In vivo measurement of shear modulus of the human cornea using optical coherence elastography

Corneal stiffness plays a critical role in shaping the cornea with respect to intraocular pressure and physical interventions. However, it remains difficult to measure the mechanical properties noninvasively. Here, we report the first measurement of shear modulus in human corneas in vivo using optic...

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Published inScientific reports Vol. 10; no. 1; p. 17366
Main Authors Ramier, Antoine, Eltony, Amira M., Chen, YiTong, Clouser, Fatima, Birkenfeld, Judith S., Watts, Amy, Yun, Seok-Hyun
Format Journal Article
LanguageEnglish
Published London Nature Publishing Group UK 15.10.2020
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Abstract Corneal stiffness plays a critical role in shaping the cornea with respect to intraocular pressure and physical interventions. However, it remains difficult to measure the mechanical properties noninvasively. Here, we report the first measurement of shear modulus in human corneas in vivo using optical coherence elastography (OCE) based on surface elastic waves. In a pilot study of 12 healthy subjects aged between 25 and 67, the Rayleigh-wave speed was 7.86 ± 0.75 m/s, corresponding to a shear modulus of 72 ± 14 kPa. Our data reveal two unexpected trends: no correlation was found between the wave speed and IOP between 13–18 mmHg, and shear modulus decreases with age (− 0.32 ± 0.17 m/s per decade). We propose that shear stiffness is governed by the interfibrillar matrix, whereas tensile strength is dominated by collagen fibrils. Rayleigh-wave OCE may prove useful for clinical diagnosis, refractive surgeries, and treatment monitoring.
AbstractList Corneal stiffness plays a critical role in shaping the cornea with respect to intraocular pressure and physical interventions. However, it remains difficult to measure the mechanical properties noninvasively. Here, we report the first measurement of shear modulus in human corneas in vivo using optical coherence elastography (OCE) based on surface elastic waves. In a pilot study of 12 healthy subjects aged between 25 and 67, the Rayleigh-wave speed was 7.86 ± 0.75 m/s, corresponding to a shear modulus of 72 ± 14 kPa. Our data reveal two unexpected trends: no correlation was found between the wave speed and IOP between 13–18 mmHg, and shear modulus decreases with age (− 0.32 ± 0.17 m/s per decade). We propose that shear stiffness is governed by the interfibrillar matrix, whereas tensile strength is dominated by collagen fibrils. Rayleigh-wave OCE may prove useful for clinical diagnosis, refractive surgeries, and treatment monitoring.
Corneal stiffness plays a critical role in shaping the cornea with respect to intraocular pressure and physical interventions. However, it remains difficult to measure the mechanical properties noninvasively. Here, we report the first measurement of shear modulus in human corneas in vivo using optical coherence elastography (OCE) based on surface elastic waves. In a pilot study of 12 healthy subjects aged between 25 and 67, the Rayleigh-wave speed was 7.86 ± 0.75 m/s, corresponding to a shear modulus of 72 ± 14 kPa. Our data reveal two unexpected trends: no correlation was found between the wave speed and IOP between 13-18 mmHg, and shear modulus decreases with age (- 0.32 ± 0.17 m/s per decade). We propose that shear stiffness is governed by the interfibrillar matrix, whereas tensile strength is dominated by collagen fibrils. Rayleigh-wave OCE may prove useful for clinical diagnosis, refractive surgeries, and treatment monitoring.
Corneal stiffness plays a critical role in shaping the cornea with respect to intraocular pressure and physical interventions. However, it remains difficult to measure the mechanical properties noninvasively. Here, we report the first measurement of shear modulus in human corneas in vivo using optical coherence elastography (OCE) based on surface elastic waves. In a pilot study of 12 healthy subjects aged between 25 and 67, the Rayleigh-wave speed was 7.86 ± 0.75 m/s, corresponding to a shear modulus of 72 ± 14 kPa. Our data reveal two unexpected trends: no correlation was found between the wave speed and IOP between 13-18 mmHg, and shear modulus decreases with age (- 0.32 ± 0.17 m/s per decade). We propose that shear stiffness is governed by the interfibrillar matrix, whereas tensile strength is dominated by collagen fibrils. Rayleigh-wave OCE may prove useful for clinical diagnosis, refractive surgeries, and treatment monitoring.Corneal stiffness plays a critical role in shaping the cornea with respect to intraocular pressure and physical interventions. However, it remains difficult to measure the mechanical properties noninvasively. Here, we report the first measurement of shear modulus in human corneas in vivo using optical coherence elastography (OCE) based on surface elastic waves. In a pilot study of 12 healthy subjects aged between 25 and 67, the Rayleigh-wave speed was 7.86 ± 0.75 m/s, corresponding to a shear modulus of 72 ± 14 kPa. Our data reveal two unexpected trends: no correlation was found between the wave speed and IOP between 13-18 mmHg, and shear modulus decreases with age (- 0.32 ± 0.17 m/s per decade). We propose that shear stiffness is governed by the interfibrillar matrix, whereas tensile strength is dominated by collagen fibrils. Rayleigh-wave OCE may prove useful for clinical diagnosis, refractive surgeries, and treatment monitoring.
ArticleNumber 17366
Author Clouser, Fatima
Birkenfeld, Judith S.
Chen, YiTong
Watts, Amy
Eltony, Amira M.
Ramier, Antoine
Yun, Seok-Hyun
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  fullname: Yun, Seok-Hyun
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Cites_doi 10.1097/IIO.0000000000000172
10.1016/0014-4835(72)90139-X
10.1029/JZ067i011p04427
10.1016/j.jcrs.2007.04.021
10.3928/1081597X-20170426-02
10.1109/TMI.2009.2021471
10.1088/1612-2011/11/6/065601
10.1016/j.exer.2014.09.003
10.1167/iovs.14-14997
10.1159/000055492
10.3928/1081597X-20130318-01
10.1364/BOE.3.000473
10.1111/cxo.12211
10.1038/nphoton.2007.250
10.1364/OE.27.016635
10.1371/journal.pone.0209480
10.3928/1081-597X-20070101-11
10.1364/BOE.9.005489
10.1117/1.JBO.21.12.126013
10.1167/iovs.09-4798
10.1016/j.jcrs.2014.04.013
10.1097/ICO.0000000000000504
10.1117/1.3526701
10.1016/j.survophthal.2015.04.002
10.1097/00003226-200201000-00015
10.1038/s41598-019-43811-5
10.1016/j.jmbbm.2016.11.004
10.1038/srep38967
10.1117/1.JBO.22.12.121720
10.1117/1.JBO.18.12.121505
10.1016/j.preteyeres.2009.06.005
10.3928/1081-597X-20071001-11
10.1016/j.exer.2003.07.003
10.1006/exer.2000.0850
10.1016/S0014-4835(80)80027-3
10.1364/BOE.8.001172
10.1167/iovs.12-10710
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References Woo, Kobayashi, Schlegel, Lawrence (CR33) 1972; 14
Sloan, Khalifa, Buckley (CR35) 2014; 55
Smolek, McCarey (CR36) 1990; 31
Song, Huang, Wang (CR40) 2013; 18
Larin, Sampson (CR18) 2017; 8
Ford, Dupps, Rollins, Roy, Hu (CR19) 2011; 16
Ramier, Cheng, Ravicz, Rosowski, Yun (CR25) 2018; 9
Petroll, Miron-Mendoza (CR38) 2015; 133
Backus (CR30) 1962; 67
Han (CR21) 2017; 66
Roberts, Dupps (CR1) 2014; 40
Hollman (CR8) 2002; 21
Vellara, Patel (CR2) 2015; 98
Nayfeh (CR31) 1995
CR32
Knox Cartwright, Tyrer, Marshall (CR27) 2011; 52
Dupps, Netto, Herekar, Krueger (CR10) 2007; 23
Andresen, Ledet, Hager, Josephsen, Ehlers (CR37) 2000; 71
McGhee, Kim, Wilson (CR4) 2015; 34
Meek, Boote (CR29) 2009; 28
Li (CR22) 2014; 11
Radner, Zehetmayer, Skorpik, Mallinger (CR39) 1998; 30
Elsheikh, Wang, Pye (CR7) 2007; 23
De Stefano, Ford, Seven, Dupps (CR20) 2018; 13
Andreassen, Hjorth Simonsen, Oxlund, Simonsen, Oxlund (CR6) 1980; 31
Randleman, Khandelwal, Hafezi (CR3) 2015; 60
Dorronsoro, Pascual, Pérez-Merino, Kling, Marcos (CR13) 2012; 3
Scarcelli, Yun (CR15) 2008; 2
De Stefano, Dupps (CR14) 2017; 57
Shao (CR16) 2019; 9
Tanter, Touboul, Gennisson, Bercoff, Fink (CR9) 2009; 28
Ramier, Tavakol, Yun (CR26) 2019; 27
Nguyen (CR24) 2016; 21
Søndergaard, Ivarsen, Hjortdal (CR34) 2013; 54
Ambrósio, Randleman (CR5) 2013; 29
Ambrósio (CR12) 2017; 33
Ambroziński (CR23) 2016; 6
Ortiz, Piñero, Shabayek, Arnalich-Montiel, Alió (CR11) 2007; 33
Meek, Boote (CR28) 2004; 78
Kirby (CR17) 2017; 22
D Ortiz (74383_CR11) 2007; 33
W Radner (74383_CR39) 1998; 30
A Elsheikh (74383_CR7) 2007; 23
P Shao (74383_CR16) 2019; 9
JL Andresen (74383_CR37) 2000; 71
SR Sloan (74383_CR35) 2014; 55
AP Søndergaard (74383_CR34) 2013; 54
KW Hollman (74383_CR8) 2002; 21
VS De Stefano (74383_CR14) 2017; 57
MR Ford (74383_CR19) 2011; 16
KM Meek (74383_CR28) 2004; 78
74383_CR32
A Ramier (74383_CR25) 2018; 9
GE Backus (74383_CR30) 1962; 67
S Song (74383_CR40) 2013; 18
NE Knox Cartwright (74383_CR27) 2011; 52
J Li (74383_CR22) 2014; 11
TT Andreassen (74383_CR6) 1980; 31
A Ramier (74383_CR26) 2019; 27
T-M Nguyen (74383_CR24) 2016; 21
CNJ McGhee (74383_CR4) 2015; 34
VS De Stefano (74383_CR20) 2018; 13
C Dorronsoro (74383_CR13) 2012; 3
WJ Dupps (74383_CR10) 2007; 23
JB Randleman (74383_CR3) 2015; 60
KM Meek (74383_CR29) 2009; 28
KV Larin (74383_CR18) 2017; 8
R Ambrósio (74383_CR5) 2013; 29
MA Kirby (74383_CR17) 2017; 22
R Ambrósio (74383_CR12) 2017; 33
CJ Roberts (74383_CR1) 2014; 40
Ł Ambroziński (74383_CR23) 2016; 6
S-Y Woo (74383_CR33) 1972; 14
M Tanter (74383_CR9) 2009; 28
G Scarcelli (74383_CR15) 2008; 2
AH Nayfeh (74383_CR31) 1995
MK Smolek (74383_CR36) 1990; 31
HR Vellara (74383_CR2) 2015; 98
Z Han (74383_CR21) 2017; 66
WM Petroll (74383_CR38) 2015; 133
References_xml – volume: 57
  start-page: 75
  year: 2017
  end-page: 86
  ident: CR14
  article-title: Biomechanical diagnostics of the cornea
  publication-title: Int. Ophthalmol. Clin.
  doi: 10.1097/IIO.0000000000000172
– volume: 14
  start-page: 29
  year: 1972
  end-page: 39
  ident: CR33
  article-title: Nonlinear material properties of intact cornea and sclera
  publication-title: Exp. Eye Res.
  doi: 10.1016/0014-4835(72)90139-X
– volume: 67
  start-page: 4427
  year: 1962
  end-page: 4440
  ident: CR30
  article-title: Long-wave elastic anisotropy produced by horizontal layering
  publication-title: J. Geophys. Res.
  doi: 10.1029/JZ067i011p04427
– volume: 33
  start-page: 1371
  year: 2007
  end-page: 1375
  ident: CR11
  article-title: Corneal biomechanical properties in normal, post-laser in situ keratomileusis, and keratoconic eyes
  publication-title: J. Cataract Refract. Surg.
  doi: 10.1016/j.jcrs.2007.04.021
– volume: 33
  start-page: 434
  year: 2017
  end-page: 443
  ident: CR12
  article-title: Integration of Scheimpflug-based corneal tomography and biomechanical assessments for enhancing ectasia detection
  publication-title: J. Refract. Surg.
  doi: 10.3928/1081597X-20170426-02
– volume: 28
  start-page: 1881
  year: 2009
  end-page: 1893
  ident: CR9
  article-title: High-resolution quantitative imaging of cornea elasticity using supersonic shear imaging
  publication-title: IEEE Trans. Med. Imaging
  doi: 10.1109/TMI.2009.2021471
– volume: 11
  start-page: 065601
  year: 2014
  ident: CR22
  article-title: Air-pulse OCE for assessment of age-related changes in mouse cornea in vivo
  publication-title: Laser Phys. Lett.
  doi: 10.1088/1612-2011/11/6/065601
– volume: 133
  start-page: 49
  year: 2015
  end-page: 57
  ident: CR38
  article-title: Mechanical interactions and crosstalk between corneal keratocytes and the extracellular matrix
  publication-title: Exp. Eye Res.
  doi: 10.1016/j.exer.2014.09.003
– volume: 55
  start-page: 7919
  year: 2014
  end-page: 7924
  ident: CR35
  article-title: The location- and depth-dependent mechanical response of the human cornea under shear loading
  publication-title: Investig. Ophthalmol. Vis. Sci.
  doi: 10.1167/iovs.14-14997
– volume: 30
  start-page: 327
  year: 1998
  end-page: 332
  ident: CR39
  article-title: Altered organization of collagen in the apex of keratoconus corneas
  publication-title: Ophthalmic Res.
  doi: 10.1159/000055492
– volume: 29
  start-page: 230
  year: 2013
  end-page: 232
  ident: CR5
  article-title: Screening for ectasia risk: what are we screening for and how should we screen for it?
  publication-title: J. Refract. Surg.
  doi: 10.3928/1081597X-20130318-01
– volume: 3
  start-page: 473
  year: 2012
  ident: CR13
  article-title: Dynamic OCT measurement of corneal deformation by an air puff in normal and cross-linked corneas
  publication-title: Biomed. Opt. Express
  doi: 10.1364/BOE.3.000473
– volume: 98
  start-page: 31
  year: 2015
  end-page: 38
  ident: CR2
  article-title: Biomechanical properties of the keratoconic cornea: a review
  publication-title: Clin. Exp. Optom.
  doi: 10.1111/cxo.12211
– volume: 2
  start-page: 39
  year: 2008
  end-page: 43
  ident: CR15
  article-title: Confocal Brillouin microscopy for three-dimensional mechanical imaging
  publication-title: Nat. Photonics
  doi: 10.1038/nphoton.2007.250
– volume: 27
  start-page: 16635
  year: 2019
  ident: CR26
  article-title: Measuring mechanical wave speed, dispersion, and viscoelastic modulus of the cornea using optical coherence elastography
  publication-title: Opt. Express
  doi: 10.1364/OE.27.016635
– volume: 13
  start-page: e0209480
  year: 2018
  ident: CR20
  article-title: Live human assessment of depth-dependent corneal displacements with swept-source optical coherence elastography
  publication-title: PLoS ONE
  doi: 10.1371/journal.pone.0209480
– volume: 23
  start-page: 66
  year: 2007
  end-page: 75
  ident: CR10
  article-title: Surface wave elastometry of the cornea in porcine and human donor eyes
  publication-title: J. Refract. Surg.
  doi: 10.3928/1081-597X-20070101-11
– volume: 31
  start-page: 1087
  year: 1990
  end-page: 1095
  ident: CR36
  article-title: Interlamellar adhesive strength in human eyebank corneas
  publication-title: Investig. Ophthalmol. Vis. Sci.
– volume: 9
  start-page: 5489
  year: 2018
  ident: CR25
  article-title: Mapping the phase and amplitude of ossicular chain motion using sound-synchronous optical coherence vibrography
  publication-title: Biomed. Opt. Express
  doi: 10.1364/BOE.9.005489
– volume: 21
  start-page: 126013
  year: 2016
  ident: CR24
  article-title: Diffuse shear wave imaging: toward passive elastography using low-frame rate spectral-domain optical coherence tomography
  publication-title: J. Biomed. Opt.
  doi: 10.1117/1.JBO.21.12.126013
– volume: 52
  start-page: 4324
  year: 2011
  end-page: 4329
  ident: CR27
  article-title: Age-related differences in the elasticity of the human cornea
  publication-title: Investig. Ophthalmol. Vis. Sci.
  doi: 10.1167/iovs.09-4798
– volume: 40
  start-page: 991
  year: 2014
  end-page: 998
  ident: CR1
  article-title: Biomechanics of corneal ectasia and biomechanical treatments
  publication-title: J. Cataract Refract. Surg.
  doi: 10.1016/j.jcrs.2014.04.013
– volume: 34
  start-page: S16
  issue: Suppl 1
  year: 2015
  end-page: S23
  ident: CR4
  article-title: Contemporary treatment paradigms in keratoconus
  publication-title: Cornea
  doi: 10.1097/ICO.0000000000000504
– volume: 16
  start-page: 016005
  year: 2011
  ident: CR19
  article-title: Method for optical coherence elastography of the cornea
  publication-title: J. Biomed. Opt.
  doi: 10.1117/1.3526701
– volume: 60
  start-page: 509
  year: 2015
  end-page: 523
  ident: CR3
  article-title: Corneal cross-linking
  publication-title: Surv. Ophthalmol.
  doi: 10.1016/j.survophthal.2015.04.002
– year: 1995
  ident: CR31
  publication-title: Wave Propagation in Layered Anisotropic Media: With Applications to Composites
– volume: 21
  start-page: 68
  year: 2002
  end-page: 73
  ident: CR8
  article-title: Strain imaging of corneal tissue with an ultrasound elasticity microscope
  publication-title: Cornea
  doi: 10.1097/00003226-200201000-00015
– volume: 9
  start-page: 7467
  year: 2019
  ident: CR16
  article-title: Spatially-resolved Brillouin spectroscopy reveals biomechanical abnormalities in mild to advanced keratoconus in vivo
  publication-title: Sci. Rep.
  doi: 10.1038/s41598-019-43811-5
– ident: CR32
– volume: 66
  start-page: 87
  year: 2017
  end-page: 94
  ident: CR21
  article-title: Optical coherence elastography assessment of corneal viscoelasticity with a modified Rayleigh-Lamb wave model
  publication-title: J. Mech. Behav. Biomed. Mater.
  doi: 10.1016/j.jmbbm.2016.11.004
– volume: 6
  start-page: 38967
  year: 2016
  ident: CR23
  article-title: Acoustic micro-tapping for non-contact 4D imaging of tissue elasticity
  publication-title: Sci. Rep.
  doi: 10.1038/srep38967
– volume: 22
  start-page: 121720
  year: 2017
  ident: CR17
  article-title: Optical coherence elastography in ophthalmology
  publication-title: J. Biomed. Opt.
  doi: 10.1117/1.JBO.22.12.121720
– volume: 18
  start-page: 121505
  year: 2013
  ident: CR40
  article-title: Tracking mechanical wave propagation within tissue using phase-sensitive optical coherence tomography: motion artifact and its compensation
  publication-title: J. Biomed. Opt.
  doi: 10.1117/1.JBO.18.12.121505
– volume: 28
  start-page: 369
  year: 2009
  end-page: 392
  ident: CR29
  article-title: The use of X-ray scattering techniques to quantify the orientation and distribution of collagen in the corneal stroma
  publication-title: Prog. Retin. Eye Res.
  doi: 10.1016/j.preteyeres.2009.06.005
– volume: 23
  start-page: 808
  year: 2007
  end-page: 818
  ident: CR7
  article-title: Determination of the modulus of elasticity of the human cornea
  publication-title: J. Refract. Surg.
  doi: 10.3928/1081-597X-20071001-11
– volume: 78
  start-page: 503
  year: 2004
  end-page: 512
  ident: CR28
  article-title: The organization of collagen in the corneal stroma
  publication-title: Exp. Eye Res.
  doi: 10.1016/j.exer.2003.07.003
– volume: 71
  start-page: 33
  year: 2000
  end-page: 43
  ident: CR37
  article-title: The influence of corneal stromal matrix proteins on the migration of human corneal fibroblasts
  publication-title: Exp. Eye Res.
  doi: 10.1006/exer.2000.0850
– volume: 31
  start-page: 435
  year: 1980
  end-page: 441
  ident: CR6
  article-title: Biomechanical properties of keratoconus and normal corneas
  publication-title: Exp. Eye Res.
  doi: 10.1016/S0014-4835(80)80027-3
– volume: 8
  start-page: 1172
  year: 2017
  end-page: 1202
  ident: CR18
  article-title: Optical coherence elastography—OCT at work in tissue biomechanics [Invited]
  publication-title: Biomed. Opt. Express
  doi: 10.1364/BOE.8.001172
– volume: 54
  start-page: 5059
  year: 2013
  end-page: 5069
  ident: CR34
  article-title: Corneal resistance to shear force after UVA-riboflavin cross-linking
  publication-title: Investig. Ophthalmol. Vis. Sci.
  doi: 10.1167/iovs.12-10710
– volume: 9
  start-page: 5489
  year: 2018
  ident: 74383_CR25
  publication-title: Biomed. Opt. Express
  doi: 10.1364/BOE.9.005489
– volume-title: Wave Propagation in Layered Anisotropic Media: With Applications to Composites
  year: 1995
  ident: 74383_CR31
– volume: 6
  start-page: 38967
  year: 2016
  ident: 74383_CR23
  publication-title: Sci. Rep.
  doi: 10.1038/srep38967
– volume: 67
  start-page: 4427
  year: 1962
  ident: 74383_CR30
  publication-title: J. Geophys. Res.
  doi: 10.1029/JZ067i011p04427
– volume: 33
  start-page: 1371
  year: 2007
  ident: 74383_CR11
  publication-title: J. Cataract Refract. Surg.
  doi: 10.1016/j.jcrs.2007.04.021
– volume: 28
  start-page: 369
  year: 2009
  ident: 74383_CR29
  publication-title: Prog. Retin. Eye Res.
  doi: 10.1016/j.preteyeres.2009.06.005
– volume: 2
  start-page: 39
  year: 2008
  ident: 74383_CR15
  publication-title: Nat. Photonics
  doi: 10.1038/nphoton.2007.250
– volume: 21
  start-page: 126013
  year: 2016
  ident: 74383_CR24
  publication-title: J. Biomed. Opt.
  doi: 10.1117/1.JBO.21.12.126013
– volume: 18
  start-page: 121505
  year: 2013
  ident: 74383_CR40
  publication-title: J. Biomed. Opt.
  doi: 10.1117/1.JBO.18.12.121505
– ident: 74383_CR32
– volume: 55
  start-page: 7919
  year: 2014
  ident: 74383_CR35
  publication-title: Investig. Ophthalmol. Vis. Sci.
  doi: 10.1167/iovs.14-14997
– volume: 66
  start-page: 87
  year: 2017
  ident: 74383_CR21
  publication-title: J. Mech. Behav. Biomed. Mater.
  doi: 10.1016/j.jmbbm.2016.11.004
– volume: 30
  start-page: 327
  year: 1998
  ident: 74383_CR39
  publication-title: Ophthalmic Res.
  doi: 10.1159/000055492
– volume: 21
  start-page: 68
  year: 2002
  ident: 74383_CR8
  publication-title: Cornea
  doi: 10.1097/00003226-200201000-00015
– volume: 8
  start-page: 1172
  year: 2017
  ident: 74383_CR18
  publication-title: Biomed. Opt. Express
  doi: 10.1364/BOE.8.001172
– volume: 54
  start-page: 5059
  year: 2013
  ident: 74383_CR34
  publication-title: Investig. Ophthalmol. Vis. Sci.
  doi: 10.1167/iovs.12-10710
– volume: 14
  start-page: 29
  year: 1972
  ident: 74383_CR33
  publication-title: Exp. Eye Res.
  doi: 10.1016/0014-4835(72)90139-X
– volume: 31
  start-page: 1087
  year: 1990
  ident: 74383_CR36
  publication-title: Investig. Ophthalmol. Vis. Sci.
– volume: 40
  start-page: 991
  year: 2014
  ident: 74383_CR1
  publication-title: J. Cataract Refract. Surg.
  doi: 10.1016/j.jcrs.2014.04.013
– volume: 60
  start-page: 509
  year: 2015
  ident: 74383_CR3
  publication-title: Surv. Ophthalmol.
  doi: 10.1016/j.survophthal.2015.04.002
– volume: 16
  start-page: 016005
  year: 2011
  ident: 74383_CR19
  publication-title: J. Biomed. Opt.
  doi: 10.1117/1.3526701
– volume: 29
  start-page: 230
  year: 2013
  ident: 74383_CR5
  publication-title: J. Refract. Surg.
  doi: 10.3928/1081597X-20130318-01
– volume: 28
  start-page: 1881
  year: 2009
  ident: 74383_CR9
  publication-title: IEEE Trans. Med. Imaging
  doi: 10.1109/TMI.2009.2021471
– volume: 13
  start-page: e0209480
  year: 2018
  ident: 74383_CR20
  publication-title: PLoS ONE
  doi: 10.1371/journal.pone.0209480
– volume: 98
  start-page: 31
  year: 2015
  ident: 74383_CR2
  publication-title: Clin. Exp. Optom.
  doi: 10.1111/cxo.12211
– volume: 23
  start-page: 808
  year: 2007
  ident: 74383_CR7
  publication-title: J. Refract. Surg.
  doi: 10.3928/1081-597X-20071001-11
– volume: 33
  start-page: 434
  year: 2017
  ident: 74383_CR12
  publication-title: J. Refract. Surg.
  doi: 10.3928/1081597X-20170426-02
– volume: 23
  start-page: 66
  year: 2007
  ident: 74383_CR10
  publication-title: J. Refract. Surg.
  doi: 10.3928/1081-597X-20070101-11
– volume: 52
  start-page: 4324
  year: 2011
  ident: 74383_CR27
  publication-title: Investig. Ophthalmol. Vis. Sci.
  doi: 10.1167/iovs.09-4798
– volume: 3
  start-page: 473
  year: 2012
  ident: 74383_CR13
  publication-title: Biomed. Opt. Express
  doi: 10.1364/BOE.3.000473
– volume: 11
  start-page: 065601
  year: 2014
  ident: 74383_CR22
  publication-title: Laser Phys. Lett.
  doi: 10.1088/1612-2011/11/6/065601
– volume: 133
  start-page: 49
  year: 2015
  ident: 74383_CR38
  publication-title: Exp. Eye Res.
  doi: 10.1016/j.exer.2014.09.003
– volume: 34
  start-page: S16
  issue: Suppl 1
  year: 2015
  ident: 74383_CR4
  publication-title: Cornea
  doi: 10.1097/ICO.0000000000000504
– volume: 78
  start-page: 503
  year: 2004
  ident: 74383_CR28
  publication-title: Exp. Eye Res.
  doi: 10.1016/j.exer.2003.07.003
– volume: 71
  start-page: 33
  year: 2000
  ident: 74383_CR37
  publication-title: Exp. Eye Res.
  doi: 10.1006/exer.2000.0850
– volume: 22
  start-page: 121720
  year: 2017
  ident: 74383_CR17
  publication-title: J. Biomed. Opt.
  doi: 10.1117/1.JBO.22.12.121720
– volume: 31
  start-page: 435
  year: 1980
  ident: 74383_CR6
  publication-title: Exp. Eye Res.
  doi: 10.1016/S0014-4835(80)80027-3
– volume: 27
  start-page: 16635
  year: 2019
  ident: 74383_CR26
  publication-title: Opt. Express
  doi: 10.1364/OE.27.016635
– volume: 9
  start-page: 7467
  year: 2019
  ident: 74383_CR16
  publication-title: Sci. Rep.
  doi: 10.1038/s41598-019-43811-5
– volume: 57
  start-page: 75
  year: 2017
  ident: 74383_CR14
  publication-title: Int. Ophthalmol. Clin.
  doi: 10.1097/IIO.0000000000000172
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Snippet Corneal stiffness plays a critical role in shaping the cornea with respect to intraocular pressure and physical interventions. However, it remains difficult to...
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SubjectTerms 631/1647/245/2226
639/301/923/1029
639/624/1111/55
Adult
Aged
Cornea - diagnostic imaging
Elasticity Imaging Techniques - methods
Humanities and Social Sciences
Humans
Middle Aged
multidisciplinary
Pilot Projects
Science
Science (multidisciplinary)
Stress, Mechanical
Tomography, Optical Coherence - methods
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Title In vivo measurement of shear modulus of the human cornea using optical coherence elastography
URI https://link.springer.com/article/10.1038/s41598-020-74383-4
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