Literature DB >> 26057029

Discrimination of healthy and osteoarthritic articular cartilages by Fourier transform infrared imaging and partial least squares-discriminant analysis.

Xue-Xi Zhang1, Jian-Hua Yin1, Zhi-Hua Mao1, Yang Xia2.   

Abstract

Fourier transform infrared imaging (FTIRI) combined with chemometrics algorithm has strong potential to obtain complex chemical information from biology tissues. FTIRI and partial least squares-discriminant analysis (PLS-DA) were used to differentiate healthy and osteoarthritic (OA) cartilages for the first time. A PLS model was built on the calibration matrix of spectra that was randomly selected from the FTIRI spectral datasets of healthy and lesioned cartilage. Leave-one-out cross-validation was performed in the PLS model, and the fitting coefficient between actual and predicted categorical values of the calibration matrix reached 0.95. In the calibration and prediction matrices, the successful identifying percentages of healthy and lesioned cartilage spectra were 100% and 90.24%, respectively. These results demonstrated that FTIRI combined with PLS-DA could provide a promising approach for the categorical identification of healthy and OA cartilage specimens.

Entities:  

Mesh:

Year:  2015        PMID: 26057029      PMCID: PMC4572093          DOI: 10.1117/1.JBO.20.6.060501

Source DB:  PubMed          Journal:  J Biomed Opt        ISSN: 1083-3668            Impact factor:   3.170


  11 in total

Review 1.  The role of the chondrocyte in osteoarthritis.

Authors:  M B Goldring
Journal:  Arthritis Rheum       Date:  2000-09

2.  Fourier transform infrared imaging spectroscopy investigations in the pathogenesis and repair of cartilage.

Authors:  Xiaohong Bi; Xu Yang; Mathias P G Bostrom; Nancy Pleshko Camacho
Journal:  Biochim Biophys Acta       Date:  2006-05-23

3.  Comparative evaluation of spectroscopic models using different multivariate statistical tools in a multicancer scenario.

Authors:  A D Ghanate; S Kothiwale; S P Singh; Dominique Bertrand; C Murali Krishna
Journal:  J Biomed Opt       Date:  2011-02       Impact factor: 3.170

4.  Concentration profiles of collagen and proteoglycan in articular cartilage by Fourier transform infrared imaging and principal component regression.

Authors:  Jianhua Yin; Yang Xia; Mei Lu
Journal:  Spectrochim Acta A Mol Biomol Spectrosc       Date:  2011-12-10       Impact factor: 4.098

5.  Depth-dependent Anisotropy of Proteoglycan in Articular Cartilage by Fourier Transform Infrared Imaging.

Authors:  Jian-Hua Yin; Yang Xia; Nagarajan Ramakrishnan
Journal:  Vib Spectrosc       Date:  2011-11-01       Impact factor: 2.507

6.  Morphological studies on the ageing and osteoarthritis of the articular cartilage in C57 black mice.

Authors:  K Yamamoto; T Shishido; T Masaoka; A Imakiire
Journal:  J Orthop Surg (Hong Kong)       Date:  2005-04       Impact factor: 1.118

7.  Quantitative zonal differentiation of articular cartilage by microscopic magnetic resonance imaging, polarized light microscopy, and Fourier-transform infrared imaging.

Authors:  Ji Hyun Lee; Yang Xia
Journal:  Microsc Res Tech       Date:  2013-03-27       Impact factor: 2.769

8.  Proteoglycan concentrations in healthy and diseased articular cartilage by Fourier transform infrared imaging and principal component regression.

Authors:  Jianhua Yin; Yang Xia
Journal:  Spectrochim Acta A Mol Biomol Spectrosc       Date:  2014-06-11       Impact factor: 4.098

9.  Determination of zonal boundaries in articular cartilage using infrared dichroism.

Authors:  Nagarajan Ramakrishnan; Yang Xia; Aruna Bidthanapally; Mei Lu
Journal:  Appl Spectrosc       Date:  2007-12       Impact factor: 2.388

10.  Optical spectral reflectance of human articular cartilage - relationships with tissue structure, composition and mechanical properties.

Authors:  Jussi Kinnunen; Simo Saarakkala; Markku Hauta-Kasari; Pasi Vahimaa; Jukka S Jurvelin
Journal:  Biomed Opt Express       Date:  2011-04-29       Impact factor: 3.732

View more
  3 in total

Review 1.  Infrared Spectroscopic Imaging Advances as an Analytical Technology for Biomedical Sciences.

Authors:  Tomasz P Wrobel; Rohit Bhargava
Journal:  Anal Chem       Date:  2018-02-06       Impact factor: 6.986

2.  Discrimination of healthy and osteoarthritic articular cartilage by Fourier transform infrared imaging and Fisher's discriminant analysis.

Authors:  Zhi-Hua Mao; Jian-Hua Yin; Xue-Xi Zhang; Xiao Wang; Yang Xia
Journal:  Biomed Opt Express       Date:  2016-01-13       Impact factor: 3.732

Review 3.  Vibrational Spectroscopy in Assessment of Early Osteoarthritis-A Narrative Review.

Authors:  Chen Yu; Bing Zhao; Yan Li; Hengchang Zang; Lian Li
Journal:  Int J Mol Sci       Date:  2021-05-15       Impact factor: 5.923

  3 in total

北京卡尤迪生物科技股份有限公司 © 2022-2023.