Bimodal spectroscopy for in vivo characterization of hypertrophic skin tissue : pre-clinical experimentation, data selection and classification
This study aims at investigating the efficiency of bimodal spectroscopy in detection of hypertrophic scar tissue on a preclinical model. Fluorescence and Diffuse Reflectance spectra were collected from 55 scars deliberately created on ears of 20 rabbits, amongst which some received tacrolimus inject...
| Main Authors: | , , , |
|---|---|
| Format: | Online |
| Language: | English |
| Published: |
Optical Society of America
2012
|
| Online Access: | https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3521291/ |
| id |
pubmed-3521291 |
|---|---|
| recordtype |
oai_dc |
| spelling |
pubmed-35212912012-12-14 Bimodal spectroscopy for in vivo characterization of hypertrophic skin tissue : pre-clinical experimentation, data selection and classification Liu, H. Gisquet, H. Blondel, W. Guillemin, F. Spectroscopic Diagnostics This study aims at investigating the efficiency of bimodal spectroscopy in detection of hypertrophic scar tissue on a preclinical model. Fluorescence and Diffuse Reflectance spectra were collected from 55 scars deliberately created on ears of 20 rabbits, amongst which some received tacrolimus injection to provide non-hypertrophic scar tissue. The spectroscopic data measured on hypertrophic and non-hypertrophic scar tissues were used for developing our classification algorithm. Spectral features were extracted from corrected data and analyzed to classify the scar tissues into hypertrophic or non-hypertrophic. The Algorithm was developed using k-NN classifier and validated by comparing to histological classification result with Leave-One-Out cross validation. Bimodal spectroscopy showed promising results in detecting hypertrophic tissue (sensibility 90.5%, specificity 94.4%). The features used for classification were extracted from the autofluorescence spectra collected at 4 CEFS with excitations at 360, 410, and 420 nm. This indicates the hypertrophic process may involve change in concentration of several fluorophores (collagen, elastin and NADH) excited in this range, or modification in volume of explored tissue layers (epidermis and dermis) due to tissue thickening. Optical Society of America 2012-11-16 /pmc/articles/PMC3521291/ /pubmed/23243577 http://dx.doi.org/10.1364/BOE.3.003278 Text en © 2012 Optical Society of America http://creativecommons.org/licenses/by-nc-nd/3.0 This is an open-access article distributed under the terms of the Creative Commons Attribution-Noncommercial-No Derivative Works 3.0 Unported License, which permits download and redistribution, provided that the original work is properly cited. This license restricts the article from being modified or used commercially. |
| repository_type |
Open Access Journal |
| institution_category |
Foreign Institution |
| institution |
US National Center for Biotechnology Information |
| building |
NCBI PubMed |
| collection |
Online Access |
| language |
English |
| format |
Online |
| author |
Liu, H. Gisquet, H. Blondel, W. Guillemin, F. |
| spellingShingle |
Liu, H. Gisquet, H. Blondel, W. Guillemin, F. Bimodal spectroscopy for in vivo characterization of hypertrophic skin tissue : pre-clinical experimentation, data selection and classification |
| author_facet |
Liu, H. Gisquet, H. Blondel, W. Guillemin, F. |
| author_sort |
Liu, H. |
| title |
Bimodal spectroscopy for in vivo characterization of hypertrophic
skin tissue : pre-clinical experimentation, data selection and classification |
| title_short |
Bimodal spectroscopy for in vivo characterization of hypertrophic
skin tissue : pre-clinical experimentation, data selection and classification |
| title_full |
Bimodal spectroscopy for in vivo characterization of hypertrophic
skin tissue : pre-clinical experimentation, data selection and classification |
| title_fullStr |
Bimodal spectroscopy for in vivo characterization of hypertrophic
skin tissue : pre-clinical experimentation, data selection and classification |
| title_full_unstemmed |
Bimodal spectroscopy for in vivo characterization of hypertrophic
skin tissue : pre-clinical experimentation, data selection and classification |
| title_sort |
bimodal spectroscopy for in vivo characterization of hypertrophic
skin tissue : pre-clinical experimentation, data selection and classification |
| description |
This study aims at investigating the efficiency of bimodal spectroscopy in detection of
hypertrophic scar tissue on a preclinical model. Fluorescence and Diffuse Reflectance spectra were
collected from 55 scars deliberately created on ears of 20 rabbits, amongst which some received
tacrolimus injection to provide non-hypertrophic scar tissue. The spectroscopic data measured on
hypertrophic and non-hypertrophic scar tissues were used for developing our classification
algorithm. Spectral features were extracted from corrected data and analyzed to classify the scar
tissues into hypertrophic or non-hypertrophic. The Algorithm was developed using k-NN classifier and
validated by comparing to histological classification result with Leave-One-Out cross validation.
Bimodal spectroscopy showed promising results in detecting hypertrophic tissue (sensibility
90.5%, specificity 94.4%). The features used for classification were extracted from
the autofluorescence spectra collected at 4 CEFS with excitations at 360,
410, and 420 nm. This indicates the hypertrophic process may involve
change in concentration of several fluorophores (collagen, elastin and NADH) excited in this range,
or modification in volume of explored tissue layers (epidermis and dermis) due to tissue
thickening. |
| publisher |
Optical Society of America |
| publishDate |
2012 |
| url |
https://www.ncbi.nlm.nih.gov/pmc/articles/PMC3521291/ |
| _version_ |
1611940134931922944 |