Simultaneous Fingerprint and High-Wavenumber Confocal Raman Spectroscopy Enhances Early Detection of Cervical Precancer In Vivo

被引:125
作者
Duraipandian, Shiyamala [1 ]
Zheng, Wei [1 ]
Ng, Joseph [2 ,3 ]
Low, Jeffrey J. H. [2 ,3 ]
Ilancheran, A. [2 ,3 ]
Huang, Zhiwei [1 ]
机构
[1] Natl Univ Singapore, Fac Engn, Dept Bioengn, Opt Bioimaging Lab, Singapore 117576, Singapore
[2] Natl Univ Singapore, Dept Obstet & Gynecol, Div Gynecol Oncol, Singapore 119074, Singapore
[3] Natl Univ Hlth Syst, Singapore 119074, Singapore
基金
英国医学研究理事会;
关键词
OPTICAL DIAGNOSIS; REFLECTANCE SPECTROSCOPY; VITRO DETECTION; NEOPLASIA; IDENTIFICATION; FLUORESCENCE; STOMACH; PROBE; ACID; TOOL;
D O I
10.1021/ac300394f
中图分类号
O65 [分析化学];
学科分类号
070302 [分析化学];
摘要
Raman spectroscopy is a vibrational spectroscopic technique capable of nondestructively probing endogenous biomolecules and their changes associated with dysplastic transformation in the tissue. The main objectives of this study are (i) to develop a simultaneous fingerprint (FP) and high-wavenumber (HW) confocal Raman spectroscopy and (ii) to investigate its diagnostic utility for improving in vivo diagnosis of cervical precancer (dysplasia). We have successfully developed an integrated FP/HW confocal Raman diagnostic system with a ball lens Raman probe for simultaneous acquistion of FP/HW Raman signals of the cervix in vivo within 1 s. A total of 476 in vivo FP/HW Raman spectra (356 normal and 120 precancer) are acquired from 44 patients at clinical colposcopy. The distinctive Raman spectral differences between normal and dysplastic cervical tissue are observed at similar to 854, 937, 1001, 1095, 1253, 1313, 1445, 1654, 2946, and 3400 cm(-1) mainly related to proteins, lipids, glycogen, nucleic acids and water content in tissue. Multivariate diagnostic algorithms developed based on partial least-squares-discriminant analysis (PLS-DA) together with the leave-one-patient-out, cross validation yield the diagnostic sensitivities of 84.2%, 76.7%, and 85.0%, respectively; specificities of 78.9%, 73.3%, and 81.7%, respectively, and overall diagnostic accuracies of 80.3%, 74.2%, and 82.6%, respectively, using FP, HW, and integrated FP/HW Raman spectroscopic techniques for in vivo diagnosis of cervical precancer. Receiver operating characteristic (ROC) analysis further confirms the best performance of the integrated FP/HW confocal Raman technique, compared to FP or HW Raman spectroscopy alone. This work demonstrates, for the first time, that the simultaneous FP/HW confocal Raman spectroscopy has the potential to be a clinically powerful tool for improving early diagnosis and detection of cervical precancer in vivo during clinical colposcopic examination.
引用
收藏
页码:5913 / 5919
页数:7
相关论文
共 38 条
[1]
Raman spectroscopy: a potential tool for early objective diagnosis of neoplasia in the oesophagus [J].
Almond, L. Max ;
Hutchings, Joanne ;
Shepherd, Neil ;
Barr, Hugh ;
Stone, Nick ;
Kendall, Catherine .
JOURNAL OF BIOPHOTONICS, 2011, 4 (10) :685-695
[2]
Pooled analysis of the accuracy of five cervical cancer screening tests assessed in eleven studies in Africa and India [J].
Arbyn, Marc ;
Sankaranarayanan, Rengaswamy ;
Muwonge, Richard ;
Keita, Namory ;
Dolo, Amadou ;
Mbalawa, Charles Gombe ;
Nouhou, Hassan ;
Sakande, Boblewende ;
Wesley, Ramani ;
Somanathan, Thara ;
Sharma, Anjali ;
Shastri, Surendra ;
Basu, Parthasarathy .
INTERNATIONAL JOURNAL OF CANCER, 2008, 123 (01) :153-160
[3]
In Vivo Diagnosis of Esophageal Cancer Using Image-Guided Raman Endoscopy and Biomolecular Modeling [J].
Bergholt, M. S. ;
Zheng, W. ;
Lin, K. ;
Ho, K. Y. ;
Teh, M. ;
Yeoh, K. G. ;
So, J. B. Y. ;
Huang, Z. .
TECHNOLOGY IN CANCER RESEARCH & TREATMENT, 2011, 10 (02) :103-112
[4]
Fingerprint and high-wavenumber Raman spectroscopy in a human-swine coronary xenograft in vivo [J].
Chau, Alexandra H. ;
Motz, Jason T. ;
Gardecki, Joseph A. ;
Waxman, Sergio ;
Bouma, Brett E. ;
Tearney, Guillermo J. .
JOURNAL OF BIOMEDICAL OPTICS, 2008, 13 (04)
[5]
Multivariate analysis of standoff laser-induced breakdown spectroscopy spectra for classification of explosive-containing residues [J].
De Lucia, Frank C., Jr. ;
Gottfried, Jennifer L. ;
Munson, Chase A. ;
Miziolek, Andrzej W. .
APPLIED OPTICS, 2008, 47 (31) :G112-G121
[6]
Effect of hormonal variations on in vivo high wavenumber Raman spectra improves cervical precancer detection [J].
Duraipandian, Shiyamala ;
Zheng, Wei ;
Joseph Ng ;
Low, Jeffrey J. H. ;
Ilancheran, A. ;
Huang, Zhiwei .
ADVANCED BIOMEDICAL AND CLINICAL DIAGNOSTIC SYSTEMS X, 2012, 8214
[7]
In vivo diagnosis of cervical precancer using Raman spectroscopy and genetic algorithm techniques [J].
Duraipandian, Shiyamala ;
Zheng, Wei ;
Ng, Joseph ;
Low, Jeffrey J. H. ;
Ilancheran, A. ;
Huang, Zhiwei .
ANALYST, 2011, 136 (20) :4328-4336
[8]
The performance of fluorescence and reflectance spectroscopy for the in vivo diagnosis of cervical neoplasia;: point probe versus multispectral approaches [J].
Freeberg, J. Adrian ;
Benedet, J. L. ;
MacAulay, Calum ;
West, Loyd A. ;
Follen, Michele .
GYNECOLOGIC ONCOLOGY, 2007, 107 (01) :S248-S255
[9]
High-wavenumber FT-Raman spectroscopy for in vivo and ex vivo measurements of breast cancer [J].
Garcia-Flores, A. F. ;
Raniero, L. ;
Canevari, R. A. ;
Jalkanen, K. J. ;
Bitar, R. A. ;
Martinho, H. S. ;
Martin, A. A. .
THEORETICAL CHEMISTRY ACCOUNTS, 2011, 130 (4-6) :1231-1238
[10]
Discriminating Isogenic Cancer Cells and Identifying Altered Unsaturated Fatty Acid Content as Associated with Metastasis Status, Using K-Means Clustering and Partial Least Squares-Discriminant Analysis of Raman Maps [J].
Hedegaard, Martin ;
Krafft, Christoph ;
Ditzel, Henrik J. ;
Johansen, Lene E. ;
Hassing, Soren ;
Popp, Juergen .
ANALYTICAL CHEMISTRY, 2010, 82 (07) :2797-2802