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FTIR Microspectroscopy Coupled with Two-Class Discrimination Segregates Markers Responsible for Inter- and Intra-Category Variance in Exfoliative Cervical Cytology

Infrared (IR) absorbance of cellular biomolecules generates a vibrational spectrum, which can be exploited as a “biochemical fingerprint” of a particular cell type. Biomolecules absorb in the mid-IR (2–20 μm) and Fourier-transform infrared (FTIR) microspectroscopy applied to discriminate different c...

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Autores principales: Walsh, Michael J., Singh, Maneesh N., Stringfellow, Helen F., Pollock, Hubert M., Hammiche, Azzedine, Grude, Olaug, Fullwood, Nigel J., Pitt, Mark A., Martin-Hirsch, Pierre L., Martin, Francis L.
Formato: Texto
Lenguaje:English
Publicado: Libertas Academica 2008
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2493409/
https://www.ncbi.nlm.nih.gov/pubmed/18677422
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author Walsh, Michael J.
Singh, Maneesh N.
Stringfellow, Helen F.
Pollock, Hubert M.
Hammiche, Azzedine
Grude, Olaug
Fullwood, Nigel J.
Pitt, Mark A.
Martin-Hirsch, Pierre L.
Martin, Francis L.
author_facet Walsh, Michael J.
Singh, Maneesh N.
Stringfellow, Helen F.
Pollock, Hubert M.
Hammiche, Azzedine
Grude, Olaug
Fullwood, Nigel J.
Pitt, Mark A.
Martin-Hirsch, Pierre L.
Martin, Francis L.
author_sort Walsh, Michael J.
collection PubMed
description Infrared (IR) absorbance of cellular biomolecules generates a vibrational spectrum, which can be exploited as a “biochemical fingerprint” of a particular cell type. Biomolecules absorb in the mid-IR (2–20 μm) and Fourier-transform infrared (FTIR) microspectroscopy applied to discriminate different cell types (exfoliative cervical cytology collected into buffered fixative solution) was evaluated. This consisted of cervical cytology free of atypia (i.e. normal; n = 60), specimens categorised as containing low-grade changes (i.e. CIN1 or LSIL; n = 60) and a further cohort designated as high-grade (CIN2/3 or HSIL; n = 60). IR spectral analysis was coupled with principal component analysis (PCA), with or without subsequent linear discriminant analysis (LDA), to determine if normal versus low-grade versus high-grade exfoliative cytology could be segregated. With increasing severity of atypia, decreases in absorbance intensity were observable throughout the 1,500 cm(−1) to 1,100 cm(−1) spectral region; this included proteins (1,460 cm(−1)), glycoproteins (1,380 cm(−1)), amide III (1,260 cm(−1)), asymmetric (ν(as)) PO(2)(−) (1,225 cm(−1)) and carbohydrates (1,155 cm(−1)). In contrast, symmetric (ν(s)) PO(2)(−) (1,080 cm(−1)) appeared to have an elevated intensity in high-grade cytology. Inter-category variance was associated with protein and DNA conformational changes whereas glycogen status strongly influenced intra-category. Multivariate data reduction of IR spectra using PCA with LDA maximises inter-category variance whilst reducing the influence of intra-class variation towards an objective approach to class cervical cytology based on a biochemical profile.
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spelling pubmed-24934092008-08-01 FTIR Microspectroscopy Coupled with Two-Class Discrimination Segregates Markers Responsible for Inter- and Intra-Category Variance in Exfoliative Cervical Cytology Walsh, Michael J. Singh, Maneesh N. Stringfellow, Helen F. Pollock, Hubert M. Hammiche, Azzedine Grude, Olaug Fullwood, Nigel J. Pitt, Mark A. Martin-Hirsch, Pierre L. Martin, Francis L. Biomark Insights Original Research Infrared (IR) absorbance of cellular biomolecules generates a vibrational spectrum, which can be exploited as a “biochemical fingerprint” of a particular cell type. Biomolecules absorb in the mid-IR (2–20 μm) and Fourier-transform infrared (FTIR) microspectroscopy applied to discriminate different cell types (exfoliative cervical cytology collected into buffered fixative solution) was evaluated. This consisted of cervical cytology free of atypia (i.e. normal; n = 60), specimens categorised as containing low-grade changes (i.e. CIN1 or LSIL; n = 60) and a further cohort designated as high-grade (CIN2/3 or HSIL; n = 60). IR spectral analysis was coupled with principal component analysis (PCA), with or without subsequent linear discriminant analysis (LDA), to determine if normal versus low-grade versus high-grade exfoliative cytology could be segregated. With increasing severity of atypia, decreases in absorbance intensity were observable throughout the 1,500 cm(−1) to 1,100 cm(−1) spectral region; this included proteins (1,460 cm(−1)), glycoproteins (1,380 cm(−1)), amide III (1,260 cm(−1)), asymmetric (ν(as)) PO(2)(−) (1,225 cm(−1)) and carbohydrates (1,155 cm(−1)). In contrast, symmetric (ν(s)) PO(2)(−) (1,080 cm(−1)) appeared to have an elevated intensity in high-grade cytology. Inter-category variance was associated with protein and DNA conformational changes whereas glycogen status strongly influenced intra-category. Multivariate data reduction of IR spectra using PCA with LDA maximises inter-category variance whilst reducing the influence of intra-class variation towards an objective approach to class cervical cytology based on a biochemical profile. Libertas Academica 2008-03-25 /pmc/articles/PMC2493409/ /pubmed/18677422 Text en © 2008 by the authors http://creativecommons.org/licenses/by/3.0 This article is published under the Creative Commons Attribution By licence. For further information go to: http://creativecommons.org/licenses/by/3.0. (http://creativecommons.org/licenses/by/3.0)
spellingShingle Original Research
Walsh, Michael J.
Singh, Maneesh N.
Stringfellow, Helen F.
Pollock, Hubert M.
Hammiche, Azzedine
Grude, Olaug
Fullwood, Nigel J.
Pitt, Mark A.
Martin-Hirsch, Pierre L.
Martin, Francis L.
FTIR Microspectroscopy Coupled with Two-Class Discrimination Segregates Markers Responsible for Inter- and Intra-Category Variance in Exfoliative Cervical Cytology
title FTIR Microspectroscopy Coupled with Two-Class Discrimination Segregates Markers Responsible for Inter- and Intra-Category Variance in Exfoliative Cervical Cytology
title_full FTIR Microspectroscopy Coupled with Two-Class Discrimination Segregates Markers Responsible for Inter- and Intra-Category Variance in Exfoliative Cervical Cytology
title_fullStr FTIR Microspectroscopy Coupled with Two-Class Discrimination Segregates Markers Responsible for Inter- and Intra-Category Variance in Exfoliative Cervical Cytology
title_full_unstemmed FTIR Microspectroscopy Coupled with Two-Class Discrimination Segregates Markers Responsible for Inter- and Intra-Category Variance in Exfoliative Cervical Cytology
title_short FTIR Microspectroscopy Coupled with Two-Class Discrimination Segregates Markers Responsible for Inter- and Intra-Category Variance in Exfoliative Cervical Cytology
title_sort ftir microspectroscopy coupled with two-class discrimination segregates markers responsible for inter- and intra-category variance in exfoliative cervical cytology
topic Original Research
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC2493409/
https://www.ncbi.nlm.nih.gov/pubmed/18677422
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