Skip to main content
Top
Published in: Journal of Translational Medicine 1/2018

Open Access 01-12-2018 | Research

iTRAQ-based quantitative analysis of age-specific variations in salivary proteome of caries-susceptible individuals

Authors: Kun Wang, Xiuqing Wang, Sainan Zheng, Yumei Niu, Wenyue Zheng, Xi Qin, Zhongcheng Li, Junyuan Luo, Wentao Jiang, Xuedong Zhou, Wei Li, Linglin Zhang

Published in: Journal of Translational Medicine | Issue 1/2018

Login to get access

Abstract

Background

Human saliva is a protein-rich, easily accessible source of potential biomarkers for the diagnosis of oral and systemic diseases. However, little is known about the changes in salivary proteome associated with aging of patients with dental caries. Here, we applied isobaric tags for relative and absolute quantitation (iTRAQ) in combination with multiple reaction monitoring mass spectrometry (MRM-MS) to characterize the salivary proteome profiles of subjects of different ages, presenting with and without caries, with the aim of identifying age-related biomarkers for dental caries.

Methods

Unstimulated whole saliva samples were collected from 40 caries-free and caries-susceptible young adults and elderly individuals. Salivary proteins were extracted, reduced, alkylated, digested with trypsin and then analyzed using iTRAQ-coupled LC–MS/MS, followed by GO annotation, biological pathway analysis, hierarchical clustering analysis, and protein–protein interaction analysis. Candidate verification was then conducted using MRM-MS.

Results

Among 658 salivary proteins identified using tandem mass spectrometry, 435 proteins exhibited altered expression patterns in different age groups with and without caries. Of these proteins, 96 displayed age-specific changes among caries-susceptible adults and elderly individuals, and were mainly associated with salivary secretion pathway, while 110 age-specific proteins were identified among healthy individuals. It was found that the age factor caused significant variations and played an important role in both healthy and cariogenic salivary proteomes. Subsequently, a total of 136 target proteins with complex protein–protein interactions, including 14 age-specific proteins associated with caries, were further successfully validated using MRM analysis. Moreover, non-age-specific proteins (histatin-1 and BPI fold-containing family B member 1) were verified to be important candidate biomarkers for common dental caries.

Conclusions

Our proteomic analysis performed using the discovery-through-verification pipeline revealed distinct variations caused by age factor in both healthy and cariogenic salivary proteomes, highlighting the significance of age in the great potential of saliva for caries diagnosis and biomarker discovery.
Appendix
Available only for authorised users
Literature
1.
go back to reference Tenovuo J. Antimicrobial function of human saliva—how important is it for oral health? Acta Odontol Scand. 1998;56(5):250–6.CrossRef Tenovuo J. Antimicrobial function of human saliva—how important is it for oral health? Acta Odontol Scand. 1998;56(5):250–6.CrossRef
2.
go back to reference Lenander-Lumikari M, Loimaranta V. Saliva and dental caries. Adv Dent Res. 2000;14:40–7.CrossRef Lenander-Lumikari M, Loimaranta V. Saliva and dental caries. Adv Dent Res. 2000;14:40–7.CrossRef
3.
go back to reference Dawes C. Salivary flow patterns and the health of hard and soft oral tissues. J Am Dent Assoc. 2008;139:18S–24S.CrossRef Dawes C. Salivary flow patterns and the health of hard and soft oral tissues. J Am Dent Assoc. 2008;139:18S–24S.CrossRef
4.
go back to reference de Almeida PV, Gregio AM, Machado MA, de Lima AA, Azevedo LR. Saliva composition and functions: a comprehensive review. J Contemp Dent Pract. 2008;9(3):72–80. de Almeida PV, Gregio AM, Machado MA, de Lima AA, Azevedo LR. Saliva composition and functions: a comprehensive review. J Contemp Dent Pract. 2008;9(3):72–80.
5.
go back to reference Pedersen W, Schubert M, Izutsu K, Mersai T, Truelove E. Clinical science age-dependent decreases in human submandibular gland flow rates as measured under resting and post-stimulation conditions. J Dent Res. 1985;64(5):822–5.CrossRef Pedersen W, Schubert M, Izutsu K, Mersai T, Truelove E. Clinical science age-dependent decreases in human submandibular gland flow rates as measured under resting and post-stimulation conditions. J Dent Res. 1985;64(5):822–5.CrossRef
6.
go back to reference Nagler RM. Salivary glands and the aging process: mechanistic aspects, health-status and medicinal-efficacy monitoring. Biogerontology. 2004;5(4):223–33.CrossRef Nagler RM. Salivary glands and the aging process: mechanistic aspects, health-status and medicinal-efficacy monitoring. Biogerontology. 2004;5(4):223–33.CrossRef
7.
go back to reference Vissink A, Spijkervet FK, Van Nieuw Amerongen A. Aging and saliva: a review of the literature. Spec Care Dentist. 1996;16(3):95–103.CrossRef Vissink A, Spijkervet FK, Van Nieuw Amerongen A. Aging and saliva: a review of the literature. Spec Care Dentist. 1996;16(3):95–103.CrossRef
8.
go back to reference Fleissig Y, Reichenberg E, Redlich M, Zaks B, Deutsch O, Aframian DJ, et al. Comparative proteomic analysis of human oral fluids according to gender and age. Oral Dis. 2010;16(8):831–8.CrossRef Fleissig Y, Reichenberg E, Redlich M, Zaks B, Deutsch O, Aframian DJ, et al. Comparative proteomic analysis of human oral fluids according to gender and age. Oral Dis. 2010;16(8):831–8.CrossRef
9.
go back to reference Mandel ID. Oral defenses and diseases: salivary gland function. Gerodontology. 1984;3(1):47–54.CrossRef Mandel ID. Oral defenses and diseases: salivary gland function. Gerodontology. 1984;3(1):47–54.CrossRef
10.
go back to reference Hu S, Loo JA, Wong DT. Human saliva proteome analysis and disease biomarker discovery. Expert Rev Proteomics. 2007;4(4):531–8.CrossRef Hu S, Loo JA, Wong DT. Human saliva proteome analysis and disease biomarker discovery. Expert Rev Proteomics. 2007;4(4):531–8.CrossRef
11.
go back to reference Bardow A, Hofer E, Nyvad B, ten Cate JM, Kirkeby S, Moe D, et al. Effect of saliva composition on experimental root caries. Caries Res. 2005;39(1):71–7.CrossRef Bardow A, Hofer E, Nyvad B, ten Cate JM, Kirkeby S, Moe D, et al. Effect of saliva composition on experimental root caries. Caries Res. 2005;39(1):71–7.CrossRef
12.
go back to reference Si Y, Ao S, Wang W, Chen F, Zheng S. Magnetic bead-based salivary peptidome profiling analysis for severe early childhood caries. Caries Res. 2015;49(1):63–9.CrossRef Si Y, Ao S, Wang W, Chen F, Zheng S. Magnetic bead-based salivary peptidome profiling analysis for severe early childhood caries. Caries Res. 2015;49(1):63–9.CrossRef
13.
go back to reference Vitorino R, Lobo MJ, Duarte JR, Ferrer-Correia AJ, Domingues PM, Amado FM. The role of salivary peptides in dental caries. Biomed Chromatogr. 2005;19(3):214–22.CrossRef Vitorino R, Lobo MJ, Duarte JR, Ferrer-Correia AJ, Domingues PM, Amado FM. The role of salivary peptides in dental caries. Biomed Chromatogr. 2005;19(3):214–22.CrossRef
14.
go back to reference Castro RJ, Herrera R, Giacaman RA. Salivary protein characteristics from saliva of carious lesionfree and high caries adults. Acta Odontol Latinoam. 2016;29(2):178–85.PubMed Castro RJ, Herrera R, Giacaman RA. Salivary protein characteristics from saliva of carious lesionfree and high caries adults. Acta Odontol Latinoam. 2016;29(2):178–85.PubMed
15.
go back to reference Leone CW, Oppenheim FG. Physical and chemical aspects of saliva as indicators of risk for dental caries in humans. J Dent Educ. 2001;65(10):1054–62.PubMed Leone CW, Oppenheim FG. Physical and chemical aspects of saliva as indicators of risk for dental caries in humans. J Dent Educ. 2001;65(10):1054–62.PubMed
16.
go back to reference Mungia R, Cano SM, Johnson DA, Dang H, Brown JP. Interaction of age and specific saliva component output on caries. Aging Clin Exp Res. 2008;20(6):503–8.CrossRef Mungia R, Cano SM, Johnson DA, Dang H, Brown JP. Interaction of age and specific saliva component output on caries. Aging Clin Exp Res. 2008;20(6):503–8.CrossRef
17.
go back to reference Siqueira WL, Salih E, Wan DL, Helmerhorst EJ, Oppenheim FG. Proteome of human minor salivary gland secretion. J Dent Res. 2008;87(5):445–50.CrossRef Siqueira WL, Salih E, Wan DL, Helmerhorst EJ, Oppenheim FG. Proteome of human minor salivary gland secretion. J Dent Res. 2008;87(5):445–50.CrossRef
18.
go back to reference McIntosh M, Fitzgibbon M. Biomarker validation by targeted mass spectrometry. Nat Biotechnol. 2009;27(7):622–3.CrossRef McIntosh M, Fitzgibbon M. Biomarker validation by targeted mass spectrometry. Nat Biotechnol. 2009;27(7):622–3.CrossRef
19.
go back to reference Yin HR, Zhang L, Xie LQ, Huang LY, Xu Y, Cai SJ, et al. Hyperplex-MRM: a hybrid multiple reaction monitoring method using mTRAQ/iTRAQ labeling for multiplex absolute quantification of human colorectal cancer biomarker. J Proteome Res. 2013;12(9):3912–9.CrossRef Yin HR, Zhang L, Xie LQ, Huang LY, Xu Y, Cai SJ, et al. Hyperplex-MRM: a hybrid multiple reaction monitoring method using mTRAQ/iTRAQ labeling for multiplex absolute quantification of human colorectal cancer biomarker. J Proteome Res. 2013;12(9):3912–9.CrossRef
20.
go back to reference Wang K, Wang Y, Wang X, Ren Q, Han S, Ding L, et al. Comparative salivary proteomics analysis of children with and without dental caries using the iTRAQ/MRM approach. J Transl Med. 2018;16(1):11.CrossRef Wang K, Wang Y, Wang X, Ren Q, Han S, Ding L, et al. Comparative salivary proteomics analysis of children with and without dental caries using the iTRAQ/MRM approach. J Transl Med. 2018;16(1):11.CrossRef
21.
go back to reference World Health Organization. Oral health surveys: : basic methods. 4th ed. Geneva: World Health Organization; 1997. World Health Organization. Oral health surveys: : basic methods. 4th ed. Geneva: World Health Organization; 1997.
22.
go back to reference Wang K, Lu W, Tu Q, Ge Y, He J, Zhou Y, et al. Preliminary analysis of salivary microbiome and their potential roles in oral lichen planus. Sci Rep. 2016;6:22943.CrossRef Wang K, Lu W, Tu Q, Ge Y, He J, Zhou Y, et al. Preliminary analysis of salivary microbiome and their potential roles in oral lichen planus. Sci Rep. 2016;6:22943.CrossRef
23.
go back to reference Castagnola M, Congiu D, Denotti G, Di Nunzio A, Fadda MB, Melis S, et al. Determination of the human salivary peptides histatins 1,3,5 and statherin by high-performance liquid chromatography and by diode-array detection. J Chromatogr B Biomed Sci Appl. 2001;751(1):153–60.CrossRef Castagnola M, Congiu D, Denotti G, Di Nunzio A, Fadda MB, Melis S, et al. Determination of the human salivary peptides histatins 1,3,5 and statherin by high-performance liquid chromatography and by diode-array detection. J Chromatogr B Biomed Sci Appl. 2001;751(1):153–60.CrossRef
24.
go back to reference Szklarczyk D, Franceschini A, Wyder S, Forslund K, Heller D, Huerta-Cepas J, et al. STRING v10: protein–protein interaction networks, integrated over the tree of life. Nucleic Acids Res. 2015;43:D447–52.CrossRef Szklarczyk D, Franceschini A, Wyder S, Forslund K, Heller D, Huerta-Cepas J, et al. STRING v10: protein–protein interaction networks, integrated over the tree of life. Nucleic Acids Res. 2015;43:D447–52.CrossRef
25.
go back to reference Gao X, Jiang S, Koh D, Hsu CY. Salivary biomarkers for dental caries. Periodontology 2000. 2016;70(1):128–41.CrossRef Gao X, Jiang S, Koh D, Hsu CY. Salivary biomarkers for dental caries. Periodontology 2000. 2016;70(1):128–41.CrossRef
26.
go back to reference Lip A, Antunes LS, Antunes LA, Pintor AVB, Santos DABD, Bachinski R, et al. Salivary protein polymorphisms and risk of dental caries: a systematic review. Braz Oral Res. 2017;31:e41. Lip A, Antunes LS, Antunes LA, Pintor AVB, Santos DABD, Bachinski R, et al. Salivary protein polymorphisms and risk of dental caries: a systematic review. Braz Oral Res. 2017;31:e41.
27.
go back to reference Yeh CK, Johnson DA, Dodds MW. Impact of aging on human salivary gland function: a community-based study. Aging. 1998;10(5):421–8.PubMed Yeh CK, Johnson DA, Dodds MW. Impact of aging on human salivary gland function: a community-based study. Aging. 1998;10(5):421–8.PubMed
28.
go back to reference Ramachandran P, Boontheung P, Xie Y, Sondej M, Wong DT, Loo JA. Identification of N-linked glycoproteins in human saliva by glycoprotein capture and mass spectrometry. J Proteome Res. 2006;5(6):1493–503.CrossRef Ramachandran P, Boontheung P, Xie Y, Sondej M, Wong DT, Loo JA. Identification of N-linked glycoproteins in human saliva by glycoprotein capture and mass spectrometry. J Proteome Res. 2006;5(6):1493–503.CrossRef
29.
go back to reference Sun S, Zhao F, Wang Q, Zhong Y, Cai T, Wu P, et al. Analysis of age and gender associated N-glycoproteome in human whole saliva. Clin Proteomics. 2014;11(1):25.CrossRef Sun S, Zhao F, Wang Q, Zhong Y, Cai T, Wu P, et al. Analysis of age and gender associated N-glycoproteome in human whole saliva. Clin Proteomics. 2014;11(1):25.CrossRef
30.
go back to reference Dominiczak MH, Caslake MJ. Apolipoproteins: metabolic role and clinical biochemistry applications. Ann Clin Biochem. 2011;48(Pt 6):498–515.CrossRef Dominiczak MH, Caslake MJ. Apolipoproteins: metabolic role and clinical biochemistry applications. Ann Clin Biochem. 2011;48(Pt 6):498–515.CrossRef
31.
go back to reference Frenkel ES, Ribbeck K. Salivary mucins protect surfaces from colonization by cariogenic bacteria. Appl Environ Microbiol. 2015;81(1):332–8.CrossRef Frenkel ES, Ribbeck K. Salivary mucins protect surfaces from colonization by cariogenic bacteria. Appl Environ Microbiol. 2015;81(1):332–8.CrossRef
32.
go back to reference Hong SW, Seo DG, Baik JE, Cho K, Yun CH, Han SH. Differential profiles of salivary proteins with affinity to Streptococcus mutans lipoteichoic acid in caries-free and caries-positive human subjects. Mol Oral Microbiol. 2014;29(5):208–18.CrossRef Hong SW, Seo DG, Baik JE, Cho K, Yun CH, Han SH. Differential profiles of salivary proteins with affinity to Streptococcus mutans lipoteichoic acid in caries-free and caries-positive human subjects. Mol Oral Microbiol. 2014;29(5):208–18.CrossRef
33.
go back to reference Crosara KTB, Moffa EB, Xiao Y, Siqueira WL. Merging in silico and in vitro salivary protein complex partners using the STRING database: a tutorial. J Proteomics. 2018;171:87–94.CrossRef Crosara KTB, Moffa EB, Xiao Y, Siqueira WL. Merging in silico and in vitro salivary protein complex partners using the STRING database: a tutorial. J Proteomics. 2018;171:87–94.CrossRef
34.
go back to reference Duverger O, Carlson JC, Karacz CM, Schwartz ME, Cross MA, Marazita ML, et al. Genetic variants in pachyonychia congenita-associated keratins increase susceptibility to tooth decay. PLoS Genet. 2018;14(1):e1007168.CrossRef Duverger O, Carlson JC, Karacz CM, Schwartz ME, Cross MA, Marazita ML, et al. Genetic variants in pachyonychia congenita-associated keratins increase susceptibility to tooth decay. PLoS Genet. 2018;14(1):e1007168.CrossRef
35.
go back to reference Duverger O, Beniash E, Morasso MI. Keratins as components of the enamel organic matrix. Matrix Biol. 2016;52–54:260–5.CrossRef Duverger O, Beniash E, Morasso MI. Keratins as components of the enamel organic matrix. Matrix Biol. 2016;52–54:260–5.CrossRef
36.
go back to reference Sun X, Huang X, Tan X, Si Y, Wang X, Chen F, et al. Salivary peptidome profiling for diagnosis of severe early childhood caries. J Transl Med. 2016;14(1):240.CrossRef Sun X, Huang X, Tan X, Si Y, Wang X, Chen F, et al. Salivary peptidome profiling for diagnosis of severe early childhood caries. J Transl Med. 2016;14(1):240.CrossRef
37.
go back to reference Shimotoyodome A, Kobayashi H, Tokimitsu I, Matsukubo T, Takaesu Y. Statherin and histatin 1 reduce parotid saliva-promoted Streptococcus mutans strain MT8148 adhesion to hydroxyapatite surfaces. Caries Res. 2006;40(5):403–11.CrossRef Shimotoyodome A, Kobayashi H, Tokimitsu I, Matsukubo T, Takaesu Y. Statherin and histatin 1 reduce parotid saliva-promoted Streptococcus mutans strain MT8148 adhesion to hydroxyapatite surfaces. Caries Res. 2006;40(5):403–11.CrossRef
Metadata
Title
iTRAQ-based quantitative analysis of age-specific variations in salivary proteome of caries-susceptible individuals
Authors
Kun Wang
Xiuqing Wang
Sainan Zheng
Yumei Niu
Wenyue Zheng
Xi Qin
Zhongcheng Li
Junyuan Luo
Wentao Jiang
Xuedong Zhou
Wei Li
Linglin Zhang
Publication date
01-12-2018
Publisher
BioMed Central
Published in
Journal of Translational Medicine / Issue 1/2018
Electronic ISSN: 1479-5876
DOI
https://doi.org/10.1186/s12967-018-1669-2

Other articles of this Issue 1/2018

Journal of Translational Medicine 1/2018 Go to the issue
Live Webinar | 27-06-2024 | 18:00 (CEST)

Keynote webinar | Spotlight on medication adherence

Live: Thursday 27th June 2024, 18:00-19:30 (CEST)

WHO estimates that half of all patients worldwide are non-adherent to their prescribed medication. The consequences of poor adherence can be catastrophic, on both the individual and population level.

Join our expert panel to discover why you need to understand the drivers of non-adherence in your patients, and how you can optimize medication adherence in your clinics to drastically improve patient outcomes.

Prof. Kevin Dolgin
Prof. Florian Limbourg
Prof. Anoop Chauhan
Developed by: Springer Medicine
Obesity Clinical Trial Summary

At a glance: The STEP trials

A round-up of the STEP phase 3 clinical trials evaluating semaglutide for weight loss in people with overweight or obesity.

Developed by: Springer Medicine

Highlights from the ACC 2024 Congress

Year in Review: Pediatric cardiology

Watch Dr. Anne Marie Valente present the last year's highlights in pediatric and congenital heart disease in the official ACC.24 Year in Review session.

Year in Review: Pulmonary vascular disease

The last year's highlights in pulmonary vascular disease are presented by Dr. Jane Leopold in this official video from ACC.24.

Year in Review: Valvular heart disease

Watch Prof. William Zoghbi present the last year's highlights in valvular heart disease from the official ACC.24 Year in Review session.

Year in Review: Heart failure and cardiomyopathies

Watch this official video from ACC.24. Dr. Biykem Bozkurt discusses last year's major advances in heart failure and cardiomyopathies.