Policy-Driven, Multimodal Deep Learning for Predicting Visual Fields from the Optic Disc and OCT Imaging.

PURPOSE: To develop and validate a deep learning (DL) system for predicting each point on visual fields (VFs) from disc and OCT imaging and derive a structure-function mapping. DESIGN: Retrospective, cross-sectional database study. PARTICIPANTS: A total of 6437 patients undergoing routine care for glaucoma in 3 clinical sites in the United Kingdom. METHODS: OCT and infrared reflectance (IR) optic disc imaging were paired with the closest VF within 7 days. EfficientNet B2 was used to train 2 single-modality DL models to predict each of the 52 sensitivity points on the 24-2 VF pattern. A policy DL model was designed and trained to fuse the 2 model predictions. MAIN OUTCOME MEASURES: Pointwise mean absolute error (PMAE). RESULTS: A total of 5078 imaging scans to VF pairs were used as a held-out test set to measure the final performance. The improvement in PMAE with the policy model was 0.485 (0.438, 0.533) decibels (dB) compared with the IR image of the disc alone and 0.060 (0.047, 0.073) dB with to the OCT alone. The improvement with the policy fusion model was statistically significant (P < 0.0001). Occlusion masking shows that the DL models learned the correct structure-function mapping in a data-driven, feature agnostic fashion. CONCLUSIONS: The multimodal, policy DL model performed the best; it provided explainable maps of its confidence in fusing data from single modalities and provides a pathway for probing the structure-function relationship in glaucoma.

A retrospective review of XEN implant surgery: efficacy, safety and the effect of combined cataract surgery.

OBJECTIVES: To investigate the safety and efficacy of glaucoma XEN stent implantation and examine the effect of undergoing combined phacoemulsification and XEN versus XEN implant alone. METHODS: A retrospective case note review of patients who underwent XEN implantation by a single surgeon over a 24-month period was performed. Outcomes included changes in IOP and medication use after XEN implant insertion as well as complications post-surgery. Subgroup analysis was also performed, separating phaco-XEN (phacoemulsification and XEN implantation) and stand-alone XEN implantation. RESULTS: 186 XEN implant procedures were included in this study from a total of 143 patients. Intraocular pressure changes with time were as follows: preoperative 18.1 mmHg (± 5.77), 6 months 13.2 mmHg (SD ± 3.9), 12 months 13.7 mmHg (SD ± 5.6) and 24 months 12.6 mmHg (SD ± 3.1). For visits up to 12 months, comparison from preoperative IOP was significant at the < 0.0001 level; for 18 and 24 months, significance was < 0.05. Medication usage with time was as follows: preoperative 2.5 (SD ± 1.1) 6 months 0.7 (SD ± 0.9), 12 months 0.8 (SD ± 0.97), and 24 months 1.7 (SD ± 1.7). All results were significant at < 0.05 level. Subgroup analysis of separate phaco-XEN and stand-alone XEN groups did not reveal significant differences in IOP; however, there was a significant difference between the two groups preoperatively. Initial hypotony occurred in 75 cases (40%). There were 9 cases of hypotonous maculopathy, 3 cases of persistent choroidal effusions, 3 cases of IOP spikes, 1 cases of cyclodialysis cleft and 1 case of corneal decompensation. 25 (13%) cases had needling during their treatment. CONCLUSION: The XEN implant appears to be safe and effective at reducing intraocular pressure and medication usage in glaucoma patients. XEN implantation is an effective treatment option for a range of glaucoma types and can be used as a stand-alone procedure or combined with cataract surgery to treat glaucoma patients.

XEN-related hypotonous maculopathy from iatrogenic cyclodialysis cleft treated with argon laser gonio-cyclopexy.

We present a previously undescribed case of a persistent hypotony maculopathy secondary to an iatrogenic cyclodialysis cleft created during XEN-45 gel stent insertion. We present this case as a further analysis of the Karimi et al case of cyclopexy by the corresponding surgeon. Following right XEN-45 implantation, our patient developed immediate and persistent postoperative hypotony for 4 weeks. Gonioscopy revealed a small cyclodialysis cleft at the 1-2 o'clock position. The cyclodialysis cleft was sealed with direct gonioscopic argon laser cyclopexy. Two months after laser treatment and total of 6 months post XEN-45 insertion, right eye visual acuity returned to 6/4 with intraocular pressure 11 mm Hg without any glaucoma medication. Here, we present details of the non-invasive safe and successful management of hypotony maculopathy secondary to the cleft using Argon laser gonio cyclopexy, with no requirement of return to theatre.

A Review on Pathogens and Necessary Diagnostic Work for Bleb-Related Infections (BRIs).

At the present time, as newer techniques and minimally invasive procedures gain popularity among anterior segment surgeons for regulating intraocular pressure, trabeculectomy still has a leading role in glaucoma surgery. Trabeculectomy retains a highly successful and safe profile; however, one of the major complications includes bleb-related infections (BRIs). To date, the most common pathogens remain Gram-positive cocci, but the list of pathogens that have been identified in the literature includes more than 100 microorganisms. Because antibiotic use is more widespread than ever before and our ability to identify pathogens has improved, the pathogen spectrum will broaden in the future and more pathogens causing BRIs will be described as atypical presentations. The scope of this review was to identify all pathogens that have been described to cause bleb-related infections to date, as well as focus on the risk factors, clinical presentation, and various available diagnostic tools used for an appropriate diagnostic workup.

A multi-centre interventional case series of 259 ab-interno Xen gel implants for glaucoma, with and without combined cataract surgery.

AIMS: To assess the efficacy of Xen in reducing intraocular pressure (IOP) in varying glaucoma subtypes. To assess the effect of combined phacoemulsification. To determine the frequency of complications and explore further bleb management needed. METHODS: Retrospective case note review of all patients undergoing Xen implantation across four centres from August 2015 to May 2017. RESULTS: In total, 259 consecutive surgeries of 226 patients were reviewed. IOP reduced from 19.3 (SD ± 6.0) mmHg preoperatively to 14.2 (SD ± 4.4) at month 12 and 13.5 (SD ± 3.3) at month 18 (p < 0.0001). Medication usage reduced from 2.6 (±1.1) preoperatively to 0.8 (±1.0) at month 12 (p < 0.0001) and 1.1 (±1.3) medications at month 18 (p < 0.0001). Simultaneous phacoemulsification did not alter outcomes as Xen IOP was 14.3 (SD ± 4.7) mmHg and Phaco-Xen was 13.8 (SD ± 2.6) mmHg at month 12 (p = 0.5367). Xen appears to be effective in previous failed filtration surgery. Adverse events included: IOP spikes of ≥30 mmHg in 33 (12.7%) cases, secondary filtration surgery required in 24 (9.3%) cases; implant exposure in 6 (2.3%) cases; persistent hypotonous maculopathy in 5 (1.9%) cases; persistent choroidal effusions in 4 (1.5%) cases; a cyclodialysis cleft secondary to implant insertion in 1 (0.5%) case; and 1 (0.5%) case of endophthalmitis post-implant bleb resuturing. In all, 40.9% of cases required postoperative bleb needling or antimetabolite injection. CONCLUSIONS: Xen reduces IOP and medications at 18 months. Adverse events are uncommon. Careful postoperative surveillance and low threshold for bleb management is needed. Xen is safe and effective in mild to moderate glaucoma.

Phacoemulsification in Eyes With Posttrabeculectomy Choroidal Detachment.

Four patients developed choroidal detachment within 3 months after trabeculectomy, documented with b-scan ultrasonography (BUS) and ultrasound biomicroscopy (UBM). Intraocular pressure (IOP) of the patients ranged from 3 to 5 mm Hg. Patients were treated with cycloplegia and steroids without complete resolution of detachment. Twelve months later all patients had developed visually significant cataracts and underwent phacoemulsification and intraocular lens implantation. Procedures were uncomplicated. Visual acuity ranged 0.1 to 0 LogMAR in the first postoperative month. IOP demonstrated an increase of 6 to 8 mm Hg, which was maintained up to 1 year postoperatively. BUS and UBM in the first postoperative month demonstrated a complete resolution of choroidal detachment in all our cases. These patients with choroidal detachment underwent safe and effective phacoemulsification procedures. In addition, choroidal detachment resolved in all our patients, possibly because of intraoperative and postoperative IOP spikes, as well as long-term IOP elevation because of effect of cataract surgery on bleb function.