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A method to estimate biomechanics and mechanical properties of optic nerve head tissues from parameters measurable using optical coherence tomography

Sigal, I A; Grimm, J L; Schuman, J S; Kagemann, L; Ishikawa, H; Wollstein, G
Optic nerve head (ONH) tissue properties and biomechanics remain mostly unmeasurable in the experiment. We hypothesized that these can be estimated numerically from ocular parameters measurable in vivo with optical coherence tomography (OCT). Using parametric models representing human ONHs we simulated acute intraocular pressure (IOP) increases (10 mmHg). Statistical models were fit to predict, from OCT-measurable parameters, 15 outputs, including ONH tissue properties, stresses, and deformations. The calculations were repeated adding parameters that have recently been proposed as potentially measurable with OCT. We evaluated the sensitivity of the predictions to variations in the experimental parameters. Excellent fits were obtained to predict all outputs from the experimental parameters, with cross-validated R2s between 0.957 and 0.998. Incorporating the potentially measurable parameters improved fits significantly. Predictions of tissue stiffness were accurate to within 0.66 MPa for the sclera and 0.24 MPa for the lamina cribrosa. Predictions of strains and stresses were accurate to within 0.62% and 4.9 kPa, respectively. Estimates of ONH biomechanics and tissue properties can be obtained quickly from OCT measurements using an applet that we make freely available. These estimates may improve understanding of the eye sensitivity to IOP and assessment of patient risk for development or progression of glaucoma.
PMCID:5544498
PMID: 24691117
ISSN: 1558-254x
CID: 1892472

In vivo assessment of aqueous humor dynamics upon chronic ocular hypertension and hypotensive drug treatment using gadolinium-enhanced MRI

Ho, Leon C; Conner, Ian P; Do, Chi-Wai; Kim, Seong-Gi; Wu, Ed X; Wollstein, Gadi; Schuman, Joel S; Chan, Kevin C
PURPOSE: Although glaucoma treatments alter aqueous humor (AH) dynamics to lower intraocular pressure, the regulatory mechanisms of AH circulation and their contributions to the pathogenesis of ocular hypertension and glaucoma remain unclear. We hypothesized that gadolinium-enhanced magnetic resonance imaging (Gd-MRI) can visualize and assess AH dynamics upon sustained intraocular pressure elevation and pharmacologic interventions. METHODS: Gadolinium contrast agent was systemically administered to adult rats to mimic soluble AH components entering the anterior chamber (AC) via blood-aqueous barrier. Dynamic Gd-MRI was applied to examine the signal enhancement in AC and vitreous body upon microbead-induced ocular hypertension and unilateral topical applications of latanoprost, timolol maleate, and brimonidine tartrate to healthy eyes. RESULTS: Gadolinium signal time courses in microbead-induced hypertensive eyes possessed faster initial gadolinium uptake and higher peak signals in AC than control eyes, reflective of reduced gadolinium clearance upon microbead occlusion. Opposite trends were observed in latanoprost- and timolol-treated eyes, indicative of their respective drug actions on increased uveoscleral outflow and reduced AH production. The slowest initial gadolinium uptake but strongest peak signals were found in AC of both brimonidine-treated and untreated fellow eyes. These findings drew attention to the systemic effects of topical hypotensive drug treatment. Gadolinium leaked into the vitreous of microbead-induced hypertensive eyes and brimonidine-treated and untreated fellow eyes, suggestive of a compromise of aqueous-vitreous or blood-ocular barrier integrity. CONCLUSIONS: Gadolinium-enhanced MRI allows spatiotemporal and quantitative evaluation of altered AH dynamics and ocular tissue permeability for better understanding the physiological mechanisms of ocular hypertension and the efficacy of antiglaucoma drug treatments.
PMCID:4062398
PMID: 24764067
ISSN: 0146-0404
CID: 1884982

Repeatability of in vivo 3D lamina cribrosa microarchitecture using adaptive optics spectral domain optical coherence tomography

Nadler, Zach; Wang, Bo; Wollstein, Gadi; Nevins, Jessica E; Ishikawa, Hiroshi; Bilonick, Richard; Kagemann, Larry; Sigal, Ian A; Ferguson, R Daniel; Patel, Ankit; Hammer, Daniel X; Schuman, Joel S
We demonstrate the repeatability of lamina cribrosa (LC) microarchitecture for in vivo 3D optical coherence tomography (OCT) scans of healthy, glaucoma suspects, and glaucomatous eyes. Eyes underwent two scans using a prototype adaptive optics spectral domain OCT (AO-SDOCT) device from which LC microarchitecture was semi-automatically segmented. LC segmentations were used to quantify pore and beam structure through several global microarchitecture parameters. Repeatability of LC microarchitecture was assessed qualitatively and quantitatively by calculating parameter imprecision. For all but one parameters (pore volume) measurement imprecision was <4.7% of the mean value, indicating good measurement reproducibility. Imprecision ranged between 27.3% and 54.5% of the population standard deviation for each parameter, while there was not a significant effect on imprecision due to disease status, indicating utility in testing for LC structural trends.
PMCID:3986004
PMID: 24761293
ISSN: 2156-7085
CID: 1884992

IOP elevation reduces Schlemm's canal cross-sectional area

Kagemann, Larry; Wang, Bo; Wollstein, Gadi; Ishikawa, Hiroshi; Nevins, Jessica E; Nadler, Zach; Sigal, Ian A; Bilonick, Richard A; Schuman, Joel S
PURPOSE: Previously, we demonstrated reduced Schlemm's canal cross-sectional area (SC-CSA) with increased perfusion pressure in a cadaveric flow model. The purpose of the present study was to determine the effect of acute IOP elevation on SC-CSA in living human eyes. METHODS: The temporal limbus of 27 eyes of 14 healthy subjects (10 male, 4 female, age 36 +/- 13 years) was imaged by spectral-domain optical coherence tomography at baseline and with IOP elevation (ophthalmodynamometer set at 30-g force). Intraocular pressure was measured at baseline and with IOP elevation by Goldmann applanation tonometry. Vascular landmarks were used to identify corresponding locations in baseline and IOP elevation scan volumes. Schlemm's canal CSA at five locations within a 1-mm length of SC was measured in ImageJ as described previously. A linear mixed-effects model quantified the effect of IOP elevation on SC-CSA. RESULTS: The mean IOP increase was 189%, and the mean SC-CSA decrease was 32% (P < 0.001). The estimate (95% confidence interval) for SC-CSA response to IOP change was -66.6 (-80.6 to -52.7) mum(2)/mm Hg. CONCLUSIONS: Acute IOP elevation significantly reduces SC-CSA in healthy eyes. Acute dynamic response to IOP elevation may be a useful future characterization of ocular health in the management of glaucoma.
PMCID:3968930
PMID: 24526436
ISSN: 0146-0404
CID: 1885002

Association of CAV1/CAV2 genomic variants with primary open-angle glaucoma overall and by gender and pattern of visual field loss

Loomis, Stephanie J; Kang, Jae H; Weinreb, Robert N; Yaspan, Brian L; Cooke Bailey, Jessica N; Gaasterland, Douglas; Gaasterland, Terry; Lee, Richard K; Lichter, Paul R; Budenz, Donald L; Liu, Yutao; Realini, Tony; Friedman, David S; McCarty, Catherine A; Moroi, Sayoko E; Olson, Lana; Schuman, Joel S; Singh, Kuldev; Vollrath, Douglas; Wollstein, Gadi; Zack, Donald J; Brilliant, Murray; Sit, Arthur J; Christen, William G; Fingert, John; Kraft, Peter; Zhang, Kang; Allingham, R Rand; Pericak-Vance, Margaret A; Richards, Julia E; Hauser, Michael A; Haines, Jonathan L; Pasquale, Louis R; Wiggs, Janey L
PURPOSE: The CAV1/CAV2 (caveolin 1 and caveolin 2) genomic region previously was associated with primary open-angle glaucoma (POAG), although replication among independent studies has been variable. The aim of this study was to assess the association between CAV1/CAV2 single nucleotide polymorphisms (SNPs) and POAG in a large case-control dataset and to explore associations by gender and pattern of visual field (VF) loss further. DESIGN: Case-control study. PARTICIPANTS: We analyzed 2 large POAG data sets: the Glaucoma Genes and Environment (GLAUGEN) study (976 cases, 1140 controls) and the National Eye Institute Glaucoma Human Genetics Collaboration (NEIGHBOR) consortium (2132 cases, 2290 controls). METHODS: We studied the association between 70 SNPs located within the CAV1/CAV2 genomic region in the GLAUGEN and NEIGHBOR studies, both genotyped on the Illumina Human 660WQuadv1C BeadChip array and imputed with the Markov Chain Haplotyping algorithm using the HapMap 3 reference panel. We used logistic regression models of POAG in the overall population and separated by gender, as well as by POAG subtypes defined by type of VF defect (peripheral or paracentral). Results from GLAUGEN and NEIGHBOR were meta-analyzed, and a Bonferroni-corrected significance level of 7.7 x 10(-4) was used to account for multiple comparisons. MAIN OUTCOME MEASURES: Overall POAG, overall POAG by gender, and POAG subtypes defined by pattern of early VF loss. RESULTS: We found significant associations between 10 CAV1/CAV2 SNPs and POAG (top SNP, rs4236601; pooled P = 2.61 x 10(-7)). Of these, 9 were significant only in women (top SNP, rs4236601; pooled P = 1.59 x 10(-5)). Five of the 10 CAV1/CAV2 SNPs were associated with POAG with early paracentral VF (top SNP, rs17588172; pooled P = 1.07 x 10(-4)), and none of the 10 were associated with POAG with peripheral VF loss only or POAG among men. CONCLUSIONS: CAV1/CAV2 SNPs were associated significantly with POAG overall, particularly among women. Furthermore, we found an association between CAV1/CAV2 SNPs and POAG with paracentral VF defects. These data support a role for caveolin 1, caveolin 2, or both in POAG and suggest that the caveolins particularly may affect POAG pathogenesis in women and in patients with early paracentral VF defects.
PMCID:3937766
PMID: 24572674
ISSN: 1549-4713
CID: 1885042

Reproducibility of in-vivo OCT measured three-dimensional human lamina cribrosa microarchitecture

Wang, Bo; Nevins, Jessica E; Nadler, Zach; Wollstein, Gadi; Ishikawa, Hiroshi; Bilonick, Richard A; Kagemann, Larry; Sigal, Ian A; Grulkowski, Ireneusz; Liu, Jonathan J; Kraus, Martin; Lu, Chen D; Hornegger, Joachim; Fujimoto, James G; Schuman, Joel S
PURPOSE: To determine the reproducibility of automated segmentation of the three-dimensional (3D) lamina cribrosa (LC) microarchitecture scanned in-vivo using optical coherence tomography (OCT). METHODS: Thirty-nine eyes (8 healthy, 19 glaucoma suspects and 12 glaucoma) from 49 subjects were scanned twice using swept-source (SS-) OCT in a 3.5x3.5x3.64 mm (400x400x896 pixels) volume centered on the optic nerve head, with the focus readjusted after each scan. The LC was automatically segmented and analyzed for microarchitectural parameters, including pore diameter, pore diameter standard deviation (SD), pore aspect ratio, pore area, beam thickness, beam thickness SD, and beam thickness to pore diameter ratio. Reproducibility of the parameters was assessed by computing the imprecision of the parameters between the scans. RESULTS: The automated segmentation demonstrated excellent reproducibility. All LC microarchitecture parameters had an imprecision of less or equal to 4.2%. There was little variability in imprecision with respect to diagnostic category, although the method tends to show higher imprecision amongst healthy subjects. CONCLUSION: The proposed automated segmentation of the LC demonstrated high reproducibility for 3D LC parameters. This segmentation analysis tool will be useful for in-vivo studies of the LC.
PMCID:3991692
PMID: 24747957
ISSN: 1932-6203
CID: 1885062

Gold nanorods as a contrast agent for Doppler optical coherence tomography

Wang, Bo; Kagemann, Larry; Schuman, Joel S; Ishikawa, Hiroshi; Bilonick, Richard A; Ling, Yun; Sigal, Ian A; Nadler, Zach; Francis, Andrew; Sandrian, Michelle G; Wollstein, Gadi
PURPOSE: To investigate gold nanorods (GNRs) as a contrast agent to enhance Doppler optical coherence tomography (OCT) imaging of the intrascleral aqueous humor outflow. METHODS: A serial dilution of GNRs was scanned with a spectral-domain OCT device (Bioptigen, Durham, NC) to visualize Doppler signal. Doppler measurements using GNRs were validated using a controlled flow system. To demonstrate an application of GNR enhanced Doppler, porcine eyes were perfused at constant pressure with mock aqueous alone or 1.0x10(12) GNR/mL mixed with mock aqueous. Twelve Doppler and volumetric SD-OCT scans were obtained from the limbus in a radial fashion incremented by 30 degrees , forming a circular scan pattern. Volumetric flow was computed by integrating flow inside non-connected vessels throughout all 12 scans around the limbus. RESULTS: At the GNR concentration of 0.7x10(12) GNRs/mL, Doppler signal was present through the entire depth of the testing tube without substantial attenuation. A well-defined laminar flow profile was observed for Doppler images of GNRs flowing through the glass capillary tube. The Doppler OCT measured flow profile was not statistically different from the expected flow profile based upon an autoregressive moving average model, with an error of -0.025 to 0.037 mm/s (p = 0.6435). Cross-sectional slices demonstrated the ability to view anterior chamber outflow ex-vivo using GNR-enhanced Doppler OCT. Doppler volumetric flow measurements were comparable to flow recorded by the perfusion system. CONCLUSIONS: GNRs created a measureable Doppler signal within otherwise silent flow fields in OCT Doppler scans. Practical application of this technique was confirmed in a constant pressure ex-vivo aqueous humor outflow model in porcine eyes.
PMCID:3940929
PMID: 24595044
ISSN: 1932-6203
CID: 1885072

In vivo lamina cribrosa micro-architecture in healthy and glaucomatous eyes as assessed by optical coherence tomography

Wang, Bo; Nevins, Jessica E; Nadler, Zach; Wollstein, Gadi; Ishikawa, Hiroshi; Bilonick, Richard A; Kagemann, Larry; Sigal, Ian A; Grulkowski, Ireneusz; Liu, Jonathan J; Kraus, Martin; Lu, Chen D; Hornegger, Joachim; Fujimoto, James G; Schuman, Joel S
PURPOSE: The lamina cribrosa (LC) is a prime location of glaucomatous damage. The purpose of this study was to compare LC 3-dimensional micro-architecture between healthy and glaucomatous eyes in vivo by using optical coherence tomography (OCT). METHODS: Sixty-eight eyes (19 healthy and 49 glaucomatous) from 47 subjects were scanned in a 3.5 x 3.5 x 3.64-mm volume (400 x 400 x 896 pixels) at the optic nerve head by using swept-source OCT. The LC micro-architecture parameters were measured on the visible LC by an automated segmentation algorithm. The LC parameters were compared to diagnosis and visual field mean deviation (VF MD) by using a linear mixed effects model accounting for age. RESULTS: The average VF MD for the healthy and glaucomatous eyes was -0.50 +/- 0.80 dB and -7.84 +/- 8.75 dB, respectively. Beam thickness to pore diameter ratio (P = 0.04) and pore diameter standard deviation (P < 0.01) were increased in glaucomatous eyes. With worse MD, beam thickness to pore diameter ratio (P < 0.01), pore diameter standard deviation (P = 0.05), and beam thickness (P < 0.01) showed a statistically significant increase while pore diameter (P = 0.02) showed a significant decrease. There were no significant interactions between any of the parameters and age (all P > 0.05). CONCLUSIONS: Glaucomatous micro-architecture changes in the LC, detected by OCT analysis, reflect beams remodeling and axonal loss leading to reduction in pore size and increased pore size variability.
PMCID:3869422
PMID: 24302585
ISSN: 0146-0404
CID: 1885082

Signal normalization reduces systematic measurement differences between spectral-domain optical coherence tomography devices

Chen, Chieh-Li; Ishikawa, Hiroshi; Ling, Yun; Wollstein, Gadi; Bilonick, Richard A; Xu, Juan; Fujimoto, James G; Sigal, Ian A; Kagemann, Larry; Schuman, Joel S
PURPOSE: To test the effect of a novel signal normalization method for reducing systematic optical coherence tomography (OCT) measurement differences among multiple spectral-domain (SD) OCT devices. METHODS: A total of 109 eyes from 59 subjects were scanned with two SD-OCT devices (Cirrus and RTVue) at the same visit. Optical coherence tomography image data were normalized to match their signal characteristics between the devices. To compensate signal strength differences, custom high dynamic range (HDR) processing was also applied only to images with substantially lower signal strength. Global mean peripapillary retinal nerve fiber layer (RNFL) thicknesses were then measured automatically from all images using custom segmentation software and were compared to the original device outputs. Structural equation models were used to analyze the absolute RNFL thickness difference between original device outputs and our software outputs after signal normalization. RESULTS: The device-measured RNFL thickness showed a statistically significant difference between the two devices (mean absolute difference 10.58 mum, P < 0.05), while there was no significant difference after normalization on eyes with 62.4-mum or thicker RNFL (mean absolute difference 2.95 mum, P < 0.05). CONCLUSIONS: The signal normalization method successfully reduces the systematic difference in RNFL thickness measurements between two SD-OCT devices. Enabling direct comparison of RNFL thickness obtained from multiple devices would broaden the use of OCT technology in both clinical and research applications.
PMCID:4589142
PMID: 24114534
ISSN: 0146-0404
CID: 1885092

Imaging of the lamina cribrosa in glaucoma: perspectives of pathogenesis and clinical applications

Kim, Tae-Woo; Kagemann, Larry; Girard, Michael J A; Strouthidis, Nicholas G; Sung, Kyung Rim; Leung, Christopher K; Schuman, Joel S; Wollstein, Gadi
The lamina cribrosa (LC) is a sieve-like structure in the sclera where retinal ganglion cell axons exit from the eye. The LC has been known to play a critical role in the pathogenesis of glaucoma. With the advent of imaging technologies, such as enhanced depth imaging, spectral-domain optical coherence tomography (OCT) enables us to unveil the LC in vivo features. The application of adaptive optics technology and a compensatory image-processing algorithm has further improved the visualization of the beams and pores and neural pathways of the LC and the scleral insertion sites. Monitoring the changes of these structures in relation to acute and chronic elevation of intraocular pressure would be germane to decipher the relationship between the stress and strain response of the LC and optic nerve damage and improve our understanding of glaucoma pathophysiology. While the impact of investigating the integrity of LC is substantive, considerable challenges remain for imaging the LC. Nevertheless, with the rapid development of the OCT technology, it is expected that some of these limitations can be overcome and the potentials of LC imaging will be unraveled.
PMCID:5536835
PMID: 23768229
ISSN: 1460-2202
CID: 1885122