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Assessing Corneal Endothelial Damage Using Terahertz Time-Domain Spectroscopy and Support Vector Machines

The endothelial layer of the cornea plays a critical role in regulating its hydration by actively controlling fluid intake in the tissue via transporting the excess fluid out to the aqueous humor. A damaged corneal endothelial layer leads to perturbations in tissue hydration and edema, which can imp...

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Autores principales: Chen, Andrew, Harris, Zachery B., Virk, Arjun, Abazari, Azin, Varadaraj, Kulandaiappan, Honkanen, Robert, Arbab, Mohammad Hassan
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2022
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9735956/
https://www.ncbi.nlm.nih.gov/pubmed/36501773
http://dx.doi.org/10.3390/s22239071
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author Chen, Andrew
Harris, Zachery B.
Virk, Arjun
Abazari, Azin
Varadaraj, Kulandaiappan
Honkanen, Robert
Arbab, Mohammad Hassan
author_facet Chen, Andrew
Harris, Zachery B.
Virk, Arjun
Abazari, Azin
Varadaraj, Kulandaiappan
Honkanen, Robert
Arbab, Mohammad Hassan
author_sort Chen, Andrew
collection PubMed
description The endothelial layer of the cornea plays a critical role in regulating its hydration by actively controlling fluid intake in the tissue via transporting the excess fluid out to the aqueous humor. A damaged corneal endothelial layer leads to perturbations in tissue hydration and edema, which can impact corneal transparency and visual acuity. We utilized a non-contact terahertz (THz) scanner designed for imaging spherical targets to discriminate between ex vivo corneal samples with intact and damaged endothelial layers. To create varying grades of corneal edema, the intraocular pressures of the whole porcine eye globe samples (n = 19) were increased to either 25, 35 or 45 mmHg for 4 h before returning to normal pressure levels at 15 mmHg for the remaining 4 h. Changes in tissue hydration were assessed by differences in spectral slopes between 0.4 and 0.8 THz. Our results indicate that the THz response of the corneal samples can vary according to the differences in the endothelial cell density, as determined by SEM imaging. We show that this spectroscopic difference is statistically significant and can be used to assess the intactness of the endothelial layer. These results demonstrate that THz can noninvasively assess the corneal endothelium and provide valuable complimentary information for the study and diagnosis of corneal diseases that perturb the tissue hydration.
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spelling pubmed-97359562022-12-11 Assessing Corneal Endothelial Damage Using Terahertz Time-Domain Spectroscopy and Support Vector Machines Chen, Andrew Harris, Zachery B. Virk, Arjun Abazari, Azin Varadaraj, Kulandaiappan Honkanen, Robert Arbab, Mohammad Hassan Sensors (Basel) Article The endothelial layer of the cornea plays a critical role in regulating its hydration by actively controlling fluid intake in the tissue via transporting the excess fluid out to the aqueous humor. A damaged corneal endothelial layer leads to perturbations in tissue hydration and edema, which can impact corneal transparency and visual acuity. We utilized a non-contact terahertz (THz) scanner designed for imaging spherical targets to discriminate between ex vivo corneal samples with intact and damaged endothelial layers. To create varying grades of corneal edema, the intraocular pressures of the whole porcine eye globe samples (n = 19) were increased to either 25, 35 or 45 mmHg for 4 h before returning to normal pressure levels at 15 mmHg for the remaining 4 h. Changes in tissue hydration were assessed by differences in spectral slopes between 0.4 and 0.8 THz. Our results indicate that the THz response of the corneal samples can vary according to the differences in the endothelial cell density, as determined by SEM imaging. We show that this spectroscopic difference is statistically significant and can be used to assess the intactness of the endothelial layer. These results demonstrate that THz can noninvasively assess the corneal endothelium and provide valuable complimentary information for the study and diagnosis of corneal diseases that perturb the tissue hydration. MDPI 2022-11-23 /pmc/articles/PMC9735956/ /pubmed/36501773 http://dx.doi.org/10.3390/s22239071 Text en © 2022 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
Chen, Andrew
Harris, Zachery B.
Virk, Arjun
Abazari, Azin
Varadaraj, Kulandaiappan
Honkanen, Robert
Arbab, Mohammad Hassan
Assessing Corneal Endothelial Damage Using Terahertz Time-Domain Spectroscopy and Support Vector Machines
title Assessing Corneal Endothelial Damage Using Terahertz Time-Domain Spectroscopy and Support Vector Machines
title_full Assessing Corneal Endothelial Damage Using Terahertz Time-Domain Spectroscopy and Support Vector Machines
title_fullStr Assessing Corneal Endothelial Damage Using Terahertz Time-Domain Spectroscopy and Support Vector Machines
title_full_unstemmed Assessing Corneal Endothelial Damage Using Terahertz Time-Domain Spectroscopy and Support Vector Machines
title_short Assessing Corneal Endothelial Damage Using Terahertz Time-Domain Spectroscopy and Support Vector Machines
title_sort assessing corneal endothelial damage using terahertz time-domain spectroscopy and support vector machines
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC9735956/
https://www.ncbi.nlm.nih.gov/pubmed/36501773
http://dx.doi.org/10.3390/s22239071
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