Skip to main content
Top
Published in: BMC Oral Health 1/2017

Open Access 01-12-2017 | Technical advance

Clinical validation and assessment of a modular fluorescent imaging system and algorithm for rapid detection and quantification of dental plaque

Authors: Keith Angelino, Pratik Shah, David A. Edlund, Mrinal Mohit, Gregory Yauney

Published in: BMC Oral Health | Issue 1/2017

Login to get access

Abstract

Background

Significant numbers of adults and children have untreated plaque due to poor oral hygiene and consequently suffer from associate dental and systemic diseases.

Methods

A handheld device equipped with 405 nm light-emitting diodes was constructed to examine the prevalence of red fluorescence signatures associated with dental plaque. This device was used for in vivo imaging of all four incisors and all four canines of twenty-eight consenting human subjects. The same areas were further imaged under white light illumination with a commercial image-processing based plaque-imaging device, and evaluated by a hygienist and dentist. A custom computer vision algorithm using pixel information was developed to calculate plaque coverage ratios ranging from 0 (no plaque) to 1 (complete plaque coverage) for images captured by both devices.

Results

The algorithm calculated red fluorescence-based plaque coverage ratios ranging from 0.011 to 0.211 for the subjects imaged. Clinical assessment and statistical analyses of associated plaque ratios of the 405 nm device images indicated high sensitivity and specificity in detecting dental plaque by the experimental device compared to the commercial reference device.

Conclusions

The low-cost and open source 405 nm device and the associated computer vision algorithm successfully captured red fluorescence signatures associated with dental plaque and demonstrated comparable performance to a commercially available device. Therefore, a proof of concept validation was provided for the construction and application of a sensitive cost-effective plaque-detecting device. A miniaturized mobile adaptable version of the device was also provided, together with and a step-by-step guide for device assembly and webhost the associated software, to facilitate open-source access to a cost-effective at-home, in-clinic oral care technology.

Trial registration

ClinicalTrials.​gov NCT03379337, December 19 2017. Retrospectively registered.
Appendix
Available only for authorised users
Literature
2.
go back to reference Sands KM, Twigg JA, Lewis MAO, Wise MP, Marchesi JR, Smith A, et al. Microbial profiling of dental plaque from mechanically ventilated patients. J Med Microbiol. 2016;65:147–59.CrossRefPubMedPubMedCentral Sands KM, Twigg JA, Lewis MAO, Wise MP, Marchesi JR, Smith A, et al. Microbial profiling of dental plaque from mechanically ventilated patients. J Med Microbiol. 2016;65:147–59.CrossRefPubMedPubMedCentral
3.
go back to reference Liu B, Faller LL, Klitgord N, Mazumdar V, Ghodsi M, Sommer DD, et al. Deep sequencing of the oral microbiome reveals signatures of periodontal disease. In: Highlander SK, editor. PLoS One, vol. 7. San Francisco: Public Library of Science; 2012. p. e37919. Liu B, Faller LL, Klitgord N, Mazumdar V, Ghodsi M, Sommer DD, et al. Deep sequencing of the oral microbiome reveals signatures of periodontal disease. In: Highlander SK, editor. PLoS One, vol. 7. San Francisco: Public Library of Science; 2012. p. e37919.
4.
go back to reference Kianoush N, Adler CJ, Nguyen K-AT, Browne GV, Simonian M, Hunter N. Bacterial profile of dentine caries and the impact of pH on bacterial population diversity. PLoS One. 2014;9:e92940.CrossRefPubMedPubMedCentral Kianoush N, Adler CJ, Nguyen K-AT, Browne GV, Simonian M, Hunter N. Bacterial profile of dentine caries and the impact of pH on bacterial population diversity. PLoS One. 2014;9:e92940.CrossRefPubMedPubMedCentral
5.
go back to reference Loesche WJ. Microbiology of dental decay and periodontal disease. In: Baron S, editor. Med. Microbiol. 4th ed. Galveston: University of Texas Medical Branch at Galveston; 1996. Loesche WJ. Microbiology of dental decay and periodontal disease. In: Baron S, editor. Med. Microbiol. 4th ed. Galveston: University of Texas Medical Branch at Galveston; 1996.
6.
go back to reference White DJ. Dental calculus: recent insights into occurrence, formation, prevention, removal and oral health effects of supragingival and subgingival deposits. Eur J Oral Sci Wiley Online Library. 1997;105:508–22.CrossRef White DJ. Dental calculus: recent insights into occurrence, formation, prevention, removal and oral health effects of supragingival and subgingival deposits. Eur J Oral Sci Wiley Online Library. 1997;105:508–22.CrossRef
7.
go back to reference Jin Y, Yip H-K. Supragingival calculus: formation and control. Crit Rev Oral Biol Med. 2002;13:426–41.CrossRefPubMed Jin Y, Yip H-K. Supragingival calculus: formation and control. Crit Rev Oral Biol Med. 2002;13:426–41.CrossRefPubMed
8.
go back to reference Archana V. Calculus detection technologies: where do we stand now? J Med Life Romania. 2014;7:18–23. Carol Davila University Press Archana V. Calculus detection technologies: where do we stand now? J Med Life Romania. 2014;7:18–23. Carol Davila University Press
10.
go back to reference Lockhart PB, Brennan MT, Thornhill M, Michalowicz BS, Noll J, Bahrani-Mougeot FK, et al. Poor oral hygiene as a risk factor for infective endocarditis–related bacteremia. J Am Dent Assoc. 2009;140:1238–44.CrossRefPubMedPubMedCentral Lockhart PB, Brennan MT, Thornhill M, Michalowicz BS, Noll J, Bahrani-Mougeot FK, et al. Poor oral hygiene as a risk factor for infective endocarditis–related bacteremia. J Am Dent Assoc. 2009;140:1238–44.CrossRefPubMedPubMedCentral
11.
go back to reference Li X, Kolltveit KM, Tronstad L, Olsen I. Systemic diseases caused by oral infection. Clin Microbiol Rev. 2000;13:547–58. American Society for MicrobiologyCrossRefPubMedPubMedCentral Li X, Kolltveit KM, Tronstad L, Olsen I. Systemic diseases caused by oral infection. Clin Microbiol Rev. 2000;13:547–58. American Society for MicrobiologyCrossRefPubMedPubMedCentral
12.
go back to reference Karnoutsos K, Papastergiou P, Stefanidis S, Vakaloudi A. Periodontitis as a risk factor for cardiovascular disease: the role of anti-phosphorylcholine and anti-cardiolipin antibodies. Hippokratia LITHOGRAPHIA Antoniadis I-Psarras Th GP. 2008;12:144–9. Karnoutsos K, Papastergiou P, Stefanidis S, Vakaloudi A. Periodontitis as a risk factor for cardiovascular disease: the role of anti-phosphorylcholine and anti-cardiolipin antibodies. Hippokratia LITHOGRAPHIA Antoniadis I-Psarras Th GP. 2008;12:144–9.
13.
go back to reference Mathu-Muju KR, Li H-F, Hicks J, Nash DA, Kaplan A, Bush HM. Identifying demographic variables related to failed dental appointments in a university hospital-based residency program. Pediatr Dent. 2014;36:296–301.PubMed Mathu-Muju KR, Li H-F, Hicks J, Nash DA, Kaplan A, Bush HM. Identifying demographic variables related to failed dental appointments in a university hospital-based residency program. Pediatr Dent. 2014;36:296–301.PubMed
14.
go back to reference Holtzman JS, Atchison KA, Gironda MW, Radbod R, Gornbein J. The association between oral health literacy and failed appointments in adults attending a university based general dental clinic. Community Dent Oral Epidemiol. 2014;42:263–70.CrossRefPubMed Holtzman JS, Atchison KA, Gironda MW, Radbod R, Gornbein J. The association between oral health literacy and failed appointments in adults attending a university based general dental clinic. Community Dent Oral Epidemiol. 2014;42:263–70.CrossRefPubMed
16.
go back to reference de Josselin de Jong E, Higham SM, Smith PW, van Daelen CJ, van der Veen MH. Quantified light-induced fluorescence, review of a diagnostic tool in prevention of oral disease. J Appl Phys. 2009;105:102031.CrossRef de Josselin de Jong E, Higham SM, Smith PW, van Daelen CJ, van der Veen MH. Quantified light-induced fluorescence, review of a diagnostic tool in prevention of oral disease. J Appl Phys. 2009;105:102031.CrossRef
17.
go back to reference Konig K, Schneckenburger H, Hemmer J, Tromberg B, Steiner R. In-vivo fluorescence detection and imaging of porphyrin-producing bacteria in the human skin and in the oral cavity for diagnosis of acne vulgaris, caries, and squamous cell carcinoma. Proc SPIE. 1994;2135:129–38.CrossRef Konig K, Schneckenburger H, Hemmer J, Tromberg B, Steiner R. In-vivo fluorescence detection and imaging of porphyrin-producing bacteria in the human skin and in the oral cavity for diagnosis of acne vulgaris, caries, and squamous cell carcinoma. Proc SPIE. 1994;2135:129–38.CrossRef
19.
go back to reference Evstigneeva RP. Advances and perspectives of porphyrin synthesis. Pure Appl Chem. 1981;53:1129–40.CrossRef Evstigneeva RP. Advances and perspectives of porphyrin synthesis. Pure Appl Chem. 1981;53:1129–40.CrossRef
20.
go back to reference Heftmann E, editor. Chromatography: fundamentals and applications of chromatography and related differential migration methods; part B: applications. 5th ed. Amsterdam: Elsevier Science; 1991. Heftmann E, editor. Chromatography: fundamentals and applications of chromatography and related differential migration methods; part B: applications. 5th ed. Amsterdam: Elsevier Science; 1991.
21.
go back to reference Goldoni A. Porphyrins: fascinating molecules with biological significance. Elettra Highlights. 2001–2002;2002:64–5. Goldoni A. Porphyrins: fascinating molecules with biological significance. Elettra Highlights. 2001–2002;2002:64–5.
22.
go back to reference Goldberg A, KEL MC, Moore MR, Rimington C. Disorders of porphyrin metabolism. New York: Springer Science; 2013. Goldberg A, KEL MC, Moore MR, Rimington C. Disorders of porphyrin metabolism. New York: Springer Science; 2013.
23.
go back to reference Polo CF, Frisardi AL, Resnik ER, Schoua AEM, Del Batlle CAM. Factors influencing fluorescence spectra of free porphyrins. Clin Chem. 1988;34:757–60.PubMed Polo CF, Frisardi AL, Resnik ER, Schoua AEM, Del Batlle CAM. Factors influencing fluorescence spectra of free porphyrins. Clin Chem. 1988;34:757–60.PubMed
24.
go back to reference van der Veen MH, Thomas RZ, Huysmans MCDNJM, de Soet JJ. Red autofluorescence of dental plaque bacteria. Caries Res. 2006;40:542–5.CrossRefPubMed van der Veen MH, Thomas RZ, Huysmans MCDNJM, de Soet JJ. Red autofluorescence of dental plaque bacteria. Caries Res. 2006;40:542–5.CrossRefPubMed
25.
go back to reference Bjurshammar N, Johannsen A, Buhlin K, Tranæus S, Östman C. On the red fluorescence emission of Aggregatibacter actinomycetemcomitans. 2012;2:299–306. Bjurshammar N, Johannsen A, Buhlin K, Tranæus S, Östman C. On the red fluorescence emission of Aggregatibacter actinomycetemcomitans. 2012;2:299–306.
26.
go back to reference Fujinaka H, Takeshita T, Sato H, Yamamoto T, Nakamura J, Hase T, et al. Relationship of periodontal clinical parameters with bacterial composition in human dental plaque. Arch Microbiol. 2013;195:371–83.CrossRefPubMed Fujinaka H, Takeshita T, Sato H, Yamamoto T, Nakamura J, Hase T, et al. Relationship of periodontal clinical parameters with bacterial composition in human dental plaque. Arch Microbiol. 2013;195:371–83.CrossRefPubMed
27.
go back to reference Morou-Bermudez E, Rodriguez S, Bello AS, Dominguez-Bello MG. Urease and dental plaque microbial profiles in children. In: Lemos JA, editor. PLoS one, vol. 10. San Francisco: Public Library of Science; 2015. p. e0139315. Morou-Bermudez E, Rodriguez S, Bello AS, Dominguez-Bello MG. Urease and dental plaque microbial profiles in children. In: Lemos JA, editor. PLoS one, vol. 10. San Francisco: Public Library of Science; 2015. p. e0139315.
28.
go back to reference Roy K, Bottrill I, Ingrams DR, Pankratov MM, Rebeiz EE, Woo P, et al. Diagnostic fluorescence spectroscopy of oral mucosa. Bellingham: Proc. SPIE Lasers in Surgery: Advanced Characterization, Therapeutics, and Systems V; 1995. p. 135–42. Roy K, Bottrill I, Ingrams DR, Pankratov MM, Rebeiz EE, Woo P, et al. Diagnostic fluorescence spectroscopy of oral mucosa. Bellingham: Proc. SPIE Lasers in Surgery: Advanced Characterization, Therapeutics, and Systems V; 1995. p. 135–42.
29.
go back to reference Heintzelman DL, Utzinger U, Fuchs H, Zuluaga A, Gossage K, Gillenwater AM, et al. Optimal excitation wavelengths for in vivo detection of oral neoplasia using fluorescence spectroscopy. Photochem Photobiol. 2007;72:103–13.CrossRef Heintzelman DL, Utzinger U, Fuchs H, Zuluaga A, Gossage K, Gillenwater AM, et al. Optimal excitation wavelengths for in vivo detection of oral neoplasia using fluorescence spectroscopy. Photochem Photobiol. 2007;72:103–13.CrossRef
30.
go back to reference Roblyer D, Richards-Kortum R, Sokolov K, El-Naggar AK, Williams MD, Kurachi C, et al. Multispectral optical imaging device for in vivo detection of oral neoplasia. J Biomed Opt. 2008;13:24019.CrossRef Roblyer D, Richards-Kortum R, Sokolov K, El-Naggar AK, Williams MD, Kurachi C, et al. Multispectral optical imaging device for in vivo detection of oral neoplasia. J Biomed Opt. 2008;13:24019.CrossRef
31.
go back to reference Volgenant CMC, Hoogenkamp MA, Buijs MJ, Zaura E, (Bob) ten Cate JM, van der Veen MH. Red fluorescent biofilm: the thick, the old, and the cariogenic. J Oral Microbiol. 2016;8:8.CrossRef Volgenant CMC, Hoogenkamp MA, Buijs MJ, Zaura E, (Bob) ten Cate JM, van der Veen MH. Red fluorescent biofilm: the thick, the old, and the cariogenic. J Oral Microbiol. 2016;8:8.CrossRef
32.
go back to reference van der Veen MH, Volgenant CMC, Keijser B, (Bob) ten Cate JM, Crielaard W. Dynamics of red fluorescent dental plaque during experimental gingivitis—a cohort study. J Dent. 2016;48:71–6.CrossRefPubMed van der Veen MH, Volgenant CMC, Keijser B, (Bob) ten Cate JM, Crielaard W. Dynamics of red fluorescent dental plaque during experimental gingivitis—a cohort study. J Dent. 2016;48:71–6.CrossRefPubMed
33.
go back to reference Konig K, Flemming G, Hibst R. Laser-induced autofluorescence spectroscopy of dental caries. Cell Mol Biol France. 1998;44:1293–300. Konig K, Flemming G, Hibst R. Laser-induced autofluorescence spectroscopy of dental caries. Cell Mol Biol France. 1998;44:1293–300.
34.
go back to reference Hope CK, de Josselin de Jong E, Field MRT, Valappil SP, Higham SM. Photobleaching of red fluorescence in oral biofilms. J Periodontal Res. 2011;46:228–34. Blackwell Publishing LtdCrossRefPubMed Hope CK, de Josselin de Jong E, Field MRT, Valappil SP, Higham SM. Photobleaching of red fluorescence in oral biofilms. J Periodontal Res. 2011;46:228–34. Blackwell Publishing LtdCrossRefPubMed
35.
go back to reference Thoms M. Detection of intaoral lesions using a fluorescence camera. Bellingham: Proc SPIE Lasers in Dentistry XII; 2006. p. 613705. Thoms M. Detection of intaoral lesions using a fluorescence camera. Bellingham: Proc SPIE Lasers in Dentistry XII; 2006. p. 613705.
36.
go back to reference Timoshchuk M-AI, Ridge JS, Rugg AL, Nelson LY, Kim AS, Seibel EJ. Real-time porphyrin detection in plaque and caries: a case study. 2015;9306:93060C. Timoshchuk M-AI, Ridge JS, Rugg AL, Nelson LY, Kim AS, Seibel EJ. Real-time porphyrin detection in plaque and caries: a case study. 2015;9306:93060C.
37.
go back to reference Joseph B, Prasanth CS, Jayanthi JL, Presanthila J, Subhash N. Detection and quantification of dental plaque based on laser-induced autofluorescence intensity ratio values. J Biomed Opt. 2015;20:48001.CrossRef Joseph B, Prasanth CS, Jayanthi JL, Presanthila J, Subhash N. Detection and quantification of dental plaque based on laser-induced autofluorescence intensity ratio values. J Biomed Opt. 2015;20:48001.CrossRef
38.
go back to reference Borisova E, Uzunov T, Avramov L. Laser-induced autofluorescence study of caries model in vitro. Lasers Med Sci. 2006;21:34–41.CrossRefPubMed Borisova E, Uzunov T, Avramov L. Laser-induced autofluorescence study of caries model in vitro. Lasers Med Sci. 2006;21:34–41.CrossRefPubMed
39.
go back to reference Pretty IA, Edgar WM, Smith PW, Higham SM. Quantification of dental plaque in the research environment. J Dent. 2005;33:193–207.CrossRefPubMed Pretty IA, Edgar WM, Smith PW, Higham SM. Quantification of dental plaque in the research environment. J Dent. 2005;33:193–207.CrossRefPubMed
40.
go back to reference Kang J, Ji Z. Dental plaque quantification using mean-shift-based image segmentation 2010. Int Symp Comput Commun Control Autom. 2010;2:470–3. Kang J, Ji Z. Dental plaque quantification using mean-shift-based image segmentation 2010. Int Symp Comput Commun Control Autom. 2010;2:470–3.
41.
go back to reference Sharmila M. Detection of dental plaque using image processing, vol. 18. India: International Journal of Advanced Information Science and Technology, Vol. 2; 2013. p. 61–5. Sharmila M. Detection of dental plaque using image processing, vol. 18. India: International Journal of Advanced Information Science and Technology, Vol. 2; 2013. p. 61–5.
42.
go back to reference Kang J, Min L, Luan Q, Li X, Liu J. Novel modified fuzzy C-means algorithm with applications. Digit Signal Process. 2009;19:309–19. Orlando: Academic Press, Inc Kang J, Min L, Luan Q, Li X, Liu J. Novel modified fuzzy C-means algorithm with applications. Digit Signal Process. 2009;19:309–19. Orlando: Academic Press, Inc
43.
go back to reference Rechmann P, Liou SW, Rechmann BMT, Featherstone JDB. Performance of a light fluorescence device for the detection of microbial plaque and gingival inflammation. Clin Oral Investig. 2016;20:151–9.CrossRefPubMed Rechmann P, Liou SW, Rechmann BMT, Featherstone JDB. Performance of a light fluorescence device for the detection of microbial plaque and gingival inflammation. Clin Oral Investig. 2016;20:151–9.CrossRefPubMed
44.
go back to reference Rechmann P, Liou SW, Rechmann BM, Featherstone JD. SOPROCARE - 450 nm wavelength detection tool for microbial plaque and gingival inflammation: a clinical study. Lasers Dent. 2014;8929:892906.CrossRef Rechmann P, Liou SW, Rechmann BM, Featherstone JD. SOPROCARE - 450 nm wavelength detection tool for microbial plaque and gingival inflammation: a clinical study. Lasers Dent. 2014;8929:892906.CrossRef
45.
go back to reference Gambetta-Tessini K, Mariño R, Ghanim A, Adams GG, Manton DJ. Validation of quantitative light-induced fluorescence-digital in the quantification of demarcated hypomineralized lesions of enamel. J Investig Clin Dent. 2017;8:e12259.CrossRef Gambetta-Tessini K, Mariño R, Ghanim A, Adams GG, Manton DJ. Validation of quantitative light-induced fluorescence-digital in the quantification of demarcated hypomineralized lesions of enamel. J Investig Clin Dent. 2017;8:e12259.CrossRef
46.
go back to reference Volgenant CMC, Fernandez y Mostajo M, NAM R, van der Weijden FA, ten Cate JM, van der Veen MH. Comparison of red autofluorescing plaque and disclosed plaque—a cross-sectional study. Clin. Oral Investig. Clin Oral Investig. 2016;20:2551–8.CrossRefPubMedPubMedCentral Volgenant CMC, Fernandez y Mostajo M, NAM R, van der Weijden FA, ten Cate JM, van der Veen MH. Comparison of red autofluorescing plaque and disclosed plaque—a cross-sectional study. Clin. Oral Investig. Clin Oral Investig. 2016;20:2551–8.CrossRefPubMedPubMedCentral
47.
go back to reference Miller CC, Burnside G, Higham SM, Flannigan NL. Quantitative light-induced fluorescence-digital as an oral hygiene evaluation tool to assess plaque accumulation and enamel demineralization in orthodontics. Angle Orthod. 2016;86:991–7.CrossRefPubMed Miller CC, Burnside G, Higham SM, Flannigan NL. Quantitative light-induced fluorescence-digital as an oral hygiene evaluation tool to assess plaque accumulation and enamel demineralization in orthodontics. Angle Orthod. 2016;86:991–7.CrossRefPubMed
48.
go back to reference Park T-Y, Choi H-S, Ku H-W, Kim H-S, Lee Y-J, Min J-B. Application of quantitative light-induced fluorescence to determine the depth of demineralization of dental fluorosis in enamel microabrasion: a case report. Restor Dent Endod. 2016;41:225–30.CrossRefPubMedPubMedCentral Park T-Y, Choi H-S, Ku H-W, Kim H-S, Lee Y-J, Min J-B. Application of quantitative light-induced fluorescence to determine the depth of demineralization of dental fluorosis in enamel microabrasion: a case report. Restor Dent Endod. 2016;41:225–30.CrossRefPubMedPubMedCentral
49.
go back to reference Jun M-K, Ku H-M, Kim E, Kim H-E, Kwon H-K, Kim B-I. Detection and analysis of enamel cracks by quantitative light-induced fluorescence technology. J Endod. 2016;42:500–4.CrossRefPubMed Jun M-K, Ku H-M, Kim E, Kim H-E, Kwon H-K, Kim B-I. Detection and analysis of enamel cracks by quantitative light-induced fluorescence technology. J Endod. 2016;42:500–4.CrossRefPubMed
50.
go back to reference Cheng HD, Jiang XH, Sun Y, Wang JL. Color image segmentation : advances & prospects. Book. 2000;34 Cheng HD, Jiang XH, Sun Y, Wang JL. Color image segmentation : advances & prospects. Book. 2000;34
51.
go back to reference Sezgin M, Sankur B. Survey over image thresholding techniques and quantitative performance evaluation. J Electron Imaging. 2004;13:146–68.CrossRef Sezgin M, Sankur B. Survey over image thresholding techniques and quantitative performance evaluation. J Electron Imaging. 2004;13:146–68.CrossRef
52.
go back to reference de Paz LEC. Image analysis software based on color segmentation for characterization of viability and physiological activity of biofilms. Appl Environ Microbiol Am Soc Microbiol. 2009;75:1734–9.CrossRef de Paz LEC. Image analysis software based on color segmentation for characterization of viability and physiological activity of biofilms. Appl Environ Microbiol Am Soc Microbiol. 2009;75:1734–9.CrossRef
53.
go back to reference Pham DL, Xu C, Prince JL. Current methods in medical image segmentation. Annu Rev Biomed Eng. 2000;2:315–37. Annual Reviews 4139 El Camino Way, PO Box 10139, Palo Alto, CA 94303-0139, USACrossRefPubMed Pham DL, Xu C, Prince JL. Current methods in medical image segmentation. Annu Rev Biomed Eng. 2000;2:315–37. Annual Reviews 4139 El Camino Way, PO Box 10139, Palo Alto, CA 94303-0139, USACrossRefPubMed
54.
go back to reference Vaidya S, Ahuja N, Bajaj P, Kapoor C, Sabarwal R, Rajpal K. Objective measurement of shade color in age estimation. J Forensic Dent Sci India. 2015;7:171–4. Medknow Publications & Media Pvt LtdCrossRef Vaidya S, Ahuja N, Bajaj P, Kapoor C, Sabarwal R, Rajpal K. Objective measurement of shade color in age estimation. J Forensic Dent Sci India. 2015;7:171–4. Medknow Publications & Media Pvt LtdCrossRef
55.
go back to reference Lamster IB, Asadourian L, Del Carmen T, Friedman PK. The aging mouth: differentiating normal aging from disease. Periodontol. 2016;72:96–107.CrossRef Lamster IB, Asadourian L, Del Carmen T, Friedman PK. The aging mouth: differentiating normal aging from disease. Periodontol. 2016;72:96–107.CrossRef
56.
go back to reference Kidd EA. Diagnosis of secondary caries. J Dent Educ. 2001;65:997–1000.PubMed Kidd EA. Diagnosis of secondary caries. J Dent Educ. 2001;65:997–1000.PubMed
57.
go back to reference Demirci M, Tuncer S, Yuceokur AA. Prevalence of caries on individual tooth surfaces and its distribution by age and gender in university clinic patients. Eur J Dent. 2010;4:270–9. Dental Investigations SocietyPubMedPubMedCentral Demirci M, Tuncer S, Yuceokur AA. Prevalence of caries on individual tooth surfaces and its distribution by age and gender in university clinic patients. Eur J Dent. 2010;4:270–9. Dental Investigations SocietyPubMedPubMedCentral
58.
go back to reference Price W. Nutrition and physical degeneration: a comparision of primitive and modern diets and their effects. United Kingdom: Benediction Classics. Oxford City Press; 2010. Price W. Nutrition and physical degeneration: a comparision of primitive and modern diets and their effects. United Kingdom: Benediction Classics. Oxford City Press; 2010.
Metadata
Title
Clinical validation and assessment of a modular fluorescent imaging system and algorithm for rapid detection and quantification of dental plaque
Authors
Keith Angelino
Pratik Shah
David A. Edlund
Mrinal Mohit
Gregory Yauney
Publication date
01-12-2017
Publisher
BioMed Central
Published in
BMC Oral Health / Issue 1/2017
Electronic ISSN: 1472-6831
DOI
https://doi.org/10.1186/s12903-017-0472-4

Other articles of this Issue 1/2017

BMC Oral Health 1/2017 Go to the issue