Fourier Transform Infrared Microspectroscopy Combined with Principal Component Analysis and Artificial Neural Networks for the Study of the Effect of β-Hydroxy-β-Methylbutyrate (HMB) Supplementation on Articular Cartilage

The potential of Fourier Transform infrared microspectroscopy (FTIR microspectroscopy) and multivariate analyses were applied for the classification of the frequency ranges responsible for the distribution changes of the main components of articular cartilage (AC) that occur during dietary β-hydroxy...

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Main Authors: Izabela Świetlicka, Siemowit Muszyński, Carina Prein, Hauke Clausen-Schaumann, Attila Aszodi, Marcin B. Arciszewski, Tomasz Blicharski, Mariusz Gagoś, Michał Świetlicki, Piotr Dobrowolski, Katarzyna Kras, Ewa Tomaszewska, Marta Arczewska
Format: Article
Language:English
Published: MDPI AG 2021-08-01
Series:International Journal of Molecular Sciences
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Online Access:https://www.mdpi.com/1422-0067/22/17/9189
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spelling doaj-db9c0588fd284876974a79ed76f95ab82021-09-09T13:46:56ZengMDPI AGInternational Journal of Molecular Sciences1661-65961422-00672021-08-01229189918910.3390/ijms22179189Fourier Transform Infrared Microspectroscopy Combined with Principal Component Analysis and Artificial Neural Networks for the Study of the Effect of β-Hydroxy-β-Methylbutyrate (HMB) Supplementation on Articular CartilageIzabela Świetlicka0Siemowit Muszyński1Carina Prein2Hauke Clausen-Schaumann3Attila Aszodi4Marcin B. Arciszewski5Tomasz Blicharski6Mariusz Gagoś7Michał Świetlicki8Piotr Dobrowolski9Katarzyna Kras10Ewa Tomaszewska11Marta Arczewska12Department of Biophysics, Faculty of Environmental Biology, University of Life Sciences in Lublin, 20-950 Lublin, PolandDepartment of Biophysics, Faculty of Environmental Biology, University of Life Sciences in Lublin, 20-950 Lublin, PolandCenter for Applied Tissue Engineering and Regenerative Medicine-CANTER, Munich University of Applied Sciences, 80335 Munich, GermanyCenter for Applied Tissue Engineering and Regenerative Medicine-CANTER, Munich University of Applied Sciences, 80335 Munich, GermanyLaboratory of Cartilage Development, Diseases and Regeneration, Department for Orthopaedics and Trauma Surgery, Musculoskeletal University Centre Munich (MUM), University Hospital, LMU Munich, 82152 Planegg, GermanyDepartment of Animal Anatomy and Histology, University of Life Sciences in Lublin, 20-950 Lublin, PolandChair and Department of Rehabilitation and Orthopedics, Medical University in Lublin, 20-090 Lublin, PolandDepartment of Cell Biology, Maria Curie Sklodowska University, 20-031 Lublin, PolandDepartment of Applied Physics, Faculty of Mechanical Engineering, Lublin University of Technology, 20-618 Lublin, PolandDepartment of Functional Anatomy and Cytobiology, Faculty of Biology and Biotechnology, Maria Curie-Sklodowska University, 20-033 Lublin, PolandDepartment of Animal Anatomy and Histology, University of Life Sciences in Lublin, 20-950 Lublin, PolandDepartment of Animal Physiology, Faculty of Veterinary Medicine, University of Life Sciences in Lublin, 20-950 Lublin, PolandDepartment of Biophysics, Faculty of Environmental Biology, University of Life Sciences in Lublin, 20-950 Lublin, PolandThe potential of Fourier Transform infrared microspectroscopy (FTIR microspectroscopy) and multivariate analyses were applied for the classification of the frequency ranges responsible for the distribution changes of the main components of articular cartilage (AC) that occur during dietary β-hydroxy-β-methyl butyrate (HMB) supplementation. The FTIR imaging analysis of histological AC sections originating from 35-day old male piglets showed the change in the collagen and proteoglycan contents of the HMB-supplemented group compared to the control. The relative amount of collagen content in the superficial zone increased by more than 23% and in the middle zone by about 17%, while no changes in the deep zone were observed compared to the control group. Considering proteoglycans content, a significant increase was registered in the middle and deep zones, respectively; 62% and 52% compared to the control. AFM nanoindentation measurements collected from animals administered with HMB displayed an increase in AC tissue stiffness by detecting a higher value of Young’s modulus in all investigated AC zones. We demonstrated that principal component analysis and artificial neural networks could be trained with spectral information to distinguish AC histological sections and the group under study accurately. This work may support the use and effectiveness of FTIR imaging combined with multivariate analyses as a quantitative alternative to traditional collagenous tissue-related histology.https://www.mdpi.com/1422-0067/22/17/9189FTIR microspectroscopyatomic force microscopyβ-hydroxy-β-methylbutyrate supplementationanimal modelarticular cartilagecollagen
collection DOAJ
language English
format Article
sources DOAJ
author Izabela Świetlicka
Siemowit Muszyński
Carina Prein
Hauke Clausen-Schaumann
Attila Aszodi
Marcin B. Arciszewski
Tomasz Blicharski
Mariusz Gagoś
Michał Świetlicki
Piotr Dobrowolski
Katarzyna Kras
Ewa Tomaszewska
Marta Arczewska
spellingShingle Izabela Świetlicka
Siemowit Muszyński
Carina Prein
Hauke Clausen-Schaumann
Attila Aszodi
Marcin B. Arciszewski
Tomasz Blicharski
Mariusz Gagoś
Michał Świetlicki
Piotr Dobrowolski
Katarzyna Kras
Ewa Tomaszewska
Marta Arczewska
Fourier Transform Infrared Microspectroscopy Combined with Principal Component Analysis and Artificial Neural Networks for the Study of the Effect of β-Hydroxy-β-Methylbutyrate (HMB) Supplementation on Articular Cartilage
International Journal of Molecular Sciences
FTIR microspectroscopy
atomic force microscopy
β-hydroxy-β-methylbutyrate supplementation
animal model
articular cartilage
collagen
author_facet Izabela Świetlicka
Siemowit Muszyński
Carina Prein
Hauke Clausen-Schaumann
Attila Aszodi
Marcin B. Arciszewski
Tomasz Blicharski
Mariusz Gagoś
Michał Świetlicki
Piotr Dobrowolski
Katarzyna Kras
Ewa Tomaszewska
Marta Arczewska
author_sort Izabela Świetlicka
title Fourier Transform Infrared Microspectroscopy Combined with Principal Component Analysis and Artificial Neural Networks for the Study of the Effect of β-Hydroxy-β-Methylbutyrate (HMB) Supplementation on Articular Cartilage
title_short Fourier Transform Infrared Microspectroscopy Combined with Principal Component Analysis and Artificial Neural Networks for the Study of the Effect of β-Hydroxy-β-Methylbutyrate (HMB) Supplementation on Articular Cartilage
title_full Fourier Transform Infrared Microspectroscopy Combined with Principal Component Analysis and Artificial Neural Networks for the Study of the Effect of β-Hydroxy-β-Methylbutyrate (HMB) Supplementation on Articular Cartilage
title_fullStr Fourier Transform Infrared Microspectroscopy Combined with Principal Component Analysis and Artificial Neural Networks for the Study of the Effect of β-Hydroxy-β-Methylbutyrate (HMB) Supplementation on Articular Cartilage
title_full_unstemmed Fourier Transform Infrared Microspectroscopy Combined with Principal Component Analysis and Artificial Neural Networks for the Study of the Effect of β-Hydroxy-β-Methylbutyrate (HMB) Supplementation on Articular Cartilage
title_sort fourier transform infrared microspectroscopy combined with principal component analysis and artificial neural networks for the study of the effect of β-hydroxy-β-methylbutyrate (hmb) supplementation on articular cartilage
publisher MDPI AG
series International Journal of Molecular Sciences
issn 1661-6596
1422-0067
publishDate 2021-08-01
description The potential of Fourier Transform infrared microspectroscopy (FTIR microspectroscopy) and multivariate analyses were applied for the classification of the frequency ranges responsible for the distribution changes of the main components of articular cartilage (AC) that occur during dietary β-hydroxy-β-methyl butyrate (HMB) supplementation. The FTIR imaging analysis of histological AC sections originating from 35-day old male piglets showed the change in the collagen and proteoglycan contents of the HMB-supplemented group compared to the control. The relative amount of collagen content in the superficial zone increased by more than 23% and in the middle zone by about 17%, while no changes in the deep zone were observed compared to the control group. Considering proteoglycans content, a significant increase was registered in the middle and deep zones, respectively; 62% and 52% compared to the control. AFM nanoindentation measurements collected from animals administered with HMB displayed an increase in AC tissue stiffness by detecting a higher value of Young’s modulus in all investigated AC zones. We demonstrated that principal component analysis and artificial neural networks could be trained with spectral information to distinguish AC histological sections and the group under study accurately. This work may support the use and effectiveness of FTIR imaging combined with multivariate analyses as a quantitative alternative to traditional collagenous tissue-related histology.
topic FTIR microspectroscopy
atomic force microscopy
β-hydroxy-β-methylbutyrate supplementation
animal model
articular cartilage
collagen
url https://www.mdpi.com/1422-0067/22/17/9189
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