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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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Autores principales: Świetlicka, Izabela, Muszyński, Siemowit, Prein, Carina, Clausen-Schaumann, Hauke, Aszodi, Attila, Arciszewski, Marcin B., Blicharski, Tomasz, Gagoś, Mariusz, Świetlicki, Michał, Dobrowolski, Piotr, Kras, Katarzyna, Tomaszewska, Ewa, Arczewska, Marta
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2021
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8430473/
https://www.ncbi.nlm.nih.gov/pubmed/34502096
http://dx.doi.org/10.3390/ijms22179189
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author Świetlicka, Izabela
Muszyński, Siemowit
Prein, Carina
Clausen-Schaumann, Hauke
Aszodi, Attila
Arciszewski, Marcin B.
Blicharski, Tomasz
Gagoś, Mariusz
Świetlicki, Michał
Dobrowolski, Piotr
Kras, Katarzyna
Tomaszewska, Ewa
Arczewska, Marta
author_facet Świetlicka, Izabela
Muszyński, Siemowit
Prein, Carina
Clausen-Schaumann, Hauke
Aszodi, Attila
Arciszewski, Marcin B.
Blicharski, Tomasz
Gagoś, Mariusz
Świetlicki, Michał
Dobrowolski, Piotr
Kras, Katarzyna
Tomaszewska, Ewa
Arczewska, Marta
author_sort Świetlicka, Izabela
collection PubMed
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.
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spelling pubmed-84304732021-09-11 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 Świetlicka, Izabela Muszyński, Siemowit Prein, Carina Clausen-Schaumann, Hauke Aszodi, Attila Arciszewski, Marcin B. Blicharski, Tomasz Gagoś, Mariusz Świetlicki, Michał Dobrowolski, Piotr Kras, Katarzyna Tomaszewska, Ewa Arczewska, Marta Int J Mol Sci Article 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. MDPI 2021-08-25 /pmc/articles/PMC8430473/ /pubmed/34502096 http://dx.doi.org/10.3390/ijms22179189 Text en © 2021 by the authors. https://creativecommons.org/licenses/by/4.0/Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (https://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Świetlicka, Izabela
Muszyński, Siemowit
Prein, Carina
Clausen-Schaumann, Hauke
Aszodi, Attila
Arciszewski, Marcin B.
Blicharski, Tomasz
Gagoś, Mariusz
Świetlicki, Michał
Dobrowolski, Piotr
Kras, Katarzyna
Tomaszewska, Ewa
Arczewska, Marta
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 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_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_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
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC8430473/
https://www.ncbi.nlm.nih.gov/pubmed/34502096
http://dx.doi.org/10.3390/ijms22179189
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