In vivo subsite classification and diagnosis of oral cancers using Raman spectroscopy

被引:26
作者
Sahu, Aditi [1 ]
Deshmukh, Atul [1 ]
Hole, Arti R. [1 ]
Chaturvedi, Pankaj [2 ]
Krishna, C. Murali [1 ]
机构
[1] ACTREC, Chilakapati Lab, Tmc Kharghar 410210, Navi Mumbai, India
[2] Tata Mem Hosp, Head & Neck Surg Oncol, Dr E Borges Rd, Bombay 400012, Maharashtra, India
关键词
Oral cancer; screening; in vivo; Raman spectroscopy; PC-LDA; FLUORESCENCE SPECTROSCOPY; BUCCAL MUCOSA; TISSUE; VARIABILITY; NEOPLASIA; DISCRIMINATION; EPIDEMIOLOGY; TOBACCO; LESIONS;
D O I
10.1142/S1793545816500176
中图分类号
O43 [光学];
学科分类号
070207 ; 0803 ;
摘要
Oral cancers suffer from poor disease-free survival rates due to delayed diagnosis. Noninvasive, rapid, objective approaches as adjuncts to visual inspection can help in better management of oral cancers. Raman spectroscopy (RS) has shown potential in identification of oral premalignant and malignant conditions and also in the detection of early cancer changes like cancer-field-effects (CFE) at buccal mucosa subsite. Anatomic differences between different oral subsites have also been reported using RS. In this study, anatomical differences between subsites and their possible influence on healthy vs pathological classification were evaluated on 85 oral cancer and 72 healthy subjects. Spectra were acquired from buccal mucosa, lip and tongue in healthy, contralateral (internal healthy control), premalignant and cancer conditions using fiber-optic Raman spectrometer. Mean spectra indicate predominance of lipids in healthy buccal mucosa, contribution of both lipids and proteins in lip while major dominance of protein in tongue spectra. From healthy to tumor, changes in protein secondary-structure, DNA and heme-related features were observed. Principal component linear discriminant analysis (PC-LDA) followed by leave-one-out-cross-validation (LOOCV) was used for data analysis. Findings indicate buccal mucosa and tongue are distinct entities, while lip misclassifies with both these subsites. Additionally, the diagnostic algorithm for individual subsites gave improved classification efficiencies with respect to the pooled subsites model. However, as the pooled subsites model yielded 98% specificity and 100% sensitivity, this model may be more useful for preliminary screening applications. Large-scale validation studies are a pre-requisite before envisaging future clinical applications.
引用
收藏
页数:14
相关论文
共 51 条
[1]  
[Anonymous], 2010, BASIC PATHOLOGY
[2]  
[Anonymous], UICC MANUAL CLIN ONC
[3]   Discrimination between Oral Cancer and Healthy Tissue Based on Water Content Determined by Raman Spectroscopy [J].
Barroso, E. M. ;
Smits, R. W. H. ;
Schut, T. C. Bakker ;
ten Hove, I. ;
Hardillo, J. A. ;
Wolvius, E. B. ;
de Jong, R. J. Baatenburg ;
Koljenovic, S. ;
Puppels, G. J. .
ANALYTICAL CHEMISTRY, 2015, 87 (04) :2419-2426
[4]   Characterizing variability in in vivo Raman spectroscopic properties of different anatomical sites of normal tissue in the oral cavity [J].
Bergholt, Mads Sylvest ;
Zheng, Wei ;
Huang, Zhiwei .
JOURNAL OF RAMAN SPECTROSCOPY, 2012, 43 (02) :255-262
[5]   Investigation of the potential of Raman spectroscopy for oral cancer detection in surgical margins [J].
Cals, Froukje L. J. ;
Schut, Tom C. Bakker ;
Hardillo, Jose A. ;
de Jong, Robert J. Baatenburg ;
Koljenovic, Senada ;
Puppels, Gerwin J. .
LABORATORY INVESTIGATION, 2015, 95 (10) :1186-1196
[6]  
Carnelio S., 2004, INTERNET J DENT SCI, V1, P1
[7]   Fluorescence spectroscopy for noninvasive early diagnosis of oral mucosal malignant and potentially malignant lesions [J].
Chaturvedi, Pankaj ;
Majumder, Shovan K. ;
Krishna, Hemant ;
Muttagi, Sidramesh ;
Gupta, Pradeep K. .
JOURNAL OF CANCER RESEARCH AND THERAPEUTICS, 2010, 6 (04) :497-502
[8]   The use of Raman spectroscopy to differentiate between different prostatic adenocarcinoma cell lines [J].
Crow, P ;
Barrass, B ;
Kendall, C ;
Hart-Prieto, M ;
Wright, M ;
Persad, R ;
Stone, N .
BRITISH JOURNAL OF CANCER, 2005, 92 (12) :2166-2170
[9]   Autofluorescence characteristics of healthy oral mucosa at different anatomical sites [J].
de Veld, DCG ;
Skurichina, M ;
Witjes, MJH ;
Duin, RPW ;
Sterenborg, DJCM ;
Star, WM ;
Roodenburg, JLN .
LASERS IN SURGERY AND MEDICINE, 2003, 32 (05) :367-376
[10]  
DeCoro M, 2010, EXPERT REV ANTICANC, V10, P321, DOI [10.1586/era.09.191, 10.1586/ERA.09.191]