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Medicine and Health Sciences Commons

Open Access. Powered by Scholars. Published by Universities.®

Analytical, Diagnostic and Therapeutic Techniques and Equipment

Technological University Dublin

K-Means Cluster Analysis

Publication Year

Articles 1 - 2 of 2

Full-Text Articles in Medicine and Health Sciences

Raman Microspectroscopy For The Early Detection Of Pre-Malignant Changes In Cervical Tissue, Nosheen Rashid, Haq Nawaz, Kelvin W. Poon, Franck Bonnier, Salih Bakhiet, Cara Martin, John O'Leary, Hugh Byrne, Fiona Lyng Dec 2014

Raman Microspectroscopy For The Early Detection Of Pre-Malignant Changes In Cervical Tissue, Nosheen Rashid, Haq Nawaz, Kelvin W. Poon, Franck Bonnier, Salih Bakhiet, Cara Martin, John O'Leary, Hugh Byrne, Fiona Lyng

Articles

Cervical cancer is the third most common cancer affecting women worldwide. The mortality associated with cervical cancer can, however, be significantly reduced if the disease is detected at the pre-malignant stage. The aim of this study was to evaluate the potential of Raman microspectroscopy for elucidation of the biochemical changes associated with the pre-malignant stages of cervical cancer. Formalin fixed paraffin preserved tissue sections from cervical biopsies classified as negative for intraepithelial lesion and malignancy (NILM), low grade squamous intraepithelial lesion (LSIL) or high grade squamous intraepithelial lesion (HSIL) were analysed by Raman spectral mapping. Raman mapping, with K-Means Cluster …


A Comparison Of Raman, Ftir And Atr-Ftir Micro Spectroscopy For Imaging Human Skin Tissue Sections., Syed Mehmood Ali, Franck Bonnier, Helen Lambkin, Kathleen Flynn, V Mcdonagh, Claragh Healy, T C. Lee, Fiona Lyng, Hugh Byrne Jan 2013

A Comparison Of Raman, Ftir And Atr-Ftir Micro Spectroscopy For Imaging Human Skin Tissue Sections., Syed Mehmood Ali, Franck Bonnier, Helen Lambkin, Kathleen Flynn, V Mcdonagh, Claragh Healy, T C. Lee, Fiona Lyng, Hugh Byrne

Articles

Raman and Infrared absorption spectroscopies are compared for the analysis of human hand skin tissue sections. The tissue sections have been formalin fixed and paraffin processed, and subsequently dewaxed. Fourier Transform infrared (FTIR) spectra are preprocessed using the resonant Mie – extended multiplicative scattering algorithm to remove spectral artefacts. FTIR images of resolution 4cm-1, analysed using K-means cluster analysis, reveal the double layer structure of the dermis and epidermis, but no further layer differentiation is achieved using the higher spatial resolution of the Attenuated Total Reflection imaging or improved spectral resolution of 2cm-1. At comparable spectral …