Skip to main content
Erschienen in: Lasers in Medical Science 6/2019

19.01.2019 | Original Article

In vivo detection of oral precancer using a fluorescence-based, in-house-fabricated device: a Mahalanobis distance-based classification

verfasst von: Pavan Kumar, Surendra Kumar Kanaujia, Ashutosh Singh, Asima Pradhan

Erschienen in: Lasers in Medical Science | Ausgabe 6/2019

Einloggen, um Zugang zu erhalten

Abstract

In vivo detection of oral precancer has been carried out by a fluorescence-based, in-house-developed handheld probe on three groups: oral squamous cell carcinoma (OSCC), dysplastic (precancer), and control (normal). Measurements have been performed on a total of 141 patients and volunteers of different age groups. Excitation wavelength of 405 nm was used and fluorescence emission spectra were recorded in the scan range of 450.14 to 763.41 nm at very low incident power (122 μW) from different oral sites buccal mucosa (BM), lateral boarder of tongue (LBT), and dorsal surface of tongue (DST). Spectral profiles are found to vary among the three groups as well as among the different oral sites. Major and minor bands of flavin adenine dinucleotide (FAD) and porphyrins near 500, 634, 676, 689, and 703 nm have been obtained. Porphyrin contribution is found to be more dominant than the FAD in OSCC and dysplastic groups as compared to the control group. A better classification has been observed using the entire spectral range rather than restricting to individual bands, by application of principal component analysis (PCA), Mahalanobis distance model, and receiver operating characteristic analysis (ROC). ROC on Mahalanobis distance differentiates OSCC to normal, dysplastic to normal, and OSCC to dysplastic with sensitivities from 71% to 98%, 92% to 94% and 81% to 93% and specificities 91% to 100%, 86% to 100% and 79% to 97% for oral sites BM, LBT and DST. LBT and DST appear to be more sensitive to dysplasia detection as compared to BM.
Literatur
1.
Zurück zum Zitat Omar E (2015) Current concepts and future of noninvasive procedures for diagnosing oral squamous cell carcinoma--a systematic review. Head Face Med 11: 6 Omar E (2015) Current concepts and future of noninvasive procedures for diagnosing oral squamous cell carcinoma--a systematic review. Head Face Med 11: 6
2.
Zurück zum Zitat Varshitha A (2015) Prevalence of oral cancer in India. J Pharm Sci Res 7:845–848 Varshitha A (2015) Prevalence of oral cancer in India. J Pharm Sci Res 7:845–848
3.
Zurück zum Zitat Thomas J, Vineet DA, Rasheena PM, Krishnan JK (2013) Early detection of precancerous and cancerous lesions: an overview. JIAOMR 25:35–39CrossRef Thomas J, Vineet DA, Rasheena PM, Krishnan JK (2013) Early detection of precancerous and cancerous lesions: an overview. JIAOMR 25:35–39CrossRef
5.
Zurück zum Zitat Dikshit R, Gupta PC, Ramasundarahettige C, Gajalakshmi V, Aleksandrowicz L, Badwe R, Kumar R, Roy S, Suraweera W, Bray F, Mallath M, Singh PK, Sinha DN, Shet AS, Gelband H, Jha P, Million Death Study Collaborators (2012) Cancer mortality in India: a nationally representative survey. Lancet 379:1807–1816CrossRefPubMed Dikshit R, Gupta PC, Ramasundarahettige C, Gajalakshmi V, Aleksandrowicz L, Badwe R, Kumar R, Roy S, Suraweera W, Bray F, Mallath M, Singh PK, Sinha DN, Shet AS, Gelband H, Jha P, Million Death Study Collaborators (2012) Cancer mortality in India: a nationally representative survey. Lancet 379:1807–1816CrossRefPubMed
6.
Zurück zum Zitat Scully C, Bagan JV, Hopper C, Epstein JB (2008) Oral cancer: current and future diagnostic techniques. Am J Dent 21:199–209PubMed Scully C, Bagan JV, Hopper C, Epstein JB (2008) Oral cancer: current and future diagnostic techniques. Am J Dent 21:199–209PubMed
7.
Zurück zum Zitat Koenig K, Schneckenburger H (1994) Laser-induced autofluorescence for medical diagnosis. J Fluoresc 4:17–40CrossRefPubMed Koenig K, Schneckenburger H (1994) Laser-induced autofluorescence for medical diagnosis. J Fluoresc 4:17–40CrossRefPubMed
8.
Zurück zum Zitat de Oliveira Silva FR, Bellini MH, Tristão VR, Schor N, Vieira ND Jr, Courrol LC (2010) Intrinsic fluorescence of protoporphyrin IX from blood samples can yield information on the growth of prostate tumours. J Fluoresc 20:1159–1165CrossRefPubMed de Oliveira Silva FR, Bellini MH, Tristão VR, Schor N, Vieira ND Jr, Courrol LC (2010) Intrinsic fluorescence of protoporphyrin IX from blood samples can yield information on the growth of prostate tumours. J Fluoresc 20:1159–1165CrossRefPubMed
9.
Zurück zum Zitat Inaguma M, Hashimoto K (1999) Porphyrin-like fluorescence in oral cancer: in vivo fluorescence spectral characterization of lesions by use of a near-ultraviolet excited autofluorescence diagnosis system and separation of fluorescent extracts by capillary electrophoresis. Cancer 86:2201–2211CrossRefPubMed Inaguma M, Hashimoto K (1999) Porphyrin-like fluorescence in oral cancer: in vivo fluorescence spectral characterization of lesions by use of a near-ultraviolet excited autofluorescence diagnosis system and separation of fluorescent extracts by capillary electrophoresis. Cancer 86:2201–2211CrossRefPubMed
10.
Zurück zum Zitat Alfano R, Tang G, Pradhan A, Lam W, Choy D, Opher E (1987) Fluorescence spectra from cancerous and normal human breast and lung tissues. IEEE J Quantum Electron 23:1806–1811CrossRef Alfano R, Tang G, Pradhan A, Lam W, Choy D, Opher E (1987) Fluorescence spectra from cancerous and normal human breast and lung tissues. IEEE J Quantum Electron 23:1806–1811CrossRef
11.
Zurück zum Zitat Alfano R, Yang Y (2003) Stokes shift emission spectroscopy of human tissue and key biomolecules. IEEE J Sel Top Quantum Electron 9:148–153CrossRef Alfano R, Yang Y (2003) Stokes shift emission spectroscopy of human tissue and key biomolecules. IEEE J Sel Top Quantum Electron 9:148–153CrossRef
12.
Zurück zum Zitat Ramanujam N, Mitchell MF, Mahadevan-Jansen A, Thomson SL, Staerkel G, Malpica A, Wright T, Atkinson N, Richardas-Kortum R (1996) Cervical precancer detection using a multivariate statistical algorithm based on laser-induced fluorescence spectra at multiple excitation wavelengths. Photochem Photobiol 64:720–735CrossRefPubMed Ramanujam N, Mitchell MF, Mahadevan-Jansen A, Thomson SL, Staerkel G, Malpica A, Wright T, Atkinson N, Richardas-Kortum R (1996) Cervical precancer detection using a multivariate statistical algorithm based on laser-induced fluorescence spectra at multiple excitation wavelengths. Photochem Photobiol 64:720–735CrossRefPubMed
13.
Zurück zum Zitat de Veld DC, Bakker Schut TC, Skurichina M, Witjes MJ, Van der Wal JE, Roodenburg JL, Sterenborg HJ (2005) Autofluorescence and Raman microspectroscopy of tissue sections of oral lesions. Lasers Med Sci 19:203–209CrossRefPubMed de Veld DC, Bakker Schut TC, Skurichina M, Witjes MJ, Van der Wal JE, Roodenburg JL, Sterenborg HJ (2005) Autofluorescence and Raman microspectroscopy of tissue sections of oral lesions. Lasers Med Sci 19:203–209CrossRefPubMed
14.
Zurück zum Zitat Hillemanns P, Reiff J, Stepp H, Soergel P (2007) Lymph node metastasis detection of ovarian cancer by porphyrin fluorescence photodetection: case report. Lasers Med Sci 22:131–135CrossRefPubMed Hillemanns P, Reiff J, Stepp H, Soergel P (2007) Lymph node metastasis detection of ovarian cancer by porphyrin fluorescence photodetection: case report. Lasers Med Sci 22:131–135CrossRefPubMed
15.
Zurück zum Zitat Devi S, Panigrahi PK, Pradhan A (2014) Detecting cervical cancer progression through extracted intrinsic fluorescence and principal component analysis. J Biomed Opt 19:127003CrossRefPubMed Devi S, Panigrahi PK, Pradhan A (2014) Detecting cervical cancer progression through extracted intrinsic fluorescence and principal component analysis. J Biomed Opt 19:127003CrossRefPubMed
16.
Zurück zum Zitat Bergholt MS, Zheng W, Lin K, Ho KY, Teh M, Yeoh KG, So JB, Huang Z (2011) Combining near-infrared-excited autofluorescence and Raman spectroscopy improves in vivo diagnosis of gastric cancer. Biosens Bioelectron 26:4104–4110CrossRefPubMed Bergholt MS, Zheng W, Lin K, Ho KY, Teh M, Yeoh KG, So JB, Huang Z (2011) Combining near-infrared-excited autofluorescence and Raman spectroscopy improves in vivo diagnosis of gastric cancer. Biosens Bioelectron 26:4104–4110CrossRefPubMed
17.
Zurück zum Zitat Tromberg BJ, Shah N, Lanning R, Cerussi A, Espinoza J, Pham T, Svaasand L, Butler J (2000) Non-invasive in vivo characterization of breast tumours using photo migration spectroscopy. Neoplasia 2:26–40CrossRefPubMedPubMedCentral Tromberg BJ, Shah N, Lanning R, Cerussi A, Espinoza J, Pham T, Svaasand L, Butler J (2000) Non-invasive in vivo characterization of breast tumours using photo migration spectroscopy. Neoplasia 2:26–40CrossRefPubMedPubMedCentral
18.
Zurück zum Zitat Farwell DG, Meier JD, Park J, Sun Y, Coffman H, Poirier B, Phipps J, Tinling S, Enepekides DJ, Marcu L (2010) Time- resolved fluorescence spectroscopy as a diagnostic technique of oral carcinoma. Arch Otolaryngol Head Neck Surg 136:126–133CrossRefPubMedPubMedCentral Farwell DG, Meier JD, Park J, Sun Y, Coffman H, Poirier B, Phipps J, Tinling S, Enepekides DJ, Marcu L (2010) Time- resolved fluorescence spectroscopy as a diagnostic technique of oral carcinoma. Arch Otolaryngol Head Neck Surg 136:126–133CrossRefPubMedPubMedCentral
19.
Zurück zum Zitat Amelink A, Sterenborg HJ, Roodenburg JL, Witjes MJ (2011) Non-invasive measurement of the microvascular properties of non-dysplastic and dysplastic oral leukoplakias by use of optical spectroscopy. Oral Oncol 47:1165–1170CrossRefPubMed Amelink A, Sterenborg HJ, Roodenburg JL, Witjes MJ (2011) Non-invasive measurement of the microvascular properties of non-dysplastic and dysplastic oral leukoplakias by use of optical spectroscopy. Oral Oncol 47:1165–1170CrossRefPubMed
20.
Zurück zum Zitat Singh SP, Deshmukh A, Chaturvedi P, Murali KC (2012) In vivo Raman spectroscopic identification of premalignant lesions in oral buccal mucosa. J Biomed Opt 17:105002PubMed Singh SP, Deshmukh A, Chaturvedi P, Murali KC (2012) In vivo Raman spectroscopic identification of premalignant lesions in oral buccal mucosa. J Biomed Opt 17:105002PubMed
21.
Zurück zum Zitat Pichardo-Molina JL, Frausto-Reyes C, Barbosa-García O, Huerta-Franco R, González-Trujillo JL, Ramírez-Alvarado CA, Gutiérrez-Juárez G, Medina-Gutiérrez C (2007) Raman spectroscopy and multivariate analysis of serum samples from breast cancer patients. Lasers Med Sci 22:229–236CrossRefPubMed Pichardo-Molina JL, Frausto-Reyes C, Barbosa-García O, Huerta-Franco R, González-Trujillo JL, Ramírez-Alvarado CA, Gutiérrez-Juárez G, Medina-Gutiérrez C (2007) Raman spectroscopy and multivariate analysis of serum samples from breast cancer patients. Lasers Med Sci 22:229–236CrossRefPubMed
22.
Zurück zum Zitat Yuvaraj M, Aruna P, Koteeswaran D, Tamilkumar P, Ganesh S (2015) Rapid fluorescence spectroscopic characterization of salivary DNA of normal subjects and OSCC patients using ethidium bromide. J Fluoresc 25:79–85CrossRefPubMed Yuvaraj M, Aruna P, Koteeswaran D, Tamilkumar P, Ganesh S (2015) Rapid fluorescence spectroscopic characterization of salivary DNA of normal subjects and OSCC patients using ethidium bromide. J Fluoresc 25:79–85CrossRefPubMed
23.
Zurück zum Zitat Kumar P, Singh A, Kumar Kanaujia S, Pradhan A (2018) Human saliva for oral precancer detection: a comparison of fluorescence and Stoke shift spectroscopy. J Fluoresc 28:419–426CrossRefPubMed Kumar P, Singh A, Kumar Kanaujia S, Pradhan A (2018) Human saliva for oral precancer detection: a comparison of fluorescence and Stoke shift spectroscopy. J Fluoresc 28:419–426CrossRefPubMed
24.
Zurück zum Zitat Gillenwater A, Jacob R, Ganeshappa R, Kemp B, El-Naggar AK, Palmer JL, Clayman G, Mitchell MF, Richarda_Kortum R (1998) Noninvasive diagnosis of oral neoplasia based on fluorescence spectroscopy and native tissue autofluorescence. Arch Otolaryngol Head Neck Surg 124:1251–1258CrossRefPubMed Gillenwater A, Jacob R, Ganeshappa R, Kemp B, El-Naggar AK, Palmer JL, Clayman G, Mitchell MF, Richarda_Kortum R (1998) Noninvasive diagnosis of oral neoplasia based on fluorescence spectroscopy and native tissue autofluorescence. Arch Otolaryngol Head Neck Surg 124:1251–1258CrossRefPubMed
25.
Zurück zum Zitat Majumder SK, Mahanty SK, Ghosh N, Gupta PK, Jain DK, Khan F (2000) A pilot study on the use of autofluorescence for diagnosis of the cancer of human oral cavity. Curr Sci 79:1089–1094 Majumder SK, Mahanty SK, Ghosh N, Gupta PK, Jain DK, Khan F (2000) A pilot study on the use of autofluorescence for diagnosis of the cancer of human oral cavity. Curr Sci 79:1089–1094
26.
Zurück zum Zitat Lane PM, Gilhuly T, Whitehead P, Zeng H, Poh CF, Ng S, Williams PM, Zhang L, Rosin MP, MacAulay CE (2006) Simple device for the direct visualization of oral-cavity tissue fluorescence. J Biomed Opt 11:024006CrossRefPubMed Lane PM, Gilhuly T, Whitehead P, Zeng H, Poh CF, Ng S, Williams PM, Zhang L, Rosin MP, MacAulay CE (2006) Simple device for the direct visualization of oral-cavity tissue fluorescence. J Biomed Opt 11:024006CrossRefPubMed
27.
Zurück zum Zitat De Veld DC, Sterenborg HJ, Roodenburg JL, Witjes MJ (2004) Effect of individual characteristics on healthy oral mucosa autofluorescence spectra. Oral Oncol 40:815–823CrossRefPubMed De Veld DC, Sterenborg HJ, Roodenburg JL, Witjes MJ (2004) Effect of individual characteristics on healthy oral mucosa autofluorescence spectra. Oral Oncol 40:815–823CrossRefPubMed
28.
Zurück zum Zitat Jayanthi JL, Subhash N, Stephen M, Philip EK, Beena VT (2011) Comparative evaluation of the diagnostic performance of autofluorescence and diffuse reflectance in oral cancer detection: a clinical study. J Biophotonics 4:696–706CrossRefPubMed Jayanthi JL, Subhash N, Stephen M, Philip EK, Beena VT (2011) Comparative evaluation of the diagnostic performance of autofluorescence and diffuse reflectance in oral cancer detection: a clinical study. J Biophotonics 4:696–706CrossRefPubMed
29.
Zurück zum Zitat Nazeer SS, Asish R, Venugopal C, Anita B, Gupta AK, Jayasree RS (2014) Noninvasive assessment of the risk of tobacco abuse in oral mucosa using fluorescence spectroscopy: a clinical approach. J Biomed Opt 19:057013CrossRefPubMed Nazeer SS, Asish R, Venugopal C, Anita B, Gupta AK, Jayasree RS (2014) Noninvasive assessment of the risk of tobacco abuse in oral mucosa using fluorescence spectroscopy: a clinical approach. J Biomed Opt 19:057013CrossRefPubMed
30.
Zurück zum Zitat Abdi H, Williams LJ (2010) Principal component analysis. Wiley Interdiscp Rev: Comput Stat 2:433–459CrossRef Abdi H, Williams LJ (2010) Principal component analysis. Wiley Interdiscp Rev: Comput Stat 2:433–459CrossRef
31.
Zurück zum Zitat De Maesschalac R, Jouan-Rimbaud D, Massart DL (2000) The Mahalanobis distance. Chemom Intell Lab Syst 50:1–18CrossRef De Maesschalac R, Jouan-Rimbaud D, Massart DL (2000) The Mahalanobis distance. Chemom Intell Lab Syst 50:1–18CrossRef
32.
Zurück zum Zitat Brereton RG (2015) The Mahalanobis distance and its relationship to principal component scores. J Chemom 29:143–145CrossRef Brereton RG (2015) The Mahalanobis distance and its relationship to principal component scores. J Chemom 29:143–145CrossRef
33.
Zurück zum Zitat Fawcett T (2006) An introduction to ROC analysis. Pattern Recogn Lett 27:861–874CrossRef Fawcett T (2006) An introduction to ROC analysis. Pattern Recogn Lett 27:861–874CrossRef
34.
Zurück zum Zitat Akobeng AK (2007) Understanding diagnostic test 3: receiver operating characteristic curves. Acta Paediatr 90:644–647CrossRef Akobeng AK (2007) Understanding diagnostic test 3: receiver operating characteristic curves. Acta Paediatr 90:644–647CrossRef
Metadaten
Titel
In vivo detection of oral precancer using a fluorescence-based, in-house-fabricated device: a Mahalanobis distance-based classification
verfasst von
Pavan Kumar
Surendra Kumar Kanaujia
Ashutosh Singh
Asima Pradhan
Publikationsdatum
19.01.2019
Verlag
Springer London
Erschienen in
Lasers in Medical Science / Ausgabe 6/2019
Print ISSN: 0268-8921
Elektronische ISSN: 1435-604X
DOI
https://doi.org/10.1007/s10103-019-02720-9

Weitere Artikel der Ausgabe 6/2019

Lasers in Medical Science 6/2019 Zur Ausgabe