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Agreement among graders on Heidelberg retina tomograph (HRT) topographic change analysis (TCA) glaucoma progression interpretation
Iester, Michele M; Wollstein, Gadi; Bilonick, Richard A; Xu, Juan; Ishikawa, Hiroshi; Kagemann, Larry; Schuman, Joel S
PURPOSE: To evaluate agreement among experts of Heidelberg retina tomography's (HRT) topographic change analysis (TCA) printout interpretations of glaucoma progression and explore methods for improving agreement. METHODS: 109 eyes of glaucoma, glaucoma suspect and healthy subjects with >/=5 visits and 2 good quality HRT scans acquired at each visit were enrolled. TCA printouts were graded as progression or non-progression. Each grader was presented with 2 sets of tests: a randomly selected single test from each visit and both tests from each visit. Furthermore, the TCA printouts were classified with grader's individual criteria and with predefined criteria (reproducible changes within the optic nerve head, disregarding changes along blood vessels or at steep rim locations and signs of image distortion). Agreement among graders was modelled using common latent factor measurement error structural equation models for ordinal data. RESULTS: Assessment of two scans per visit without using the predefined criteria reduced overall agreement, as indicated by a reduction in the slope, reflecting the correlation with the common factor, for all graders with no effect on reducing the range of the intercepts between the graders. Using the predefined criteria improved grader agreement, as indicated by the narrower range of intercepts among the graders compared with assessment using individual grader's criteria. CONCLUSIONS: A simple set of predefined common criteria improves agreement between graders in assessing TCA progression. The inclusion of additional scans from each visit does not improve the agreement. We, therefore, recommend setting standardised criteria for TCA progression evaluation.
PMCID:4472474
PMID: 25336573
ISSN: 1468-2079
CID: 1884792
Psychophysical evaluation of haptic perception under augmentation by a handheld device
Wu, Bing; Klatzky, Roberta; Lee, Randy; Shivaprabhu, Vikas; Galeotti, John; Siegel, Mel; Schuman, Joel S; Hollis, Ralph; Stetten, George
OBJECTIVE: This study investigated the effectiveness of force augmentation in haptic perception tasks. BACKGROUND: Considerable engineering effort has been devoted to developing force augmented reality (AR) systems to assist users in delicate procedures like microsurgery. In contrast, far less has been done to characterize the behavioral outcomes of these systems, and no research has systematically examined the impact of sensory and perceptual processes on force augmentation effectiveness. METHOD: Using a handheld force magnifier as an exemplar haptic AR, we conducted three experiments to characterize its utility in the perception of force and stiffness. Experiments 1 and 2 measured, respectively, the user's ability to detect and differentiate weak force (<0.5 N) with or without the assistance of the device and compared it to direct perception. Experiment 3 examined the perception of stiffness through the force augmentation. RESULTS: The user's ability to detect and differentiate small forces was significantly improved by augmentation at both threshold and suprathreshold levels. The augmentation also enhanced stiffness perception. However, although perception of augmented forces matches that of the physical equivalent for weak forces, it falls off with increasing intensity. CONCLUSION: The loss in the effectiveness reflects the nature of sensory and perceptual processing. Such perceptual limitations should be taken into consideration in the design and development of haptic AR systems to maximize utility. APPLICATION: The findings provide useful information for building effective haptic AR systems, particularly for use in microsurgery.
PMCID:4480420
PMID: 25875439
ISSN: 0018-7208
CID: 1884782
Combining measurements from three anatomical areas for glaucoma diagnosis using Fourier-domain optical coherence tomography
Loewen, Nils A; Zhang, Xinbo; Tan, Ou; Francis, Brian A; Greenfield, David S; Schuman, Joel S; Varma, Rohit; Huang, David
AIMS: To improve the diagnostic power for glaucoma by combining measurements of peripapillary nerve fibre layer (NFL), macular ganglion cell complex (GCC) and disc variables obtained with Fourier-domain optical coherence tomography (FD-OCT) into the glaucoma structural diagnostic index (GSDI). METHODS: In this observational, cross-sectional study of subjects from the Advanced Imaging of Glaucoma Study, GCC and NFL of healthy and perimetrical glaucoma subjects from four major academic referral centres of the Advanced Imaging of Glaucoma Study were mapped with the RTVue FD-OCT. Global loss volume and focal loss volume parameters were defined using NFL and GCC normative reference maps. Optimal weights for NFL, GCC and disc variables were combined using multivariate logistic regression to build the GSDI. Glaucoma severity was classified using the Enhanced Glaucoma Staging System (GSS2). Diagnostic accuracy was assessed by sensitivity, specificity and the area under the receiver operator characteristic curve (AUC). RESULTS: We analysed 118 normal eyes of 60 subjects, 236 matched eyes of 166 subjects with perimetrical glaucoma, and 105 eyes from a healthy reference group of 61 subjects. The GSDI included composite overall thickness and focal loss volume with weighted NFL and GCC components, as well as the vertical cup-to-disc ratio. The AUC of 0.922 from leave-one-out cross validation was better than the best component variable alone (p=0.047). The partial AUC in the high specificity region was also better (p=0.01), with a sensitivity of 69% at 99% specificity, and a sensitivity of 80.3% at 95% specificity. For GSS2 stages 3-5 the sensitivity was 98% at 99% specificity, and 100% at 95% specificity. CONCLUSIONS: Combining structural measurements of GCC, NFL and disc variables from FD-OCT created a GSDI that improved the accuracy for glaucoma diagnosis. TRIAL REGISTRATION NUMBER: NCT01314326.
PMCID:5457797
PMID: 25795917
ISSN: 1468-2079
CID: 1884712
Measuring Blood Flow: So What? [Comment]
Schuman, Joel S
PMCID:5518780
PMID: 26203625
ISSN: 2168-6173
CID: 1884722
In-Vivo Laminar and Sclera! Canal Displacements During Acute Intracranial and Intraocular Pressure Elevation in Monkeys [Meeting Abstract]
Huong Tran; Wang, Yuqi; Wang, Bo; Wollstein, Gadi; Smith, Matthew A; Kagemann, Larry; Ishikawa, Hiroshi; Schuman, Joel S; Tyler-Kabara, Elizabeth; Sigal, Ian A
ISI:000362891107219
ISSN: 0146-0404
CID: 1887572
Relationship between visual brain connectivity and duration of blindness depends on onset of visual deprivation [Meeting Abstract]
Chan, Kevin C; Murphy, Matthew C; Fisher, Christopher; Kim, Seong-Gi; Schuman, Joel S; Nau, Amy C
ISI:000362891102280
ISSN: 0146-0404
CID: 1887532
A microstructural basis for nonlinear effects of IOP on the lamina cribrosa and sclera [Meeting Abstract]
Sigal, Ian A; Jan, Ning-Jiun; Moed, Saundria; O'Malley, Ryan; Huong Tran; Bilonick, Richard Anthony; Ishikawa, Hiroshi; Kagemann, Larry; Schuman, Joel S; Wollstein, Gadi
ISI:000362891104179
ISSN: 0146-0404
CID: 1887552
A Statistical Method to Detect Abnormal Observations in Multivariate Longitudinal Data Measurements [Meeting Abstract]
Ling, Yun; Bilonick, Richard Anthony; Wollstein, Gadi; Ishikawa, Hiroshi; Kagemann, Larry; Sandrian, Michelle Gabriele; Schuman, Joel S
ISI:000362891104360
ISSN: 0146-0404
CID: 1887562
Quantitative 3D-OCT motion correction with tilt and illumination correction, robust similarity measure and regularization
Kraus, Martin F; Liu, Jonathan J; Schottenhamml, Julia; Chen, Chieh-Li; Budai, Attila; Branchini, Lauren; Ko, Tony; Ishikawa, Hiroshi; Wollstein, Gadi; Schuman, Joel; Duker, Jay S; Fujimoto, James G; Hornegger, Joachim
Variability in illumination, signal quality, tilt and the amount of motion pose challenges for post-processing based 3D-OCT motion correction algorithms. We present an advanced 3D-OCT motion correction algorithm using image registration and orthogonal raster scan patterns aimed at addressing these challenges. An intensity similarity measure using the pseudo Huber norm and a regularization scheme based on a pseudo L0.5 norm are introduced. A two-stage registration approach was developed. In the first stage, only axial motion and axial tilt are coarsely corrected. This result is then used as the starting point for a second stage full optimization. In preprocessing, a bias field estimation based approach to correct illumination differences in the input volumes is employed. Quantitative evaluation was performed using a large set of data acquired from 73 healthy and glaucomatous eyes using SD-OCT systems. OCT volumes of both the optic nerve head and the macula region acquired with three independent orthogonal volume pairs for each location were used to assess reproducibility. The advanced motion correction algorithm using the techniques presented in this paper was compared to a basic algorithm corresponding to an earlier version and to performing no motion correction. Errors in segmentation-based measures such as layer positions, retinal and nerve fiber thickness, as well as the blood vessel pattern were evaluated. The quantitative results consistently show that reproducibility is improved considerably by using the advanced algorithm, which also significantly outperforms the basic algorithm. The mean of the mean absolute retinal thickness difference over all data was 9.9 um without motion correction, 7.1 um using the basic algorithm and 5.0 um using the advanced algorithm. Similarly, the blood vessel likelihood map error is reduced to 69% of the uncorrected error for the basic and to 47% of the uncorrected error for the advanced algorithm. These results demonstrate that our advanced motion correction algorithm has the potential to improve the reliability of quantitative measurements derived from 3D-OCT data substantially.
PMCID:4132991
PMID: 25136488
ISSN: 2156-7085
CID: 2297752
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