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An automated method for choroidal thickness measurement from Enhanced Depth Imaging Optical Coherence Tomography images
Hussain, Md Akter; Bhuiyan, Alauddin; Ishikawa, Hiroshi; Theodore Smith, R; Schuman, Joel S; Kotagiri, Ramamohanrao
The choroid is vascular tissue located underneath the retina and supplies oxygen to the outer retina; any damage to this tissue can be a precursor to retinal diseases. This paper presents an automated method of choroidal segmentation from Enhanced Depth Imaging Optical Coherence Tomography (EDI-OCT) images. The Dijkstra shortest path algorithm is used to segment the choroid-sclera interface (CSI), the outermost border of the choroid. A novel intensity-normalisation technique that is based on the depth of the choroid is used to equalise the intensity of all non-vessel pixels in the choroid region. The outer boundary of choroidal vessel and CSI are determined approximately and incorporated to the edge weight of the CSI segmentation to choose optimal edge weights. This method is tested on 190 B-scans of 10 subjects against choroid thickness (CTh) results produced manually by two graders. For comparison, results obtained by two state-of-the-art automated methods and our proposed method are compared against the manual grading, and our proposed method performed the best. The mean root-mean-square error (RMSE) for finding the CSI boundary by our method is 7.71±6.29 pixels, which is significantly lower than the RMSE for the two other state-of-the-art methods (36.17±11.97 pixels and 44.19±19.51 pixels). The correlation coefficient for our method is 0.76, and 0.51 and 0.66 for the other two state-of-the-art methods. The interclass correlation coefficients are 0.72, 0.43 and 0.56 respectively. Our method is highly accurate, robust, reliable and consistent. This identification can enable to quantify the biomarkers of the choroidin large scale study for assessing, monitoring disease progression as well as early detection of retinal diseases. Identification of the boundary can help to determine the loss or change of choroid, which can be used as features for the automatic determination of the stages of retinal diseases.
PMID: 29366655
ISSN: 1879-0771
CID: 2929232
Student perceptions of the ophthalmology curriculum in medical school [Meeting Abstract]
Cobbs, Lucy; Tsui, Edmund; Haberman, Ilyse; Kim, Eleanore; Sperber, Laurence; Wu, Mengfei; Schuman, Joel
ISI:000442932807279
ISSN: 0146-0404
CID: 5524292
The Current State of Teleophthalmology in the United States
Rathi, Siddarth; Tsui, Edmund; Mehta, Nitish; Zahid, Sarwar; Schuman, Joel S
Telemedicine services facilitate the evaluation, diagnosis, and management of the remote patient. Telemedicine has rapidly flourished in the United States and has improved access to care, outcomes, and patient satisfaction. However, the use of telemedicine in ophthalmology is currently in its infancy and has yet to gain wide acceptance. Current models of telemedicine in ophthalmology are largely performed via "store and forward" methods, but remote monitoring and interactive modalities exist. Although studies have examined the effects of telemedicine, few reports have characterized its current status. We perform a descriptive analysis of the current state of teleophthalmology in the United States. We describe the use of teleophthalmology in the hospital and outpatient settings. We also review the applications to retinopathy of prematurity, diabetic retinopathy, age-related macular degeneration, and glaucoma, as well as anticipated barriers and hurdles for the future adoption of teleophthalmology. With ongoing advances in teleophthalmology, these models may provide earlier detection and more reliable monitoring of vision-threatening diseases.
PMCID:6020848
PMID: 28647202
ISSN: 1549-4713
CID: 2614432
Comparison of Glaucoma Progression Detection by Optical Coherence Tomography and Visual Field
Zhang, Xinbo; Dastiridou, Anna; Francis, Brian A; Tan, Ou; Varma, Rohit; Greenfield, David S; Schuman, Joel S; Huang, David
PURPOSE: To compare longitudinal glaucoma progression detection using optical coherence tomography (OCT) and visual field (VF). DESIGN: Validity assessment METHOD: We analyzed subjects with more than 5 follow-up visits (every 6 months) in the multi-center Advanced Imaging for Glaucoma Study. Fourier-domain optical coherence tomography (OCT) was used to map the thickness of the peripapillary retinal nerve fiber layer (NFL) and ganglion cell complex (GCC). OCT-based progression detection was defined as a significant negative trend for either NFL or GCC. VF progression was reached if either the event or trend analysis reached significance. RESULT: The analysis included 417 glaucoma suspect/pre-perimetric glaucoma (GS/PPG) eyes and 377 perimetric glaucoma (PG) eyes. In the GS/PPG group, progression was detect in 38.9% of eyes by OCT, significantly more (P<0.001) than the detection rate of 18.7% by VF. In severity-stratified analysis of PG eyes, OCT had significantly higher detection rate in early PG (49.7% vs. 32.0%, p=0.02), but not significantly different in moderate and advanced PG. The rate of NFL thinning declined dramatically in advanced PG, but GCC thinning rate remained relatively steady and allowed good progression detection even in advanced disease. The rate of false positive progression detection in permutated series was over 10% for VF trend analysis in both GS/PPG and PG group, while under 7% for both GCC and NFL. CONCLUSION: OCT is a more sensitive than VF for the detection of progression in early glaucoma. While the value of NFL declines in advanced glaucoma, GCC appears to be a useful progression detector from early to advanced stages.
PMCID:5894829
PMID: 28964806
ISSN: 1879-1891
CID: 2720412
The Future of Imaging in Detecting Glaucoma Progression
Lavinsky, Fabio; Wollstein, Gadi; Tauber, Jenna; Schuman, Joel S
Ocular imaging has been heavily incorporated into glaucoma management and provides important information that aids in the detection of disease progression. Longitudinal studies have shown that the circumpapillary retinal nerve fiber layer is an important parameter for glaucoma progression detection, whereas other studies have demonstrated that macular parameters, such as the ganglion cell inner plexiform layer and optic nerve head parameters, also are useful for progression detection. The introduction of novel technologies with faster scan speeds, wider scanning fields, higher resolution, and improved tissue penetration has enabled the precise quantification of additional key ocular structures, such as the individual retinal layers, optic nerve head, choroid, and lamina cribrosa. Furthermore, extracting functional information from scans such as blood flow rate and oxygen consumption provides new perspectives on the disease and its progression. These novel methods promise improved detection of glaucoma progression and better insight into the mechanisms of progression that will lead to better targeted treatment options to prevent visual damage and blindness.
PMCID:5777232
PMID: 29157365
ISSN: 1549-4713
CID: 2791692
Genetic correlations between intraocular pressure, blood pressure and primary open-angle glaucoma: a multi-cohort analysis
Aschard, Hugues; Kang, Jae H; Iglesias, Adriana I; Hysi, Pirro; Cooke Bailey, Jessica N; Khawaja, Anthony P; Allingham, R Rand; Ashley-Koch, Allison; Lee, Richard K; Moroi, Sayoko E; Brilliant, Murray H; Wollstein, Gadi; Schuman, Joel S; Fingert, John H; Budenz, Donald L; Realini, Tony; Gaasterland, Terry; Scott, William K; Singh, Kuldev; Sit, Arthur J; Igo, Robert P Jr; Song, Yeunjoo E; Hark, Lisa; Ritch, Robert; Rhee, Douglas J; Gulati, Vikas; Haven, Shane; Vollrath, Douglas; Zack, Donald J; Medeiros, Felipe; Weinreb, Robert N; Cheng, Ching-Yu; Chasman, Daniel I; Christen, William G; Pericak-Vance, Margaret A; Liu, Yutao; Kraft, Peter; Richards, Julia E; Rosner, Bernard A; Hauser, Michael A; Klaver, Caroline C W; vanDuijn, Cornelia M; Haines, Jonathan; Wiggs, Janey L; Pasquale, Louis R
Primary open-angle glaucoma (POAG) is the most common chronic optic neuropathy worldwide. Epidemiological studies show a robust positive relation between intraocular pressure (IOP) and POAG and modest positive association between IOP and blood pressure (BP), while the relation between BP and POAG is controversial. The International Glaucoma Genetics Consortium (n=27 558), the International Consortium on Blood Pressure (n=69 395), and the National Eye Institute Glaucoma Human Genetics Collaboration Heritable Overall Operational Database (n=37 333), represent genome-wide data sets for IOP, BP traits and POAG, respectively. We formed genome-wide significant variant panels for IOP and diastolic BP and found a strong relation with POAG (odds ratio and 95% confidence interval: 1.18 (1.14-1.21), P=1.8 x 10-27) for the former trait but no association for the latter (P=0.93). Next, we used linkage disequilibrium (LD) score regression, to provide genome-wide estimates of correlation between traits without the need for additional phenotyping. We also compared our genome-wide estimate of heritability between IOP and BP to an estimate based solely on direct measures of these traits in the Erasmus Rucphen Family (ERF; n=2519) study using Sequential Oligogenic Linkage Analysis Routines (SOLAR). LD score regression revealed high genetic correlation between IOP and POAG (48.5%, P=2.1 x 10-5); however, genetic correlation between IOP and diastolic BP (P=0.86) and between diastolic BP and POAG (P=0.42) were negligible. Using SOLAR in the ERF study, we confirmed the minimal heritability between IOP and diastolic BP (P=0.63). Overall, IOP shares genetic basis with POAG, whereas BP has limited shared genetic correlation with IOP or POAG.European Journal of Human Genetics advance online publication, 30 August 2017; doi:10.1038/ejhg.2017.136.
PMCID:5643970
PMID: 28853718
ISSN: 1476-5438
CID: 2679812
Cataract surgery and environmental sustainability: Waste and lifecycle assessment of phacoemulsification at a private healthcare facility
Thiel, Cassandra L; Schehlein, Emily; Ravilla, Thulasiraj; Ravindran, R D; Robin, Alan L; Saeedi, Osamah J; Schuman, Joel S; Venkatesh, Rengaraj
PURPOSE/OBJECTIVE:To measure the waste generation and lifecycle environmental emissions from cataract surgery via phacoemulsification in a recognized resource-efficient setting. SETTING/METHODS:Two tertiary care centers of the Aravind Eye Care System in southern India. DESIGN/METHODS:Observational case series. METHODS:Manual waste audits, purchasing data, and interviews with Aravind staff were used in a hybrid environmental lifecycle assessment framework to quantify the environmental emissions associated with cataract surgery. Kilograms of solid waste generated and midpoint emissions in a variety of impact categories (eg, kilograms of carbon dioxide equivalents). RESULTS:Aravind generates 250Â grams of waste per phacoemulsification and nearly 6Â kilograms of carbon dioxide-equivalents in greenhouse gases. This is approximately 5% of the United Kingdom's phaco carbon footprint with comparable outcomes. A majority of Aravind's lifecycle environmental emissions occur in the sterilization process of reusable instruments because their surgical system uses largely reusable instruments and materials. Electricity use in the operating room and the Central Sterile Services Department (CSSD) accounts for 10% to 25% of most environmental emissions. CONCLUSIONS:Surgical systems in most developed countries and, in particular their use of materials, are unsustainable. Results show that ophthalmologists and other medical specialists can reduce material use and emissions in medical procedures using the system described here.
PMCID:5728421
PMID: 29223227
ISSN: 1873-4502
CID: 2837732
Revising the Advised Protocol for Optical coherence tomography Study Terminology and Elements (APOSTEL): From recommendations to formal guidelines [Meeting Abstract]
Cruz-Herranz, A; Aytulun, A; Balk, L; Maier, O; Zimmermann, H; Feltgen, N; Wolf, S; Holz, F; Finger, R; Azuara-Blanco, A; Barboni, P; Rebolleda, G; Sanchez-Dalmau, B; Cabrera, Debuc D; Gabilondo, I; Havla, J; Imitola, J; Toosy, A; Outteryck, O; Nolan, R; Kolbe, S; Frederiksen, J L; Leocani, L; Yeh, A; Ringelstein, M; Pihl-Jensen, G; Preiningerova, J L; Schippling, S; Costello, F; Aktas, O; Hartung, H -P; Saidha, S; Martinez-Lapiscina, E H; Lagreze, W A; Schuman, J S; Villoslada, P; Calabresi, P; Balcer, L; Petzold, A; Paul, F; Green, A J; Brandt, A U; Albrecht, P
Background: Retinal imaging by optical coherence tomography (OCT) has gained increasing attention in multiple sclerosis and other neuroinflammatory and neurodegenerative disorders. Ambiguous and incomplete reporting of methodology and OCT-derived data have limited the ability to compare data and to apply and generalize findings in the past. To improve this situation, the Advised Protocol for Optical coherence tomography Study Terminology and Elements (APOSTEL) recommendations have been developed to outline core information to be provided when reporting quantitative OCT studies with help of a 9-point checklist (Cruz-Herranz and Balk et al., Neurology 2016). The APOSTEL recommendations currently have the evidence level of an expert opinion (Class IV). Objective: To advance the APOSTEL recommendations for OCT reporting in a formalized procedure towards evidence-based guidelines. Methods: Studies reporting quantitative OCT results published within the last 24 months have been identified by a Pubmed search. The corresponding authors of these 1472 articles will be contacted and asked to participate in an online survey to evaluate and give feedback on the initial APOSTEL recommendations. The feedback obtained will be anonymized and distributed to a panel of international experts for evaluation and revision of the recommendations. After the initial round the corresponding authors who gave feedback will be informed about the intermediate results and asked to participate in the survey for a second time. This procedure will be repeated if necessary following the consensus-building procedure of a DELPHI process. To this end, for each round the feedback obtained as well as any revisions made to the APOSTEL recommendations will be summarized and questionnaires will be used for evaluation in order to reach consensus and to develop evidencebased guidelines for prospective OCT studies. Results: The degree of consensus of the survey's participants will be reported for the initial and the revised versions of the recommendations as well as the revisions made to the initial version. Conclusion: Formal guidelines for the reporting of quantitative OCT studies will be presented as well as the process of how they were developed
EMBASE:619358180
ISSN: 1477-0970
CID: 2871652
Formalin Fixation and Cryosectioning Cause Only Minimal Changes in Shape or Size of Ocular Tissues
Tran, Huong; Jan, Ning-Jiun; Hu, Danielle; Voorhees, Andrew; Schuman, Joel S; Smith, Matthew A; Wollstein, Gadi; Sigal, Ian A
Advances in imaging have made it increasingly common to study soft tissues without first embedding them in plastic or paraffin and without using labels or stains. The process, however, usually still involves fixation and cryosectioning, which could deform the tissues. Our goal was to quantify the morphological changes of ocular tissues caused by formalin fixation and cryosectioning. From each of 6 porcine eyes, 4 regions were obtained: cornea, equatorial and posterior sclera, and posterior pole containing the optic nerve head. Samples were imaged using visible light microscopy fresh, 1-minute and 24-hours post-fixation, and post-cryosectioning. Effects were assessed by 14 parameters representing sample size and shape. Overall, formalin fixation and sectioning caused only minimal changes to the ocular tissues, with average percentage parameter differences of 0.1%, 1%, and 1.2% between fresh and post-fixing by 1 minute, 24 hours, and post-cryosectioning, respectively. Parameter changes were not directional, and were only weakly dependent on the duration of fixation and the region of the eye. These results demonstrate that formalin fixation and cryosectioning are good choices for studying ocular tissue morphology and structure, as they do not cause the large tissue shrinkage or distortions typically associated with other, more complicated, techniques.
PMCID:5608899
PMID: 28935889
ISSN: 2045-2322
CID: 2707852
Location of the Central Retinal Vessel Trunk in the Laminar and Prelaminar Tissue of Healthy and Glaucomatous Eyes
Wang, Bo; Lucy, Katie A; Schuman, Joel S; Ishikawa, Hiroshi; Bilonick, Richard A; Sigal, Ian A; Kagemann, Larry; Lu, Chen; Fujimoto, James G; Wollstein, Gadi
Glaucoma is a leading cause of blindness that leads to characteristic changes in the optic nerve head (ONH) region, such as nasalization of vessels. It is unknown whether the spatial location of this vessel shift inside the ONH occurs within the lamina cribrosa (LC) or the prelaminar tissue. The purpose of this study was to compare the location of the central retinal vessel trunk (CRVT) in the LC and prelaminar tissue in living healthy and glaucomatous eyes. We acquired 3-dimensional ONH scans from 119 eyes (40 healthy, 29 glaucoma suspect, and 50 glaucoma) using optical coherence tomography (OCT). The CRVT location was manually delineated in separate projection images of the LC and prelamina. We found that the CRVT in glaucoma suspect and glaucomatous eyes was located significantly more nasally compared to healthy eyes at the level of the prelamina. There was no detectable difference found in the location of the CRVT at the level of the LC between diagnostic groups. While the nasal location of the CRVT in the prelamina has been associated with glaucomatous axonal death, our results suggest that the CRVT in the LC is anchored in the tissue with minimal variation in glaucomatous eyes.
PMCID:5577310
PMID: 28855629
ISSN: 2045-2322
CID: 2678942