Dataset Information

Digital Algorithmic Diabetic Retinopathy Severity Scoring System (An American Ophthalmological Society Thesis).

ABSTRACT: To develop a new diabetic retinopathy severity scoring system and to determine if it can monitor changes from baseline as well as identify precise features that have changed over time. Such a grading system could potentially provide an understanding of the impact of treatments utilizing an algorithmic scoring technique.The traditional ETDRS grading system was examined and a flow algorithm based on the grading approach was created. All visual comparative assessment points, relying on identification of features in relation to prior standard photographic images, were evaluated and quantified. A new grading form was created that provided fields that captured all relevant features required for determining the ETDRS grading score. A computer software algorithm was developed that examines all entered fields and calculates the appropriate diabetic severity score.This diabetic retinopathy scoring algorithm system was successful in generating a severity score comparable to traditional methods of grading images. Validation with traditionally graded images was performed, demonstrating that in a majority of cases, the severity scores were comparable. The algorithmic grading system was then used to analyze images obtained in a large clinical study of diabetic macular edema, resulting in data regarding baseline scoring values, as well as detailed features of the microvasculature that drove the severity scoring results, and changes seen during the trial.This new algorithmic diabetic severity scoring system provides a means to monitor the progression or regression of retinopathy with therapeutic intervention as well as assess the individual microvascular features that may be modified over the course of treatment.

SUBMITTER: Slakter JS

PROVIDER: S-EPMC4671510 | biostudies-literature | 2015

REPOSITORIES: biostudies-literature

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Digital Algorithmic Diabetic Retinopathy Severity Scoring System (An American Ophthalmological Society Thesis).

Slakter Jason S JS Schneebaum Jeffrey W JW Shah Sabah A SA

Transactions of the American Ophthalmological Society 20150101

<h4>Purpose</h4>To develop a new diabetic retinopathy severity scoring system and to determine if it can monitor changes from baseline as well as identify precise features that have changed over time. Such a grading system could potentially provide an understanding of the impact of treatments utilizing an algorithmic scoring technique.<h4>Methods</h4>The traditional ETDRS grading system was examined and a flow algorithm based on the grading approach was created. All visual comparative assessment ...[more]

PMID: 26681813

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Project description:Mutations of keratoepithelin (KE) and myocilin (MYOC) have been linked to certain types of inherited corneal stromal dystrophy and open-angle glaucoma, respectively. In this study, the feasibility of using small interfering RNAs (siRNAs) to suppress the expression of keratoepithelin and myocilin and their capabilities to reduce the related cytotoxic effects caused by mutant myocilins were investigated.cDNAs of human KE gene and myocilin gene were amplified by polymerase chain reaction and subcloned into pEGFP-N1 to construct respective plasmids, KEpEGFP and MYOCpEGFP, to produce fluorescence-generating fusion proteins. Short hairpin RNAs (shRNAs) were generated from an RNA polymerase III promoter-driven vector (pH1-RNA). Transformed HEK293 and trabecular meshwork (TM) cells were cotransfected via liposomes with either KEpEGFP or MYOCpEGFP and respective shRNA-generating plasmids to evaluate the suppression efficacy of shRNAs. Suppression of KE-EGFP by KE-specific shRNAs was evaluated by fluorescence microscopy and Western blotting. Suppression of MYOC-EGFP by myocilin-specific shRNAs was quantified with UN-SCAN-IT software on digitized protein bands of Western blots. A BiP promoter-driven luciferase reporter assay was used to evaluate the stress response of TM cells induced by misfolded mutant myocilins.Two KE-specific shRNAs that effectively suppressed the expression of KE-EGFP in HEK293 cells were identified. One shRNA (targeting the coding sequence starting at 1528bp of KE) reduced the expression of KE-EGFP approximately by 50%, whereas the other shRNA (targeting the 3'-UTR region of KE) suppressed greater than 80% of the expression. Cotransfection of MYOCpEGFP and various shRNA-generating plasmids targeting different regions of myocilin (containing amino acid residues R76, E352, K423, or N480 associated with inherited glaucoma) showed effective reduction of MYOC-EGFP, ranging from 78% to 90% on average. The activation of BiP gene (as a stress response induced by mutant myocilins) in transformed TM cells was significantly reduced when mutant myocilin proteins were suppressed by myocilin-specific shRNAs.KE- or myocilin-specific shRNAs could effectively suppress the expression of recombinant KE or myocilin proteins and the related cytotoxicity of mutant myocilins. RNA interference may have future therapeutic implications in suppressing these genes.

Dataset Information

Digital Algorithmic Diabetic Retinopathy Severity Scoring System (An American Ophthalmological Society Thesis).

Publications

Digital Algorithmic Diabetic Retinopathy Severity Scoring System (An American Ophthalmological Society Thesis).

Similar Datasets

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