.
go back to reference Git A, Dvinge H, Salmon-Divon M, Osborne M, Kutter C, Hadfield J, Bertone P, Caldas C: Systematic comparison of microarray profiling, real-time PCR, and next-generation sequencing technologies for measuring differential microRNA expression. RNA. 2010, 16: 991-1006. 10.1261/rna.1947110.PubMedCentralCrossRefPubMed Git A, Dvinge H, Salmon-Divon M, Osborne M, Kutter C, Hadfield J, Bertone P, Caldas C: Systematic comparison of microarray profiling, real-time PCR, and next-generation sequencing technologies for measuring differential microRNA expression. RNA. 2010, 16: 991-1006. 10.1261/rna.1947110.PubMedCentralCrossRefPubMed
57.
go back to reference Wei WI, Sham JS: Nasopharyngeal carcinoma. Lancet. 2005, 365: 2041-2054. 10.1016/S0140-6736(05)66698-6.CrossRefPubMed Wei WI, Sham JS: Nasopharyngeal carcinoma. Lancet. 2005, 365: 2041-2054. 10.1016/S0140-6736(05)66698-6.CrossRefPubMed
58.
go back to reference Calin GA, Croce CM: MicroRNA signatures in human cancers. Nat Rev Cancer. 2006, 6: 857-866. 10.1038/nrc1997.CrossRefPubMed Calin GA, Croce CM: MicroRNA signatures in human cancers. Nat Rev Cancer. 2006, 6: 857-866. 10.1038/nrc1997.CrossRefPubMed
59.
go back to reference Mitchell PS, Parkin RK, Kroh EM, Fritz BR, Wyman SK, Pogosova-Agadjanyan EL, Peterson A, Noteboom J, O'Briant KC, Allen A: Circulating microRNAs as stable blood-based markers for cancer detection. Proc Natl Acad Sci USA. 2008, 105: 10513-10518. 10.1073/pnas.0804549105.PubMedCentralCrossRefPubMed Mitchell PS, Parkin RK, Kroh EM, Fritz BR, Wyman SK, Pogosova-Agadjanyan EL, Peterson A, Noteboom J, O'Briant KC, Allen A: Circulating microRNAs as stable blood-based markers for cancer detection. Proc Natl Acad Sci USA. 2008, 105: 10513-10518. 10.1073/pnas.0804549105.PubMedCentralCrossRefPubMed
60.
go back to reference Guo L, Zhao Y, Yang S, Cai M, Wu Q, Chen F: Genome-wide screen for aberrantly expressed miRNAs reveals miRNA profile signature in breast cancer. Mol Biol Rep. 2013, 40: 2175-2186. 10.1007/s11033-012-2277-5.CrossRefPubMed Guo L, Zhao Y, Yang S, Cai M, Wu Q, Chen F: Genome-wide screen for aberrantly expressed miRNAs reveals miRNA profile signature in breast cancer. Mol Biol Rep. 2013, 40: 2175-2186. 10.1007/s11033-012-2277-5.CrossRefPubMed
61.
go back to reference Gallo A, Tandon M, Alevizos I, Illei GG: The majority of microRNAs detectable in serum and saliva is concentrated in exosomes. PloS One. 2012, 7: e30679-10.1371/journal.pone.0030679.PubMedCentralCrossRefPubMed Gallo A, Tandon M, Alevizos I, Illei GG: The majority of microRNAs detectable in serum and saliva is concentrated in exosomes. PloS One. 2012, 7: e30679-10.1371/journal.pone.0030679.PubMedCentralCrossRefPubMed
62.
go back to reference Meckes DG, Shair KH, Marquitz AR, Kung CP, Edwards RH, Raab-Traub N: Human tumor virus utilizes exosomes for intercellular communication. Proc Natl Acad Sci USA. 2010, 107: 20370-20375. 10.1073/pnas.1014194107.PubMedCentralCrossRefPubMed Meckes DG, Shair KH, Marquitz AR, Kung CP, Edwards RH, Raab-Traub N: Human tumor virus utilizes exosomes for intercellular communication. Proc Natl Acad Sci USA. 2010, 107: 20370-20375. 10.1073/pnas.1014194107.PubMedCentralCrossRefPubMed
63.
go back to reference Gourzones C, Ferrand FR, Amiel C, Verillaud B, Barat A, Guerin M, Gattolliat CH, Gelin A, Klibi J, Chaaben AB: Consistent high concentration of the viral microRNA BART17 in plasma samples from nasopharyngeal carcinoma patients–evidence of non-exosomal transport. Virol J. 2013, 10: 119-10.1186/1743-422X-10-119.PubMedCentralCrossRefPubMed Gourzones C, Ferrand FR, Amiel C, Verillaud B, Barat A, Guerin M, Gattolliat CH, Gelin A, Klibi J, Chaaben AB: Consistent high concentration of the viral microRNA BART17 in plasma samples from nasopharyngeal carcinoma patients–evidence of non-exosomal transport. Virol J. 2013, 10: 119-10.1186/1743-422X-10-119.PubMedCentralCrossRefPubMed
64.
go back to reference Arroyo JD, Chevillet JR, Kroh EM, Ruf IK, Pritchard CC, Gibson DF, Mitchell PS, Bennett CF, Pogosova-Agadjanyan EL, Stirewalt DL: Argonaute2 complexes carry a population of circulating microRNAs independent of vesicles in human plasma. Proc Natl Acad Sci USA. 2011, 108: 5003-5008. 10.1073/pnas.1019055108.PubMedCentralCrossRefPubMed Arroyo JD, Chevillet JR, Kroh EM, Ruf IK, Pritchard CC, Gibson DF, Mitchell PS, Bennett CF, Pogosova-Agadjanyan EL, Stirewalt DL: Argonaute2 complexes carry a population of circulating microRNAs independent of vesicles in human plasma. Proc Natl Acad Sci USA. 2011, 108: 5003-5008. 10.1073/pnas.1019055108.PubMedCentralCrossRefPubMed
65.
go back to reference Eldh M, Lotvall J, Malmhall C, Ekstrom K: Importance of RNA isolation methods for analysis of exosomal RNA: evaluation of different methods. Mol Immunol. 2012, 50: 278-286. 10.1016/j.molimm.2012.02.001.CrossRefPubMed Eldh M, Lotvall J, Malmhall C, Ekstrom K: Importance of RNA isolation methods for analysis of exosomal RNA: evaluation of different methods. Mol Immunol. 2012, 50: 278-286. 10.1016/j.molimm.2012.02.001.CrossRefPubMed
66.
go back to reference Markou A, Sourvinou I, Vorkas PA, Yousef GM, Lianidou E: Clinical evaluation of microRNA expression profiling in non small cell lung cancer. Lung Cancer. 2013, 81 (3): 388-396. 10.1016/j.lungcan.2013.05.007.CrossRefPubMed Markou A, Sourvinou I, Vorkas PA, Yousef GM, Lianidou E: Clinical evaluation of microRNA expression profiling in non small cell lung cancer. Lung Cancer. 2013, 81 (3): 388-396. 10.1016/j.lungcan.2013.05.007.CrossRefPubMed
Metadata
Title
Methods and matrices: approaches to identifying miRNAs for Nasopharyngeal carcinoma
Authors
Jordan L Plieskatt
Gabriel Rinaldi
Yanjung Feng
Paul H Levine
Samantha Easley
Elizabeth Martinez
Salman Hashmi
Nader Sadeghi
Paul J Brindley
Jeffrey M Bethony
Jason P Mulvenna
Publication date
01-12-2014
Publisher
BioMed Central
Published in
Journal of Translational Medicine / Issue 1/2014
Electronic ISSN: 1479-5876
DOI
https://doi.org/10.1186/1479-5876-12-3

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