Walsh, Michael J. and Singh, Maneesh N. and Stringfellow, Helen F. and Pollock, Hubert M. and Hammiche, Azzedine and Grude, Olaug and Fullwood, Nigel J. and Pitt, Mark A. and Martin-Hirsch, Pierre L. and Martin, Francis L. (2008) FTIR Microspectroscopy Coupled with Two-Class Discrimination Segregates Markers Responsible for Inter- and Intra-Category Variance in Exfoliative Cervical Cytology. Biomarker Insights, 3. pp. 179-189. ISSN 1177-2719
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Abstract
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 (νas) PO2 − (1,225 cm−1) and carbohydrates (1,155 cm−1). In contrast, symmetric (νs) PO2 − (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.
| Item Type: | Article |
|---|---|
| Journal or Publication Title: | Biomarker Insights |
| Uncontrolled Keywords: | biomarker ; cervical cytology ; Fourier-transform infrared microspectroscopy ; high-grade ; low-grade ; principal component analysis |
| Subjects: | Q Science > QH Natural history > QH301 Biology |
| Departments: | Faculty of Science and Technology > Physics Faculty of Health and Medicine > Biomedical & Life Sciences Faculty of Science and Technology > Lancaster Environment Centre Faculty of Health and Medicine |
| ID Code: | 4515 |
| Deposited By: | Mr Michael Walsh |
| Deposited On: | 27 Mar 2008 11:05 |
| Refereed?: | Yes |
| Published?: | Published |
| Last Modified: | 26 Jul 2012 18:12 |
| Identification Number: | |
| URI: | http://eprints.lancs.ac.uk/id/eprint/4515 |
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