Comparison of multivariate analysis methods for extracting the paraffin component from the paraffin-embedded cancer tissue spectra for Raman imaging

被引:51
作者
Meksiarun, Phiranuphon [1 ]
Ishigaki, Mika [1 ]
Huck-Pezzei, Verena A. C. [2 ]
Huck, Christian W. [2 ]
Wongravee, Kanet [3 ]
Sato, Hidetoshi [1 ]
Ozaki, Yukihiro [1 ]
机构
[1] Kwansei Gakuin Univ, Sch Sci & Technol, 2-1 Gakuen, Sanda, Hyogo 6691337, Japan
[2] Leopold Franzens Univ, CCB, Inst Analyt Chem & Radiochem, Innrain 80-82, A-6020 Innsbruck, Austria
[3] Chulalongkorn Univ, Fac Sci, Dept Chem, Sensor Res Unit, 254 Pathumwan, Bangkok 10330, Thailand
关键词
ORAL-CANCER; DISCRIMINATION; SPECTROSCOPY; IDENTIFICATION; COLLAGENS; MELANOMA;
D O I
10.1038/srep44890
中图分类号
O [数理科学和化学]; P [天文学、地球科学]; Q [生物科学]; N [自然科学总论];
学科分类号
07 ; 0710 ; 09 ;
摘要
This study aimed to extract the paraffin component from paraffin-embedded oral cancer tissue spectra using three multivariate analysis (MVA) methods; Independent Component Analysis (ICA), Partial Least Squares (PLS) and Independent Component-Partial Least Square (IC-PLS). The estimated paraffin components were used for removing the contribution of paraffin from the tissue spectra. These three methods were compared in terms of the efficiency of paraffin removal and the ability to retain the tissue information. It was found that ICA, PLS and IC-PLS could remove the paraffin component from the spectra at almost the same level while Principal Component Analysis (PCA) was incapable. In terms of retaining cancer tissue spectral integrity, effects of PLS and IC-PLS on the non-paraffin region were significantly less than that of ICA where cancer tissue spectral areas were deteriorated. The paraffin-removed spectra were used for constructing Raman images of oral cancer tissue and compared with Hematoxylin and Eosin (H&E) stained tissues for verification. This study has demonstrated the capability of Raman spectroscopy together with multivariate analysis methods as a diagnostic tool for the paraffin-embedded tissue section.
引用
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页数:10
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