Cargando…
Comparison of multivariate analysis methods for extracting the paraffin component from the paraffin-embedded cancer tissue spectra for Raman imaging
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 co...
Autores principales: | , , , , , , |
---|---|
Formato: | Online Artículo Texto |
Lenguaje: | English |
Publicado: |
Nature Publishing Group
2017
|
Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5361160/ https://www.ncbi.nlm.nih.gov/pubmed/28327648 http://dx.doi.org/10.1038/srep44890 |
_version_ | 1782516715705335808 |
---|---|
author | Meksiarun, Phiranuphon Ishigaki, Mika Huck-Pezzei, Verena A.C. Huck, Christian W. Wongravee, Kanet Sato, Hidetoshi Ozaki, Yukihiro |
author_facet | Meksiarun, Phiranuphon Ishigaki, Mika Huck-Pezzei, Verena A.C. Huck, Christian W. Wongravee, Kanet Sato, Hidetoshi Ozaki, Yukihiro |
author_sort | Meksiarun, Phiranuphon |
collection | PubMed |
description | 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. |
format | Online Article Text |
id | pubmed-5361160 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2017 |
publisher | Nature Publishing Group |
record_format | MEDLINE/PubMed |
spelling | pubmed-53611602017-03-24 Comparison of multivariate analysis methods for extracting the paraffin component from the paraffin-embedded cancer tissue spectra for Raman imaging Meksiarun, Phiranuphon Ishigaki, Mika Huck-Pezzei, Verena A.C. Huck, Christian W. Wongravee, Kanet Sato, Hidetoshi Ozaki, Yukihiro Sci Rep Article 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. Nature Publishing Group 2017-03-22 /pmc/articles/PMC5361160/ /pubmed/28327648 http://dx.doi.org/10.1038/srep44890 Text en Copyright © 2017, The Author(s) http://creativecommons.org/licenses/by/4.0/ This work is licensed under a Creative Commons Attribution 4.0 International License. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in the credit line; if the material is not included under the Creative Commons license, users will need to obtain permission from the license holder to reproduce the material. To view a copy of this license, visit http://creativecommons.org/licenses/by/4.0/ |
spellingShingle | Article Meksiarun, Phiranuphon Ishigaki, Mika Huck-Pezzei, Verena A.C. Huck, Christian W. Wongravee, Kanet Sato, Hidetoshi Ozaki, Yukihiro Comparison of multivariate analysis methods for extracting the paraffin component from the paraffin-embedded cancer tissue spectra for Raman imaging |
title | Comparison of multivariate analysis methods for extracting the paraffin component from the paraffin-embedded cancer tissue spectra for Raman imaging |
title_full | Comparison of multivariate analysis methods for extracting the paraffin component from the paraffin-embedded cancer tissue spectra for Raman imaging |
title_fullStr | Comparison of multivariate analysis methods for extracting the paraffin component from the paraffin-embedded cancer tissue spectra for Raman imaging |
title_full_unstemmed | Comparison of multivariate analysis methods for extracting the paraffin component from the paraffin-embedded cancer tissue spectra for Raman imaging |
title_short | Comparison of multivariate analysis methods for extracting the paraffin component from the paraffin-embedded cancer tissue spectra for Raman imaging |
title_sort | comparison of multivariate analysis methods for extracting the paraffin component from the paraffin-embedded cancer tissue spectra for raman imaging |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC5361160/ https://www.ncbi.nlm.nih.gov/pubmed/28327648 http://dx.doi.org/10.1038/srep44890 |
work_keys_str_mv | AT meksiarunphiranuphon comparisonofmultivariateanalysismethodsforextractingtheparaffincomponentfromtheparaffinembeddedcancertissuespectraforramanimaging AT ishigakimika comparisonofmultivariateanalysismethodsforextractingtheparaffincomponentfromtheparaffinembeddedcancertissuespectraforramanimaging AT huckpezzeiverenaac comparisonofmultivariateanalysismethodsforextractingtheparaffincomponentfromtheparaffinembeddedcancertissuespectraforramanimaging AT huckchristianw comparisonofmultivariateanalysismethodsforextractingtheparaffincomponentfromtheparaffinembeddedcancertissuespectraforramanimaging AT wongraveekanet comparisonofmultivariateanalysismethodsforextractingtheparaffincomponentfromtheparaffinembeddedcancertissuespectraforramanimaging AT satohidetoshi comparisonofmultivariateanalysismethodsforextractingtheparaffincomponentfromtheparaffinembeddedcancertissuespectraforramanimaging AT ozakiyukihiro comparisonofmultivariateanalysismethodsforextractingtheparaffincomponentfromtheparaffinembeddedcancertissuespectraforramanimaging |