Evaluation of machine learning algorithms for trabeculectomy outcome prediction in patients with glaucoma.

The purpose of this study was to evaluate the performance of machine learning algorithms to predict trabeculectomy surgical outcomes. Preoperative systemic, demographic and ocular data from consecutive trabeculectomy surgeries from a single academic institution between January 2014 and December 2018 were incorporated into models using random forest, support vector machine, artificial neural networks and multivariable logistic regression. Mean area under the receiver operating characteristic curve (AUC) and accuracy were used to evaluate the discrimination of each model to predict complete success of trabeculectomy surgery at 1 year. The top performing model was optimized using recursive feature selection and hyperparameter tuning. Calibration and net benefit of the final models were assessed. Among the 230 trabeculectomy surgeries performed on 184 patients, 104 (45.2%) were classified as complete success. Random forest was found to be the top performing model with an accuracy of 0.68 and AUC of 0.74 using 5-fold cross-validation to evaluate the final optimized model. These results provide evidence that machine learning models offer value in predicting trabeculectomy outcomes in patients with refractory glaucoma.

Prenatally Diagnosed Testicular Torsion: A Rare Condition That Causes Dilemma in Management.

BACKGROUND: Prenatal testicular torsion (PTT) is exceedingly rare in intrauterine development, often diagnosed at the time of birth and very rarely diagnosed in utero during routine gestational ultrasound. As a result, incidence is unknown, and there exists no consensus regarding the pathophysiology of this phenomenon nor universally recognized algorithms and guidelines regarding its diagnosis and management. Case Presentation. We present the case of an antenatally diagnosed torsion and our subsequent management which included ipsilateral orchiectomy and prophylactic contralateral orchiopexy via a scrotal approach. CONCLUSION: While controversy regarding surgical intervention in patients with unilateral PTT exists due to poor salvage rates-estimated to be less than 1%-the risk of anorchia is higher in affected patients due to limitations in the accuracy of detecting bilateral testicular involvement. Risk of misdiagnosis of bilaterality may lead to lasting sequelae such as infertility and devastating psychological consequences for affected patients, supporting the need for surgical exploration, as was performed in our case.

Localized Versus Generalized Granuloma Annulare: A Retrospective Review of 407 Patients.

BACKGROUND: Granuloma annulare has been linked to diabetes, dyslipidemia, thyroid disease, collagen vascular disease, malignancies, infectious hepatitis, and systemic infections. However, these associations have not been systematically investigated when categorized by its clinical variants. OBJECTIVE: To evaluate disease associations of localized and generalized granuloma annulare. METHODS: In total, 407 granuloma annulare patients from 1989 to 2019 were retrospectively reviewed, categorized by clinical variant (localized or generalized), age (pediatric or adult), and diagnostic method (clinical or histologic). Descriptive statistical analyses and multivariate logistic regression analysis were performed. Fisher's exact tests were conducted to produce unbiased probability values. RESULTS: Overall, 75.2% of the study sample was female, 47.2% had dyslipidemia, 24.8% were diabetic, and 24.6% had thyroid disease. Dyslipidemia (OR 2.15, CI 1.95-2.35, P < .001), diabetes (OR 1.16, CI 1.01-1.31, P = .041), and histologic diagnosis (OR 2.08, CI 1.21-3.52, P = .007) were associated with increased risk of GGA compared to LGA. When stratified by adult versus pediatric cases, dyslipidemia and diagnostic method remained significant, but diabetes did not. CONCLUSIONS: Evaluating granuloma annulare by its clinical variants may help to determine disease associations with each variant.

Syphilitic retinitis presentations: punctate inner retinitis and posterior placoid chorioretinitis.

PURPOSE: To describe two distinct presentations of syphilitic fundus features in a series of patients with ocular syphilis. METHODS: This is a retrospective, interventional case series of 22 eyes from 16 serology confirmed cases. Clinical examination, fluorescein angiography, and optical coherence tomography were performed at presentation and following high-dose intravenous penicillin G. RESULTS: In our cohort, the mean age was 47.6 years (range 24-59 years) and 14 patients were male (87.5%), 11 patients were positive for human immunodeficiency virus (68.8%), and 6 had bilateral involvement (37.5%). Mean best-corrected visual acuity improved from 0.99 ± 0.79 logarithm of the minimal angle of resolution (LogMAR) at the time of presentation to 0.29 ± 0.36 LogMAR on final visit (P < 0.01). Posterior segment examinations in eyes with retinitis showed two distinct types (1) discrete, placoid lesions in the macula consistent with acute syphilitic posterior placoid chorioretinitis or (2) punctate inner retinitis with corresponding fluorescein pooling in a segmental pattern. These findings rapidly resolved after antibiotic therapy. CONCLUSION: In the era of resurgence, ocular syphilis may present with two phenotypes of discrete retinal lesions. Recognition of the characteristic ocular features may help make the diagnosis and monitor treatment response.

Decreased vitamin D serum levels at melanoma diagnosis are associated with tumor ulceration and high tumor mitotic rate.

The aim of this study is to evaluate the relation between 25-hydroxyvitamin D levels at diagnosis and pathological characteristics in primary invasive melanoma. A cross-sectional study was designed based on a series of 204 consecutive patients diagnosed of invasive melanomas in the 2013-2017 period at a single institution. 25-hydroxyvitamin D serum levels at diagnosis were assessed, and three groups were defined by vitamin D status: deficiency, insufficiency, and sufficiency. Clinical and pathological characteristics were compared between the groups by Chi-square test. Logistic regression models were performed to evaluate the association between vitamin D status and Breslow thickness, ulceration, and tumor mitotic rate. A significant association between vitamin D levels at diagnosis and location, tumor mitotic rate, and ulceration was found; and a borderline association with Breslow thickness and BMI. Deficient levels were found in 7.8% of patients and increased the risk of presenting ulcerated tumors [odds ratio: 6.8 (95% confidence interval: 1.5-29.7; P = 0.012)] and with a tumor mitotic rate greater than 1 mitosis/mm [odds ratio: 6.0 (95% confidence interval: 1.4-25.1; P = 0.014)]. A marginal increased risk of tumor thickness greater than 1 mm was also observed [odds ratio: 3.7 (95% confidence interval: 1.0-13.9; P = 0.057)]. Our study suggests a role of vitamin D levels in melanoma aggressiveness and raises the question as to whether vitamin D levels should be monitored, or even supplemented, in people with low yearly sun exposure.