Biomechanics of the keratoconic cornea: Theory, segmentation, pressure distribution, and coupled FE-optimization algorithm
- PMID: 33125958
- DOI: 10.1016/j.jmbbm.2020.104155
Biomechanics of the keratoconic cornea: Theory, segmentation, pressure distribution, and coupled FE-optimization algorithm
Abstract
Understanding of the corneal biomechanical properties is of high interest due to its potential application in the early diagnosis of keratoconus (KC). KC by itself is a non-inflammatory eye disorder causes corneal structural and/or compositional anomalies. The biomechanically weakened cornea is no longer able to preserve the normal shape of the cornea against the intraocular pressure (IOP) and gradually starts to bulge outward, invoking a conical shape and subsequent distorted vision. The most popular way to measure the in vivo corneal biomechanical properties is the CorVis-ST, which enables to analyze the dynamic response of the cornea under a temporary air puff pressure. However, the complications, such as the lack of knowledge on the accurate air-puff pressure distribution on the cornea's surface as a function of the distance from the apex of the cornea as well as the time, hinder us to have a reliable estimation of the cornea's mechanical parameters. This study aims to establish patient-specific geometries of the healthy and KC corneas and calculate the pressure distribution on the cornea's surface as a function of both the distance from the apex of the cornea and time, and thereafter, the viscoelastic mechanical properties of both the healthy and KC corneas using a coupled finite element (FE)-optimization algorithm. To do that, the dynamic deformation response of six healthy and six KC corneas were measured via CorVis-ST. The videos of the in vivo deformation of the corneas under the applied air puff pressure were segmented using our segmentation algorithm to determine the anterior and posterior curvatures of the corneas during the dynamic movement of the cornea. The FE model of the corneas were established using the segmented data and subjected to a negative (pre-stress), positive IOP, and air puff pressure while the floating boundary conditions were applied to the two ends of the corneas' FE models. The simulation results were imported into a loop of FE-optimization algorithm and analyzed until the deformation amplitude at the apex of the cornea reaches to its minimum difference compared to the clinical data by CorVis-ST. The results revealed that the pressure distributions found in the literature as a function of the distance from the apex of the cornea and time unable to provide satisfactory results. Therefore, the pressure distributions both as a function of the distance and time were optimized using our coupled FE-optimization algorithm and employed to estimate the viscoelastic properties of the healthy and KC corneas. The mean percentage error (MPE) of 8.45% and 10.79% were found for the healthy and KC corneas compared to the clinical data of CorVis-ST, respectively. The results also revealed a significantly higher short-time shear modulus for the KC (62.33 MPa) compared to the healthy (37.45 MPa) corneas while the long-time shear modulus of both the healthy and KC corneas were almost the same (4.01 vs. 3.91 MPa). The proposed algorithm is a noninvasive technique capable of accurately estimating the viscoelastic mechanical properties of the cornea, which can contribute to understand the mechanism of KC development and improve diagnosis and intervention in KC.
Keywords: Air puff; CorVis-ST; Cornea; Inverse finite element; Keratoconus; Optimization.
Copyright © 2020 Elsevier Ltd. All rights reserved.
Similar articles
-
Biomechanics of the Healthy and Keratoconic Corneas: A Combination of the Clinical Data, Finite Element Analysis, and Artificial Neural Network.Curr Pharm Des. 2018;24(37):4474-4483. doi: 10.2174/1381612825666181224123939. Curr Pharm Des. 2018. PMID: 30582471
-
In-vivo high-speed biomechanical imaging of the cornea using Corvis ST and digital image correlation.Comput Biol Med. 2023 Feb;153:106540. doi: 10.1016/j.compbiomed.2023.106540. Epub 2023 Jan 11. Comput Biol Med. 2023. PMID: 36646022
-
Biomechanical responses of healthy and keratoconic corneas measured using a noncontact scheimpflug-based tonometer.Invest Ophthalmol Vis Sci. 2014 May 15;55(6):3651-9. doi: 10.1167/iovs.13-13715. Invest Ophthalmol Vis Sci. 2014. PMID: 24833745
-
Biomechanical properties of the keratoconic cornea: a review.Clin Exp Optom. 2015 Jan;98(1):31-8. doi: 10.1111/cxo.12211. Clin Exp Optom. 2015. PMID: 25545947 Review.
-
The effect of keratoconus on the structural, mechanical, and optical properties of the cornea.J Mech Behav Biomed Mater. 2011 Apr;4(3):223-36. doi: 10.1016/j.jmbbm.2010.09.014. Epub 2010 Oct 7. J Mech Behav Biomed Mater. 2011. PMID: 21316609 Review.
Cited by
-
Biomechanics of human trabecular meshwork in healthy and glaucoma eyes via dynamic Schlemm's canal pressurization.Comput Methods Programs Biomed. 2022 Jun;221:106921. doi: 10.1016/j.cmpb.2022.106921. Epub 2022 May 27. Comput Methods Programs Biomed. 2022. PMID: 35660943 Free PMC article.
-
Exploring the Biomechanical Properties of the Human Cornea In Vivo Based on Corvis ST.Front Bioeng Biotechnol. 2021 Nov 17;9:771763. doi: 10.3389/fbioe.2021.771763. eCollection 2021. Front Bioeng Biotechnol. 2021. PMID: 34869287 Free PMC article.
-
A detailed methodology to model the Non Contact Tonometry: a Fluid Structure Interaction study.Front Bioeng Biotechnol. 2022 Oct 4;10:981665. doi: 10.3389/fbioe.2022.981665. eCollection 2022. Front Bioeng Biotechnol. 2022. PMID: 36267451 Free PMC article.
-
Impacts and Correlations on Corneal Biomechanics, Corneal Optical Density and Intraocular Pressure after Cataract Surgery.Diagnostics (Basel). 2024 Jul 18;14(14):1557. doi: 10.3390/diagnostics14141557. Diagnostics (Basel). 2024. PMID: 39061693 Free PMC article.
-
A position- and time-dependent pressure profile to model viscoelastic mechanical behavior of the brain tissue due to tumor growth.Comput Methods Biomech Biomed Engin. 2023 May;26(6):660-672. doi: 10.1080/10255842.2022.2082245. Epub 2022 May 31. Comput Methods Biomech Biomed Engin. 2023. PMID: 35638726 Free PMC article.
MeSH terms
LinkOut - more resources
Full Text Sources
Other Literature Sources
Miscellaneous