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Published in: BMC Cancer 1/2016

Open Access 01-12-2016 | Research article

Salivary DNA methylation panel to diagnose HPV-positive and HPV-negative head and neck cancers

Authors: Yenkai Lim, Yunxia Wan, Dimitrios Vagenas, Dmitry A. Ovchinnikov, Chris F. L. Perry, Melissa J. Davis, Chamindie Punyadeera

Published in: BMC Cancer | Issue 1/2016

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Abstract

Background

Head and neck squamous cell carcinoma (HNSCC) is a heterogeneous group of tumours with a typical 5 year survival rate of <40 %. DNA methylation in tumour-suppressor genes often occurs at an early stage of tumorigenesis, hence DNA methylation can be used as an early tumour biomarker. Saliva is an ideal diagnostic medium to detect early HNSCC tumour activities due to its proximity to tumour site, non-invasiveness and ease of sampling. We test the hypothesis that the surveillance of DNA methylation in five tumour-suppressor genes (RASSF1α, p16 INK4a , TIMP3, PCQAP/MED15) will allow us to diagnose HNSCC patients from a normal healthy control group as well as to discriminate between Human Papillomavirus (HPV)-positive and HPV-negative patients.

Methods

Methylation-specific PCR (MSP) was used to determine the methylation levels of RASSF1α, p16 INK4a , TIMP3 and PCQAP/MED15 in DNA isolated from saliva. Statistical analysis was carried out using non-parametric Mann-Whitney’s U-test for individually methylated genes. A logistic regression analysis was carried out to determine the assay sensitivity when combing the five genes. Further, a five-fold cross-validation with a bootstrap procedure was carried out to determine how well the panel will perform in a real clinical scenario.

Results

Salivary DNA methylation levels were not affected by age. Salivary DNA methylation levels for RASSF1α, p16 INK4a , TIMP3 and PCQAP/MED15 were higher in HPV-negative HNSCC patients (n = 88) compared with a normal healthy control group (n = 122) (sensitivity of 71 % and specificity of 80 %). Conversely, DNA methylation levels for these genes were lower in HPV-positive HNSCC patients (n = 45) compared with a normal healthy control group (sensitivity of 80 % and specificity of 74 %), consistent with the proposed aetiology of HPV-positive HNSCCs.

Conclusions

Salivary DNA tumour-suppressor methylation gene panel has the potential to detect early-stage tumours in HPV-negative HNSCC patients. HPV infection was found to deregulate the methylation levels in HPV-positive HNSCC patients. Large-scale double-blinded clinical trials are crucial before this panel can potentially be integrated into a clinical setting.
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Literature
2.
go back to reference Lim Y, et al. Salivary epigenetic biomarkers in head and neck squamous cell carcinomas. Biomark Med. 2016;10(3):301–13.CrossRefPubMed Lim Y, et al. Salivary epigenetic biomarkers in head and neck squamous cell carcinomas. Biomark Med. 2016;10(3):301–13.CrossRefPubMed
3.
go back to reference Chang MC, et al. Cell-mediated immunity and head and neck cancer: with special emphasis on betel quid chewing habit. Oral Oncol. 2005;41(8):757–75.CrossRefPubMed Chang MC, et al. Cell-mediated immunity and head and neck cancer: with special emphasis on betel quid chewing habit. Oral Oncol. 2005;41(8):757–75.CrossRefPubMed
5.
go back to reference Pfister DG, Fury MG. New chapter in our understanding of human papillomavirus-related head and neck cancer. J Clin Oncol. 2014;32(30):3349–52.CrossRefPubMed Pfister DG, Fury MG. New chapter in our understanding of human papillomavirus-related head and neck cancer. J Clin Oncol. 2014;32(30):3349–52.CrossRefPubMed
6.
7.
go back to reference Syrjanen S. The role of human papillomavirus infection in head and neck cancers. Ann Oncol. 2010;21 Suppl 7:vii243–5.PubMed Syrjanen S. The role of human papillomavirus infection in head and neck cancers. Ann Oncol. 2010;21 Suppl 7:vii243–5.PubMed
8.
9.
go back to reference Gillison ML, et al. Distinct risk factor profiles for human papillomavirus type 16-positive and human papillomavirus type 16-negative head and neck cancers. J Natl Cancer Inst. 2008;100(6):407–20.CrossRefPubMed Gillison ML, et al. Distinct risk factor profiles for human papillomavirus type 16-positive and human papillomavirus type 16-negative head and neck cancers. J Natl Cancer Inst. 2008;100(6):407–20.CrossRefPubMed
10.
go back to reference Ragin CC, Modugno F, Gollin SM. The epidemiology and risk factors of head and neck cancer: a focus on human papillomavirus. J Dent Res. 2007;86(2):104–14.CrossRefPubMed Ragin CC, Modugno F, Gollin SM. The epidemiology and risk factors of head and neck cancer: a focus on human papillomavirus. J Dent Res. 2007;86(2):104–14.CrossRefPubMed
11.
13.
go back to reference Warnakulasuriya S. Global epidemiology of oral and oropharyngeal cancer. Oral Oncol. 2009;45(4–5):309–16.CrossRefPubMed Warnakulasuriya S. Global epidemiology of oral and oropharyngeal cancer. Oral Oncol. 2009;45(4–5):309–16.CrossRefPubMed
14.
go back to reference Hall SF, et al. TNM-based stage groupings in head and neck cancer: application in cancer of the hypopharynx. Head Neck. 2009;31(1):1–8.CrossRefPubMed Hall SF, et al. TNM-based stage groupings in head and neck cancer: application in cancer of the hypopharynx. Head Neck. 2009;31(1):1–8.CrossRefPubMed
15.
go back to reference Price KA, Cohen EE. Current treatment options for metastatic head and neck cancer. Curr Treat Options Oncol. 2012;13(1):35–46.CrossRefPubMed Price KA, Cohen EE. Current treatment options for metastatic head and neck cancer. Curr Treat Options Oncol. 2012;13(1):35–46.CrossRefPubMed
16.
go back to reference Villa A, Villa C, Abati S. Oral cancer and oral erythroplakia: an update and implication for clinicians. Aust Dent J. 2011;56(3):253–6.CrossRefPubMed Villa A, Villa C, Abati S. Oral cancer and oral erythroplakia: an update and implication for clinicians. Aust Dent J. 2011;56(3):253–6.CrossRefPubMed
17.
go back to reference Mehanna H, et al. Head and neck cancer—Part 1: epidemiology, presentation, and prevention. BMJ. 2010;341:c4684.CrossRefPubMed Mehanna H, et al. Head and neck cancer—Part 1: epidemiology, presentation, and prevention. BMJ. 2010;341:c4684.CrossRefPubMed
18.
go back to reference Iorgulescu G. Saliva between normal and pathological. Important factors in determining systemic and oral health. J Med Life. 2009;2(3):303–7.PubMedPubMedCentral Iorgulescu G. Saliva between normal and pathological. Important factors in determining systemic and oral health. J Med Life. 2009;2(3):303–7.PubMedPubMedCentral
19.
go back to reference Pfaffe T, et al. Diagnostic potential of saliva: current state and future applications. Clin Chem. 2011;57(5):675–87.CrossRefPubMed Pfaffe T, et al. Diagnostic potential of saliva: current state and future applications. Clin Chem. 2011;57(5):675–87.CrossRefPubMed
21.
go back to reference na. Head and neck cancer biomarkers detected in saliva. Cancer Biol Ther. 2004. 4(1):6–12. na. Head and neck cancer biomarkers detected in saliva. Cancer Biol Ther. 2004. 4(1):6–12.
22.
23.
go back to reference Topkas E, et al. Evaluation of saliva collection devices for the analysis of proteins. Clin Chim Acta. 2012;413(13–14):1066–70.CrossRefPubMed Topkas E, et al. Evaluation of saliva collection devices for the analysis of proteins. Clin Chim Acta. 2012;413(13–14):1066–70.CrossRefPubMed
24.
go back to reference Zhang X, Dimeski G, Punyadeera C. Validation of an immunoassay to measure plasminogen-activator inhibitor-1 concentrations in human saliva. Biochem Med. 2014;24(2):258–65.CrossRef Zhang X, Dimeski G, Punyadeera C. Validation of an immunoassay to measure plasminogen-activator inhibitor-1 concentrations in human saliva. Biochem Med. 2014;24(2):258–65.CrossRef
25.
go back to reference Ovchinnikov DA, et al. DNA methylation at the novel CpG sites in the promoter of MED15/PCQAP gene as a biomarker for head and neck cancers. Biomark Insights. 2014;9:53–60.PubMedPubMedCentral Ovchinnikov DA, et al. DNA methylation at the novel CpG sites in the promoter of MED15/PCQAP gene as a biomarker for head and neck cancers. Biomark Insights. 2014;9:53–60.PubMedPubMedCentral
27.
go back to reference Worsham MJ, et al. Delineating an epigenetic continuum in head and neck cancer. Cancer Lett. 2014;342(2):178–84.CrossRefPubMed Worsham MJ, et al. Delineating an epigenetic continuum in head and neck cancer. Cancer Lett. 2014;342(2):178–84.CrossRefPubMed
28.
go back to reference Carvalho AL, et al. Detection of promoter hypermethylation in salivary rinses as a biomarker for head and neck squamous cell carcinoma surveillance. Clin Cancer Res. 2011;17(14):4782–9.CrossRefPubMedPubMedCentral Carvalho AL, et al. Detection of promoter hypermethylation in salivary rinses as a biomarker for head and neck squamous cell carcinoma surveillance. Clin Cancer Res. 2011;17(14):4782–9.CrossRefPubMedPubMedCentral
29.
30.
go back to reference Tollefsbol TO, et al. Epigenetics protocols. New York: Humana Press; 2011. Tollefsbol TO, et al. Epigenetics protocols. New York: Humana Press; 2011.
31.
go back to reference Huang Z, Bassil C, Murphy S. Methylation-specific PCR. In: Malek A, Tchernitsa O, editors. Ovarian cancer. New York: Humana Press; 2013. p. 75–82. Huang Z, Bassil C, Murphy S. Methylation-specific PCR. In: Malek A, Tchernitsa O, editors. Ovarian cancer. New York: Humana Press; 2013. p. 75–82.
32.
go back to reference Chai RC, et al. A pilot study to compare the detection of HPV-16 biomarkers in salivary oral rinses with tumour p16INK4a expression in head and neck squamous cell carcinoma patients. BMC Cancer. 2016;16(1):1–8.CrossRef Chai RC, et al. A pilot study to compare the detection of HPV-16 biomarkers in salivary oral rinses with tumour p16INK4a expression in head and neck squamous cell carcinoma patients. BMC Cancer. 2016;16(1):1–8.CrossRef
33.
go back to reference Divine KK, et al. Nested multigene MSP/DHPLC method for analyzing promoter hypermethylation status in clinical samples. BioTechniques. 2006. 40(1):40, 42, 44 passim. Divine KK, et al. Nested multigene MSP/DHPLC method for analyzing promoter hypermethylation status in clinical samples. BioTechniques. 2006. 40(1):40, 42, 44 passim.
34.
go back to reference Righini CA, et al. Tumor-specific methylation in saliva: a promising biomarker for early detection of head and neck cancer recurrence. Clin Cancer Res. 2007;13(4):1179–85.CrossRefPubMed Righini CA, et al. Tumor-specific methylation in saliva: a promising biomarker for early detection of head and neck cancer recurrence. Clin Cancer Res. 2007;13(4):1179–85.CrossRefPubMed
35.
go back to reference Eads CA, et al. Epigenetic patterns in the progression of esophageal adenocarcinoma. Cancer Res. 2001;61(8):3410–8.PubMed Eads CA, et al. Epigenetic patterns in the progression of esophageal adenocarcinoma. Cancer Res. 2001;61(8):3410–8.PubMed
36.
go back to reference Jiang L, et al. CAL 27 is an oral adenosquamous carcinoma cell line. Oral Oncol. 2009;45(11):e204–7.CrossRefPubMed Jiang L, et al. CAL 27 is an oral adenosquamous carcinoma cell line. Oral Oncol. 2009;45(11):e204–7.CrossRefPubMed
38.
go back to reference Kohavi R. A study of cross-validation and bootstrap for accuracy estimation and model selection. In: Proceedings of the 14th international joint conference on Artificial intelligence, vol. 2. Montreal: Morgan Kaufmann Publishers Inc; 1995. p. 1137–43. Kohavi R. A study of cross-validation and bootstrap for accuracy estimation and model selection. In: Proceedings of the 14th international joint conference on Artificial intelligence, vol. 2. Montreal: Morgan Kaufmann Publishers Inc; 1995. p. 1137–43.
39.
go back to reference Geisser S. Predictive inference. New York: Chapman and Hall; 1993. Geisser S. Predictive inference. New York: Chapman and Hall; 1993.
40.
go back to reference Devijver PA. Pattern recognition: a statistical approach. London: Prentice-Hall; 1982. Devijver PA. Pattern recognition: a statistical approach. London: Prentice-Hall; 1982.
41.
go back to reference Tang K-W, et al. The landscape of viral expression and host gene fusion and adaptation in human cancer. Nat Commun. 2013;4:2513.PubMedPubMedCentral Tang K-W, et al. The landscape of viral expression and host gene fusion and adaptation in human cancer. Nat Commun. 2013;4:2513.PubMedPubMedCentral
44.
go back to reference Arantes LM, et al. Methylation as a biomarker for head and neck cancer. Oral Oncol. 2014;50(6):587–92.CrossRefPubMed Arantes LM, et al. Methylation as a biomarker for head and neck cancer. Oral Oncol. 2014;50(6):587–92.CrossRefPubMed
45.
go back to reference Richards KL, et al. Genome-wide hypomethylation in head and neck cancer is more pronounced in HPV-negative tumors and is associated with genomic instability. PLoS One. 2009;4(3):e4941.CrossRefPubMedPubMedCentral Richards KL, et al. Genome-wide hypomethylation in head and neck cancer is more pronounced in HPV-negative tumors and is associated with genomic instability. PLoS One. 2009;4(3):e4941.CrossRefPubMedPubMedCentral
46.
47.
go back to reference Dong SM, et al. Epigenetic inactivation of RASSF1A in head and neck cancer. Clin Cancer Res. 2003;9(10):3635–40.PubMed Dong SM, et al. Epigenetic inactivation of RASSF1A in head and neck cancer. Clin Cancer Res. 2003;9(10):3635–40.PubMed
48.
go back to reference Demokan S, et al. Promoter methylation and loss of p16(INK4a) gene expression in head and neck cancer. Head Neck. 2012;34(10):1470–5.CrossRefPubMed Demokan S, et al. Promoter methylation and loss of p16(INK4a) gene expression in head and neck cancer. Head Neck. 2012;34(10):1470–5.CrossRefPubMed
49.
go back to reference Guan Z, et al. Promoter methylation and expression of TIMP3 gene in gastric cancer. Diagn Pathol. 2013;8(1):1–6. Guan Z, et al. Promoter methylation and expression of TIMP3 gene in gastric cancer. Diagn Pathol. 2013;8(1):1–6.
51.
go back to reference Sandhu HK, et al. An association study of PCQAP polymorphisms and schizophrenia. Psychiatr Genet. 2004;14(3):169–72.CrossRefPubMed Sandhu HK, et al. An association study of PCQAP polymorphisms and schizophrenia. Psychiatr Genet. 2004;14(3):169–72.CrossRefPubMed
53.
go back to reference Zhao M, et al. Mediator MED15 modulates transforming growth factor beta (TGFbeta)/Smad signaling and breast cancer cell metastasis. J Mol Cell Biol. 2013;5(1):57–60.CrossRefPubMed Zhao M, et al. Mediator MED15 modulates transforming growth factor beta (TGFbeta)/Smad signaling and breast cancer cell metastasis. J Mol Cell Biol. 2013;5(1):57–60.CrossRefPubMed
54.
go back to reference Guo SX, et al. Hypermethylation of p16 and p15 genes and RB protein expression in acute leukemia. Leuk Res. 2000;24(1):39–46.CrossRefPubMed Guo SX, et al. Hypermethylation of p16 and p15 genes and RB protein expression in acute leukemia. Leuk Res. 2000;24(1):39–46.CrossRefPubMed
55.
go back to reference Calmon MF, et al. Methylation profile of genes CDKN2A (p14 and p16), DAPK1, CDH1, and ADAM23 in head and neck cancer. Cancer Genet Cytogenet. 2007;173(1):31–7.CrossRefPubMed Calmon MF, et al. Methylation profile of genes CDKN2A (p14 and p16), DAPK1, CDH1, and ADAM23 in head and neck cancer. Cancer Genet Cytogenet. 2007;173(1):31–7.CrossRefPubMed
56.
go back to reference Sanchez-Cespedes M, et al. Gene promoter hypermethylation in tumors and serum of head and neck cancer patients. Cancer Res. 2000;60(4):892–5.PubMed Sanchez-Cespedes M, et al. Gene promoter hypermethylation in tumors and serum of head and neck cancer patients. Cancer Res. 2000;60(4):892–5.PubMed
57.
58.
go back to reference Meng W, et al. Combined RASSF1A and RASSF2A promoter methylation analysis as diagnostic biomarker for bladder cancer. Mol Biol Int. 2012;2012:8.CrossRef Meng W, et al. Combined RASSF1A and RASSF2A promoter methylation analysis as diagnostic biomarker for bladder cancer. Mol Biol Int. 2012;2012:8.CrossRef
60.
go back to reference Xu J, et al. Methylation of HIN-1, RASSF1A, RIL and CDH13 in breast cancer is associated with clinical characteristics, but only RASSF1A methylation is associated with outcome. BMC Cancer. 2012;12:243.CrossRefPubMedPubMedCentral Xu J, et al. Methylation of HIN-1, RASSF1A, RIL and CDH13 in breast cancer is associated with clinical characteristics, but only RASSF1A methylation is associated with outcome. BMC Cancer. 2012;12:243.CrossRefPubMedPubMedCentral
61.
go back to reference Shi DT, et al. Association of RASSF1A promoter methylation with gastric cancer risk: a meta-analysis. Tumour Biol. 2014;35(2):943–8.CrossRefPubMed Shi DT, et al. Association of RASSF1A promoter methylation with gastric cancer risk: a meta-analysis. Tumour Biol. 2014;35(2):943–8.CrossRefPubMed
62.
go back to reference Wang HL, et al. Aberrant promoter methylation of RASSF1A gene may be correlated with colorectal carcinogenesis: a meta-analysis. Mol Biol Rep. 2014;41(6):3991–9.CrossRefPubMed Wang HL, et al. Aberrant promoter methylation of RASSF1A gene may be correlated with colorectal carcinogenesis: a meta-analysis. Mol Biol Rep. 2014;41(6):3991–9.CrossRefPubMed
63.
go back to reference Gao T, et al. The association of RAS Association Domain Family Protein1A (RASSF1A) methylation states and bladder cancer risk: a systematic review and meta-analysis. PLoS One. 2012;7(11):e48300.CrossRefPubMedPubMedCentral Gao T, et al. The association of RAS Association Domain Family Protein1A (RASSF1A) methylation states and bladder cancer risk: a systematic review and meta-analysis. PLoS One. 2012;7(11):e48300.CrossRefPubMedPubMedCentral
64.
65.
go back to reference Koutsimpelas D, et al. Promoter methylation of MGMT, MLH1 and RASSF1A tumor suppressor genes in head and neck squamous cell carcinoma: pharmacological genome demethylation reduces proliferation of head and neck squamous carcinoma cells. Oncol Rep. 2012;27(4):1135–41.PubMedPubMedCentral Koutsimpelas D, et al. Promoter methylation of MGMT, MLH1 and RASSF1A tumor suppressor genes in head and neck squamous cell carcinoma: pharmacological genome demethylation reduces proliferation of head and neck squamous carcinoma cells. Oncol Rep. 2012;27(4):1135–41.PubMedPubMedCentral
67.
go back to reference Konig F, et al. Relation between human papillomavirus positivity and p16 expression in head and neck carcinomas--a tissue microarray study. Anticancer Res. 2007;27(1a):283–8.PubMed Konig F, et al. Relation between human papillomavirus positivity and p16 expression in head and neck carcinomas--a tissue microarray study. Anticancer Res. 2007;27(1a):283–8.PubMed
68.
69.
go back to reference Boscolo-Rizzo P, et al. New insights into human papillomavirus-associated head and neck squamous cell carcinoma. Acta Otorhinolaryngol Ital. 2013;33(2):77–87.PubMedPubMedCentral Boscolo-Rizzo P, et al. New insights into human papillomavirus-associated head and neck squamous cell carcinoma. Acta Otorhinolaryngol Ital. 2013;33(2):77–87.PubMedPubMedCentral
70.
go back to reference De Schutter H, et al. Promoter methylation of TIMP3 and CDH1 predicts better outcome in head and neck squamous cell carcinoma treated by radiotherapy only. Oncol Rep. 2009;21(2):507–13.PubMed De Schutter H, et al. Promoter methylation of TIMP3 and CDH1 predicts better outcome in head and neck squamous cell carcinoma treated by radiotherapy only. Oncol Rep. 2009;21(2):507–13.PubMed
71.
go back to reference Rettori MM, et al. Prognostic significance of TIMP3 hypermethylation in post-treatment salivary rinse from head and neck squamous cell carcinoma patients. Carcinogenesis. 2013;34(1):20–7.CrossRefPubMed Rettori MM, et al. Prognostic significance of TIMP3 hypermethylation in post-treatment salivary rinse from head and neck squamous cell carcinoma patients. Carcinogenesis. 2013;34(1):20–7.CrossRefPubMed
72.
go back to reference Rettori MM, et al. TIMP3 and CCNA1 hypermethylation in HNSCC is associated with an increased incidence of second primary tumors. J Transl Med. 2013;11:316.CrossRefPubMedPubMedCentral Rettori MM, et al. TIMP3 and CCNA1 hypermethylation in HNSCC is associated with an increased incidence of second primary tumors. J Transl Med. 2013;11:316.CrossRefPubMedPubMedCentral
73.
go back to reference Sun W, et al. Detection of TIMP3 promoter hypermethylation in salivary rinse as an independent predictor of local recurrence-free survival in head and neck cancer. Clin Cancer Res. 2012;18(4):1082–91.CrossRefPubMedPubMedCentral Sun W, et al. Detection of TIMP3 promoter hypermethylation in salivary rinse as an independent predictor of local recurrence-free survival in head and neck cancer. Clin Cancer Res. 2012;18(4):1082–91.CrossRefPubMedPubMedCentral
74.
go back to reference Swift-Scanlan T, et al. Two-color quantitative multiplex methylation-specific PCR. Biotechniques. 2006;40(2):210–9.CrossRefPubMed Swift-Scanlan T, et al. Two-color quantitative multiplex methylation-specific PCR. Biotechniques. 2006;40(2):210–9.CrossRefPubMed
Metadata
Title
Salivary DNA methylation panel to diagnose HPV-positive and HPV-negative head and neck cancers
Authors
Yenkai Lim
Yunxia Wan
Dimitrios Vagenas
Dmitry A. Ovchinnikov
Chris F. L. Perry
Melissa J. Davis
Chamindie Punyadeera
Publication date
01-12-2016
Publisher
BioMed Central
Published in
BMC Cancer / Issue 1/2016
Electronic ISSN: 1471-2407
DOI
https://doi.org/10.1186/s12885-016-2785-0

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