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The Potential of Raman Spectroscopy in the Diagnosis of Dysplastic and Malignant Oral Lesions
SIMPLE SUMMARY: Raman spectroscopy, a light scattering technique that provides the biochemical fingerprint of a sample, was used on samples taken from patients with cancer and precancerous lesions. This information was then used to build a classifier to identify cancer and the precancerous phases. T...
Autores principales: | , , , , |
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Formato: | Online Artículo Texto |
Lenguaje: | English |
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MDPI
2021
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Materias: | |
Acceso en línea: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7913942/ https://www.ncbi.nlm.nih.gov/pubmed/33557195 http://dx.doi.org/10.3390/cancers13040619 |
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author | Ibrahim, Ola Toner, Mary Flint, Stephen Byrne, Hugh J. Lyng, Fiona M. |
author_facet | Ibrahim, Ola Toner, Mary Flint, Stephen Byrne, Hugh J. Lyng, Fiona M. |
author_sort | Ibrahim, Ola |
collection | PubMed |
description | SIMPLE SUMMARY: Raman spectroscopy, a light scattering technique that provides the biochemical fingerprint of a sample, was used on samples taken from patients with cancer and precancerous lesions. This information was then used to build a classifier to identify cancer and the precancerous phases. The ability to distinguish cancerous tissue from normal and precancerous tissue is diagnostically crucial as it can alter the patients’ prognosis and management. Moreover, as cellular changes are often present at the tumour margin, the ability to distinguish these changes from cancer can help in preserving more of the tissue and maintaining aesthetics and functionality for the patient. ABSTRACT: Early diagnosis, treatment and/or surveillance of oral premalignant lesions are important in preventing progression to oral squamous cell carcinoma (OSCC). The current gold standard is through histopathological diagnosis, which is limited by inter- and intra-observer errors and sampling errors. The objective of this work was to use Raman spectroscopy to discriminate between benign, mild, moderate and severe dysplasia and OSCC in formalin fixed paraffin preserved (FFPP) tissues. The study included 72 different pathologies from which 17 were benign lesions, 20 mildly dysplastic, 20 moderately dysplastic, 10 severely dysplastic and 5 invasive OSCC. The glass substrate and paraffin wax background were digitally removed and PLSDA with LOPO cross-validation was used to differentiate the pathologies. OSCC could be differentiated from the other pathologies with an accuracy of 70%, while the accuracy of the classifier for benign, moderate and severe dysplasia was ~60%. The accuracy of the classifier was lowest for mild dysplasia (~46%). The main discriminating features were increased nucleic acid contributions and decreased protein and lipid contributions in the epithelium and decreased collagen contributions in the connective tissue. Smoking and the presence of inflammation were found to significantly influence the Raman classification with respective accuracies of 76% and 94%. |
format | Online Article Text |
id | pubmed-7913942 |
institution | National Center for Biotechnology Information |
language | English |
publishDate | 2021 |
publisher | MDPI |
record_format | MEDLINE/PubMed |
spelling | pubmed-79139422021-02-28 The Potential of Raman Spectroscopy in the Diagnosis of Dysplastic and Malignant Oral Lesions Ibrahim, Ola Toner, Mary Flint, Stephen Byrne, Hugh J. Lyng, Fiona M. Cancers (Basel) Article SIMPLE SUMMARY: Raman spectroscopy, a light scattering technique that provides the biochemical fingerprint of a sample, was used on samples taken from patients with cancer and precancerous lesions. This information was then used to build a classifier to identify cancer and the precancerous phases. The ability to distinguish cancerous tissue from normal and precancerous tissue is diagnostically crucial as it can alter the patients’ prognosis and management. Moreover, as cellular changes are often present at the tumour margin, the ability to distinguish these changes from cancer can help in preserving more of the tissue and maintaining aesthetics and functionality for the patient. ABSTRACT: Early diagnosis, treatment and/or surveillance of oral premalignant lesions are important in preventing progression to oral squamous cell carcinoma (OSCC). The current gold standard is through histopathological diagnosis, which is limited by inter- and intra-observer errors and sampling errors. The objective of this work was to use Raman spectroscopy to discriminate between benign, mild, moderate and severe dysplasia and OSCC in formalin fixed paraffin preserved (FFPP) tissues. The study included 72 different pathologies from which 17 were benign lesions, 20 mildly dysplastic, 20 moderately dysplastic, 10 severely dysplastic and 5 invasive OSCC. The glass substrate and paraffin wax background were digitally removed and PLSDA with LOPO cross-validation was used to differentiate the pathologies. OSCC could be differentiated from the other pathologies with an accuracy of 70%, while the accuracy of the classifier for benign, moderate and severe dysplasia was ~60%. The accuracy of the classifier was lowest for mild dysplasia (~46%). The main discriminating features were increased nucleic acid contributions and decreased protein and lipid contributions in the epithelium and decreased collagen contributions in the connective tissue. Smoking and the presence of inflammation were found to significantly influence the Raman classification with respective accuracies of 76% and 94%. MDPI 2021-02-04 /pmc/articles/PMC7913942/ /pubmed/33557195 http://dx.doi.org/10.3390/cancers13040619 Text en © 2021 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/). |
spellingShingle | Article Ibrahim, Ola Toner, Mary Flint, Stephen Byrne, Hugh J. Lyng, Fiona M. The Potential of Raman Spectroscopy in the Diagnosis of Dysplastic and Malignant Oral Lesions |
title | The Potential of Raman Spectroscopy in the Diagnosis of Dysplastic and Malignant Oral Lesions |
title_full | The Potential of Raman Spectroscopy in the Diagnosis of Dysplastic and Malignant Oral Lesions |
title_fullStr | The Potential of Raman Spectroscopy in the Diagnosis of Dysplastic and Malignant Oral Lesions |
title_full_unstemmed | The Potential of Raman Spectroscopy in the Diagnosis of Dysplastic and Malignant Oral Lesions |
title_short | The Potential of Raman Spectroscopy in the Diagnosis of Dysplastic and Malignant Oral Lesions |
title_sort | potential of raman spectroscopy in the diagnosis of dysplastic and malignant oral lesions |
topic | Article |
url | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7913942/ https://www.ncbi.nlm.nih.gov/pubmed/33557195 http://dx.doi.org/10.3390/cancers13040619 |
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