Literature DB >> 26977354

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

Zhi-Hua Mao1, Jian-Hua Yin2, Xue-Xi Zhang1, Xiao Wang1, Yang Xia3.   

Abstract

Fourier transform infrared spectroscopic imaging (FTIRI) technique can be used to obtain the quantitative information of content and spatial distribution of principal components in cartilage by combining with chemometrics methods. In this study, FTIRI combining with principal component analysis (PCA) and Fisher's discriminant analysis (FDA) was applied to identify the healthy and osteoarthritic (OA) articular cartilage samples. Ten 10-μm thick sections of canine cartilages were imaged at 6.25μm/pixel in FTIRI. The infrared spectra extracted from the FTIR images were imported into SPSS software for PCA and FDA. Based on the PCA result of 2 principal components, the healthy and OA cartilage samples were effectively discriminated by the FDA with high accuracy of 94% for the initial samples (training set) and cross validation, as well as 86.67% for the prediction group. The study showed that cartilage degeneration became gradually weak with the increase of the depth. FTIRI combined with chemometrics may become an effective method for distinguishing healthy and OA cartilages in future.

Entities:  

Keywords:  (070.4790) Spectrum analysis; (300.6300) Spectroscopy, Fourier transforms; (300.6340) Spectroscopy, infrared

Year:  2016        PMID: 26977354      PMCID: PMC4771463          DOI: 10.1364/BOE.7.000448

Source DB:  PubMed          Journal:  Biomed Opt Express        ISSN: 2156-7085            Impact factor:   3.732


  16 in total

1.  In early OA, thinning of the subchondral plate is directly related to cartilage damage: results from a canine ACLT-meniscectomy model.

Authors:  F Intema; H A W Hazewinkel; D Gouwens; J W J Bijlsma; H Weinans; F P J G Lafeber; S C Mastbergen
Journal:  Osteoarthritis Cartilage       Date:  2010-02-06       Impact factor: 6.576

2.  Evaluation of FTIR spectroscopy as diagnostic tool for colorectal cancer using spectral analysis.

Authors:  Liu Dong; Xuejun Sun; Zhang Chao; Shiyun Zhang; Jianbao Zheng; Rajendra Gurung; Junkai Du; Jingsen Shi; Yizhuang Xu; Yuanfu Zhang; Jinguang Wu
Journal:  Spectrochim Acta A Mol Biomol Spectrosc       Date:  2013-11-16       Impact factor: 4.098

Review 3.  Synovial joint degeneration and the syndrome of osteoarthritis.

Authors:  J A Buckwalter; J Martin; H J Mankin
Journal:  Instr Course Lect       Date:  2000

4.  Classification and identification of organic binding media in artworks by means of Fourier transform infrared spectroscopy and principal component analysis.

Authors:  A Sarmiento; M Pérez-Alonso; M Olivares; K Castro; I Martínez-Arkarazo; L A Fernández; J M Madariaga
Journal:  Anal Bioanal Chem       Date:  2011-02-01       Impact factor: 4.142

5.  Imaging of collagen and proteoglycan in cartilage sections using Fourier transform infrared spectral imaging.

Authors:  K Potter; L H Kidder; I W Levin; E N Lewis; R G Spencer
Journal:  Arthritis Rheum       Date:  2001-04

6.  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

Review 7.  [Structure and regulation of articular cartilage proteoglycan expression].

Authors:  F Rédini
Journal:  Pathol Biol (Paris)       Date:  2001-05

8.  Functional tissue engineering of articular cartilage through dynamic loading of chondrocyte-seeded agarose gels.

Authors:  R L Mauck; M A Soltz; C C Wang; D D Wong; P H Chao; W B Valhmu; C T Hung; G A Ateshian
Journal:  J Biomech Eng       Date:  2000-06       Impact factor: 2.097

9.  Further studies on the anisotropic distribution of collagen in articular cartilage by μMRI.

Authors:  ShaoKuan Zheng; Yang Xia; Farid Badar
Journal:  Magn Reson Med       Date:  2010-10-11       Impact factor: 4.668

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

Authors:  Xue-Xi Zhang; Jian-Hua Yin; Zhi-Hua Mao; Yang Xia
Journal:  J Biomed Opt       Date:  2015-06       Impact factor: 3.170

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  2 in total

1.  Formation of Biphasic Hydroxylapatite-Beta Magnesium Tricalcium Phosphate in Heat Treated Salmonid Vertebrae.

Authors:  Don H Butler; Ruth Shahack-Gross
Journal:  Sci Rep       Date:  2017-06-15       Impact factor: 4.379

Review 2.  Applications of Vibrational Spectroscopy for Analysis of Connective Tissues.

Authors:  William Querido; Shital Kandel; Nancy Pleshko
Journal:  Molecules       Date:  2021-02-09       Impact factor: 4.411

  2 in total

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