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Digital de-waxing on FTIR images
- Source :
- Analyst, Analyst, Royal Society of Chemistry, 2017, 142 (8), pp.1358-1370. ⟨10.1039/c6an01975g⟩, Repositório Institucional da USP (Biblioteca Digital da Produção Intelectual), Universidade de São Paulo (USP), instacron:USP
- Publication Year :
- 2017
- Publisher :
- HAL CCSD, 2017.
-
Abstract
- International audience; This paper presents a procedure that digitally neutralizes the contribution of paraffin to FTIR hyperspectral images. A brief mathematical derivation of the procedure is demonstrated and applied on one normal human colon sample to exemplify the de-waxing procedure. The proposed method includes construction of a paraffin model based on PCA, EMSC normalization and application of two techniques for spectral quality control. We discuss every step in which the researcher needs to take a subjective decision during the de-waxing procedure, and we explain how to make an adequate choice of parameters involved. Application of this procedure to 71 hyperspectral images collected from 55 human colon biopsies (20 normal, 17 ulcerative colitis, and 18 adenocarcinoma) showed that paraffin was appropriately neutralized, which made the de-waxed images adequate for analysis by pattern-recognition techniques such as k-means clustering or PCA-LDA.
- Subjects :
- Computer science
Biopsy
[PHYS.PHYS.PHYS-BIO-PH]Physics [physics]/Physics [physics]/Biological Physics [physics.bio-ph]
Normalization (image processing)
[SDV.CAN]Life Sciences [q-bio]/Cancer
02 engineering and technology
[SDV.BC.BC]Life Sciences [q-bio]/Cellular Biology/Subcellular Processes [q-bio.SC]
01 natural sciences
Biochemistry
MESH: Biopsie L'analyse par grappes Humains Amélioration d'images* Interprétation d'images, assistée par ordinateur * Paraffine* Spectroscopie, transformée de Fourier infrarouge * Cires
Analytical Chemistry
Image Interpretation, Computer-Assisted
Spectroscopy, Fourier Transform Infrared
[SDV.BC.IC]Life Sciences [q-bio]/Cellular Biology/Cell Behavior [q-bio.CB]
Electrochemistry
Cluster Analysis
Humans
Environmental Chemistry
Cluster analysis
Spectroscopy
business.industry
010401 analytical chemistry
Hyperspectral imaging
Pattern recognition
Image enhancement
Image Enhancement
021001 nanoscience & nanotechnology
0104 chemical sciences
[SDV.BBM.BP]Life Sciences [q-bio]/Biochemistry, Molecular Biology/Biophysics
Paraffin
Waxes
[SPI.OPTI]Engineering Sciences [physics]/Optics / Photonic
Artificial intelligence
MATEMÁTICA
0210 nano-technology
business
[SPI.SIGNAL]Engineering Sciences [physics]/Signal and Image processing
Human colon
Subjects
Details
- Language :
- English
- ISSN :
- 00032654 and 13645528
- Database :
- OpenAIRE
- Journal :
- Analyst, Analyst, Royal Society of Chemistry, 2017, 142 (8), pp.1358-1370. ⟨10.1039/c6an01975g⟩, Repositório Institucional da USP (Biblioteca Digital da Produção Intelectual), Universidade de São Paulo (USP), instacron:USP
- Accession number :
- edsair.doi.dedup.....81585be38cc56f84b268eb482ecda548