Disease of the Year: Differential Diagnosis of Uveitic Macular Edema

Automatic Identification and Severity Classification of Retinal Biomarkers in SD-OCT Using Dilated Depthwise Separable Convolution ResNet with SVM Classifier

PURPOSE

Diagnosis of Uveitic Macular Edema (UME) using Spectral Domain OCT (SD-OCT) is a promising method for early detection and monitoring of sight-threatening visual impairment. Viewing multiple B-scans and identifying biomarkers is challenging and time-consuming for clinical practitioners. To overcome these challenges, this paper proposes an image classification hybrid framework for predicting the presence of biomarkers such as intraretinal cysts (IRC), hyperreflective foci (HRF), hard exudates (HE) and neurosensory detachment (NSD) in OCT B-scans along with their severity.

METHODS

A dataset of 10880 B-scans from 85 Uveitic patients is collected and graded by two board-certified ophthalmologists for the presence of biomarkers. A novel image classification framework, Dilated Depthwise Separable Convolution ResNet (DDSC-RN) with SVM classifier, is developed to achieve network compression with a larger receptive field that captures both low and high-level features of the biomarkers without loss of classification accuracy. The severity level of each biomarker is predicted from the feature map, extracted by the proposed DDSC-RN network.

RESULTS

The proposed hybrid model is evaluated using ground truth labels from the hospital. The deep learning model initially, identified the presence of biomarkers in B-scans. It achieved an overall accuracy of 98.64%, which is comparable to the performance of other state-of-the-art models, such as DRN-C-42 and ResNet-34. The SVM classifier then predicted the severity of each biomarker, achieving an overall accuracy of 89.3%.

CONCLUSIONS

A new hybrid model accurately identifies four retinal biomarkers on a tissue map and predicts their severity. The model outperforms other methods for identifying multiple biomarkers in complex OCT B-scans. This helps clinicians to screen multiple B-scans of UME more effectively, leading to better treatment outcomes.

Serum Biomarkers of Vascular Involvement in Childhood Uveitis

Purpose

Nonanterior uveitis frequently involves the retinal vasculature; however, no molecular markers associated with the retinal vascular disease are currently known. In this study, we aimed to identify serum biomarker signatures associated with retinal vascular involvement in noninfectious pediatric uveitis.

Methods

We performed a 384-plex targeted proteomic analysis of serum samples of 154 noninfectious pediatric uveitis patients diagnosed with nonanterior uveitis (n = 74), idiopathic chronic anterior uveitis (iCAU, n = 36), or juvenile idiopathic arthritis-associated uveitis (JIA-U, n = 44), as well as 22 noninflammatory pediatric controls. Data on retinal vascular involvement (i.e., papillitis, cystoid macular edema, retinal vasculitis, or retinal capillary leakage on optical coherence tomography and/or fluorescein angiography) were used to stratify cases in the nonanterior uveitis group.

Results

In the analysis of nonanterior uveitis, we identified nine proteins significantly associated with retinal vascular involvement, including F13B, MYOM3, and PTPN9. These proteins were enriched through pathway enrichment analysis for the coagulation cascade. Comparing cases and controls, we identified 63 differentially expressed proteins, notably proteins involved in platelet biology and complement cascades, which could be primarily attributed to differences in serum proteomes between anterior uveitis and nonanterior uveitis groups.

Conclusions

Serum proteins related to the coagulation and complement cascade are associated with retinal vascular involvement in pediatric uveitis patients. Our results indicate involvement of mediators that could interact with the microcirculation in pediatric uveitis and might serve as potential biomarkers in personalized medicine in the future.

Translational Relevance

Our targeted proteomics analysis in serum of pediatric uveitis patients indicates involvement of mediators that could interact with the microcirculation in pediatric uveitis and might serve as potential biomarkers in personalized medicine in the future.

Non-steroidal intravitreal injection for noninfectious uveitic cystoid macular edema: Systematic review and meta-analysis

PURPOSE

To systematically review the published manuscripts on the non-steroidal intravitreal injection for treatment of noninfectious uveitic cystoid macular edema (CME).

METHODS

The PubMed, Scopus, and Web of Science, Science Direct, ProQuest, Cochrane Library, ProQuest, Embase, Clinical Key, and Springer were searched for relevant articles published until May 2022. The random-effects models were used to estimate the mean difference (MD) and 95% confidence interval (CI) for postoperative central macular thickness (CMT) and visual acuity (VA) changes. VA was transformed into the logarithm of the minimum angle of resolution (LogMAR). Meta-regression was conducted for adjusting the effects of potential confounders.

RESULTS

A total of 17 relevant studies (258 eyes) were included in this meta-analysis. A significant improvement was observed in CMT in the last follow up (350.89 ± 108.43) compared to the baseline (452.3 ± 112.67) (Log MD = 1.82, 95% CI = 1.62, 2.02; I2 = 57.7%; P = 0.002). Additionally, VA also significantly improved in the last follow up (0.56 ± 0.29) compared to the baseline (0.75 ± 0.3) (Exponential MD = 0.82, 95% CI = 0.69, 0.95; I2 = 0.0%; P = 0.98). The subgroups analyzed included ten studies on anti-vascular endothelial growth factors (VEGF), three studies on infliximab, two studies on methotrexate (MTX), and two studies on diclofenac. All subgroups showed a significant improvement in both CMT and VA at the last follow-up (P < 0.05).

CONCLUSION

Non-steroidal intravitreal injection including bevacizumab, ranibizumab, infliximab, MTX and diclofenac appears to be an effective treatment option for noninfectious uveitic CME.

Involvement of the systemic microcirculation in pediatric uveitis

BACKGROUND

Pediatric uveitis is a severe inflammatory ocular condition that can lead to sight-threatening complications and can negatively impact quality of life. The retinal microcirculation is often affected in intermediate uveitis and panuveitis. Here, we examined the extraocular (i.e., systemic) microcirculation in pediatric uveitis cases and healthy controls using nailfold capillaroscopy (NFC).

METHODS

We performed NFC in 119 children with noninfectious uveitis and 25 healthy pediatric controls, and assessed the following parameters: capillary density (number of capillaries/mm), dilated capillaries (apex > 20 µm), avascular area, the presence of microhemorrhages, and capillary morphology. Differences in NFC parameters between cases and controls were calculated using regression analysis after adjusting for age and sex.

RESULTS

The mean (± SD) age of the patient group was 13.7 (± 3) years, with 56% females; 46%, 18%, and 36% of cases presented as anterior uveitis, intermediate uveitis, and panuveitis, respectively, with an overall mean disease duration of 4.7 (± 4.0) years. Compared to the control group, the pediatric uveitis cases had a significantly higher number of dilated capillaries/mm and a higher prevalence of ramified capillaries. Moreover, compared to the control group the intermediate uveitis cases had a significantly higher number of dilated capillaries, whereas the anterior uveitis cases had a lower capillary density and a higher prevalence of ramified capillaries.

CONCLUSIONS

Children with uveitis without systemic disease can present with changes in systemic microcirculation. These changes vary amongst the subtypes of uveitis.

Intensive topical interferon therapy in uveitic macular edema

Purpose

To evaluate the efficacy of intensive topical interferon alfa-2b (IFN) therapy in uveitic macular edema (UME).

Methods

This is a prospective, interventional case study of eyes with UME. Commercially available injection IFN for subcutaneous use was reconstituted to form eye drops and a dose of 6 times/day for 2 weeks, 5 times/day for next 2 weeks, followed by 4, 3, 2, 1 taper per month was prescribed. Optical coherence tomography (OCT) and clinical examination was done at 0, 2, 4, 8 weeks, and further as required.

Results

Nine eyes of 9 patients with UME were studied. Mean central macular thickness (CMT) at presentation was 522.2 μm (range: 408-803 μm). At 2-week, 1-month, and 2-month follow-up, mean CMT decreased to 451.6 μm (range: 322-524 μm), 375.8 μm (range: 287-480 μm), and 360.3 μm (range: 260-485 μm), respectively. Four eyes which showed inadequate response to previous topical IFN therapy (4 times/day) showed significant improvement with intensive therapy at 1 month follow-up. In 4 eyes, UME resolved completely with mean CMT 285.5 μm (range: 260-312 μm) at 7.5 weeks (range: 4-12 weeks). Study exit was seen in 2 cases due to inadequate response and relapse of uveitis. Mean follow up was 3.38 months (range: 1-5 months).

Conclusion

Intensive topical IFN therapy can be an alternative therapeutic option in the treatment of UME. Study of intraocular penetration, combination with other drugs, and the efficacy of IFN separately for different uveitic entities may explore new avenues in treatment of UME.

Ophthalmologic Assesment of Patients with Syphilitic Optic Neuropathy

PURPOSE

To assess the different clinical findings and symptoms of patients with optic neuritis (ON) and uveitis, who were diagnosed with syphilis.

METHODS

The medical records of patients, who had ocular involvement of syphilis, were retrospectively reviewed. Thirteen patients with syphilitic optic neuropathy (SON) were enrolled and underwent complete ophthalmological examinations and auxiliary laboratory testing.

RESULTS

Nine patients (69.2%) had comorbidities in addition to syphilis. One patient (with two eyes) presented with retrobulbar neuritis, and 12 patients (with 17 eyes) presented with anterior optic neuritis. Three patients (23.1%) had no uveitis, and 10 patients (76.9%) had uveitis in cases with SON. Four eyes (16.6%) had subretinal fluid, and three eyes (12.5%) had cystoid macular edema.

CONCLUSIONS

Visual function can be preserved with early diagnosis and proper treatment. Accordingly, newly diagnosed patients with ON and uveitis should undergo syphilitic investigation in routine practice.