A case study in applying artificial intelligence-based named entity recognition to develop an automated ophthalmic disease registry.

PURPOSE: Advances in artificial intelligence (AI)-based named entity extraction (NER) have improved the ability to extract diagnostic entities from unstructured, narrative, free-text data in electronic health records. However, there is a lack of ready-to-use tools and workflows to encourage the use among clinicians who often lack experience and training in AI. We sought to demonstrate a case study for developing an automated registry of ophthalmic diseases accompanied by a ready-to-use low-code tool for clinicians. METHODS: We extracted deidentified electronic clinical records from a single centre's adult outpatient ophthalmology clinic from November 2019 to May 2022. We used a low-code annotation software tool (Prodigy) to annotate diagnoses and train a bespoke spaCy NER model to extract diagnoses and create an ophthalmic disease registry. RESULTS: A total of 123,194 diagnostic entities were extracted from 33,455 clinical records. After decapitalisation and removal of non-alphanumeric characters, there were 5070 distinct extracted diagnostic entities. The NER model achieved a precision of 0.8157, recall of 0.8099, and F score of 0.8128. CONCLUSION: We presented a case study using low-code artificial intelligence-based NLP tools to produce an automated ophthalmic disease registry. The workflow created a NER model with a moderate overall ability to extract diagnoses from free-text electronic clinical records. We have produced a ready-to-use tool for clinicians to implement this low-code workflow in their institutions and encourage the uptake of artificial intelligence methods for case finding in electronic health records.

Impact of cardiometabolic factors on retinal vasculature: A 3 × 3, 6 × 6 and 8 × 8-mm ocular coherence tomography angiography study.

BACKGROUND: Ocular coherence tomography angiography (OCTA) is available in varying size and resolution. We sought to characterise associations of cardiometabolic factors with retinal microvascular changes using 3 × 3, 6 × 6 and 8 × 8-mm OCTA scans to determine differences in detection with varying scan size. METHODS: Cross-sectional study of 247 cardiovascular patients from a single-centre tertiary-care hospital. Demographic, comorbidity and medication data were obtained. Patients underwent 3 × 3, 6 × 6 and 8 × 8-mm macula OCTA scanning using Carl Zeiss CIRRUS HD-OCT Model 5000. Angioplex and AngioTool software was used to quantify vascular parameters in the superficial capillary plexus. RESULTS: Increasing age, hypertension, dyslipidaemia, diabetes, chronic kidney disease, coronary artery disease and peripheral vascular disease were associated with reductions in vessel density, vessel perfusion, average vessel length and/or junction density in 3 × 3-mm OCTA (P < .05 for all). Conversely, smoking was associated with increased vessel density, vessel length and junction density in 3 × 3-mm OCTA (P < .05 for all). Associations of vessel abnormalities with cardiometabolic factors were progressively weakened and statistically attenuated in 6 × 6 and 8 × 8-mm OCTA scans. In multivariate analyses, dyslipidaemia remained an independent predictor of reduced vessel density, average vessel length and junction density (P < .05). CONCLUSIONS: Cardiometabolic factors are associated with multiple retinal microvascular changes in 3 × 3-mm OCTA scans. These associations were weakened and progressively attenuated in OCTA scans of larger 6 × 6 and 8 × 8-mm size. These findings advance our understanding of microcirculatory dysfunction and may have future implications for the screening and management of patients with cardiometabolic risk factors. Additional studies are required to further investigate these important associations.

Periorbital desmoplastic squamous cell carcinoma.

Desmoplasia is the formation of a dense collagenous stroma around a neoplasm. It occurs in a variety of malignancies including squamous cell carcinoma (SCC). While desmoplasia is uncommonly seen in cutaneous SCC, it is an independent risk factor for recurrence and metastasis. We report a case series of desmoplastic SCC in the periorbital region. Seven cases were identified: the median age was 68, four were men. The mean follow-up was 48 months. Two patients (29%) had aggressive local recurrence: one required salvage surgery including orbital exenteration, parotidectomy, and neck dissection to excise involved parotid and cervical lymph nodes; the other required repeat excision and adjuvant radiotherapy. Desmoplastic SCC is an uncommon but highly aggressive subtype. In the periorbital region, due to the high risk of orbital invasion, it is potentially sight and life-threatening.

Bilateral orbital compartment syndrome in a patient with disseminated intravascular coagulation.

A 39-year-old male developed bilateral periorbital oedema and tense orbits in keeping with orbital compartment syndrome (OCS) shortly after presenting to the emergency department for uncontrollable epistaxis. Bilateral lateral canthotomy and inferior cantholysis was performed within 30 minutes of onset, with the left side further decompressed via superior cantholysis. Computed tomography demonstrated bilateral proptosis and optic nerve stretch, but no intraorbital haemorrhage or haematoma. Laboratory findings were consistent with disseminated intravascular coagulation (DIC) and sepsis of unknown origin. The right visual acuity recovered to 6/6 -2 from counting fingers, but the left eye failed to improve beyond light perception. This unique case of OCS is the first associated with DIC which had no evidence of intraorbital haemorrhage.

Endoscopic Endonasal-Assisted Resection of Orbital Schwannoma.

Orbital schwannomas are rare and despite a variety of external surgical approaches previously utilized, removal of tumors located in the deep orbital apex remains challenging. The endoscopic endonasal approach has been used increasingly for various apical tumours, but few describe this technique for orbital schwannomas. The authors describe 2 cases of orbital schwannoma removed via an endoscopic endonasal assisted approach. The first patient was a 31-year-old Cantonese female who was found to have an 11 × 8 × 8 mm right orbital apical schwannoma which was removed using an endoscopic endonasal sphenoethmoidal approach. The second patient was a 78-year-old white male who had a 28 × 17 × 18 mm orbital schwannoma removed via a transcaruncular and endoscopic endonasal-assisted approach. These findings suggest that the use of an endonasal approach may facilitate the safe removal of selected medially located orbital schwannomas whose posterior margins involve the orbital apex.

Perineural Invasion of the Orbit by Neurotropic Nondesmoplastic Melanoma.

The authors report a case of neurotropic nondesmoplastic melanoma involving the ophthalmic division of the trigeminal nerve and the cavernous sinus in a patient with recurrent scalp melanoma. This case highlights the importance of earlier diagnosis of local recurrence of melanoma and the rare association of neurotropic melanoma and orbital metastasis.

Tissue Engineering in Ophthalmology: Implications for Eyelid Reconstruction.

PURPOSE: Bioengineering aims to produce functional tissue replacements to repair defects and has been widely investigated over the past few decades. We aimed to review the available literature on the application of tissue engineering in ophthalmology, with a particular focus on ophthalmic plastic surgery and potential applications for eyelid reconstruction. METHODS: A literature search was performed on the MEDLINE database using the keywords "bioengineering," "tissue engineering," and "ophthalmology." Articles written in English were included. RESULTS: There is a substantial body of work on tissue engineering of the cornea. Other structures in ophthalmology investigated include the conjunctiva, lacrimal gland, and orbital bone. We also discuss the potential application of tissue engineering in eyelid reconstruction. CONCLUSION: Tissue engineering represents the future of regenerative and reconstructive medicine, with significant potential applications in ophthalmic plastic surgery.

Haemangiopericytoma of the lacrimal sac.

Haemangiopericytomas (HPCs) are rare tumours which infrequently occur in the lacrimal sac. Only 8 cases of lacrimal sac HPC have previously been reported. The authors report 2 additional cases presenting clinically with epiphora and a mass. One case recurred 3 times during an 18-year period. The other case did not recur during 51 months of follow-up. The tumours showed immunohistochemical features consistent with a diagnosis of HPC. The authors recommend wide excision for these tumours and careful long-term follow-up to detect recurrence which is not uncommon.

Periocular Squamous Cell Carcinoma: TNM Staging and Recurrence.

PURPOSE: To analyze the TNM stage, management, and recurrence rates of patients with histologically confirmed squamous cell carcinoma (SCC) of the eyelid. DESIGN: Retrospective case series from 3 Australian centers. PARTICIPANTS: A total of 254 cases of eyelid SCC from 254 patients (median age, 73 years; range, 28-102 years; 159 were male). METHODS: Tumors were staged according to The American Joint Committee on Cancer 7th edition TNM criteria for eyelid carcinoma. MAIN OUTCOME MEASURES: Outcomes and recurrence rates according to TNM stage at presentation. RESULTS: A total of 25 cases (9.8%) were recurrent tumors. TNM classifications were as follows: T1N0M0, 74 patients (29.1%); T2aN0M0, 92 patients (36.2%); T2bN0M0, 50 patients (19.7%); T3aN0M0, 31 patients (12.2%); T3bN0M0, 5 patients (2.0%); T2bN0M1, 1 patient (0.4%); and T3bN1M1, 1 patient (0.4%). Perineural invasion (PNI) was present histologically in 8.3% of cases. Treatment modalities included Mohs microsurgery (31.1%), wide local excision (WLE) with paraffin section control (21.7%), WLE with frozen-section control (19.3%), and excision without margin control (24.4%). Three cases did not receive treatment. Median follow-up was 40 months (range, <1-132 months). Local recurrence occurred in 17 treated patients (6.8%). The recurrence rate was 5.3% (12/226 patients) for primary tumors and 20% (5/25 patients) for recurrent tumors (P = 0.019). Four patients (1.6%) died of their disease during follow-up. Higher T stage was significantly associated with both PNI (P = 0.035) and local recurrence (P < 0.001). We could not identify a T-stage threshold below which there was no risk of recurrence, as evidenced by 3 T1 primary tumors that recurred. CONCLUSIONS: Higher T stage was significantly associated with local recurrence, and recurrent tumors had a 4-fold increased risk of further recurrence compared with primary tumors. Therefore, it may be reasonable to consider sentinel lymph node biopsy or close nodal surveillance and follow-up for patients with recurrent or high T-stage tumors. Of note, we could not identify a T-stage threshold below which there was no risk of recurrences; therefore, clinicians should be aware of the potential for low T-stage tumors to recur.

Management of periorbital basal cell carcinoma with orbital invasion.

Basal cell carcinoma (BCC) is the most common eyelid malignancy; however, orbital invasion by periocular BCC is rare, and management remains challenging. Established risk factors for orbital invasion by BCC include male gender, advanced age, medial canthal location, previous recurrences, large tumor size, aggressive histologic subtype and perineural invasion. Management requires a multidisciplinary approach with orbital exenteration remaining the treatment of choice. Globe-sparing treatment may be appropriate in selected patients and radiotherapy and chemotherapy are often used as adjuvant therapies for advanced or inoperable cases, although the evidence remains limited. We aim to summarize the presentation and treatment of BCC with orbital invasion to better guide the management of this complex condition.

Accuracy of Biopsy in Subtyping Periocular Basal Cell Carcinoma.

PURPOSE: To determine the accuracy of initial biopsy in the diagnosis of basal cell carcinoma (BCC) histologic subtype. METHODS: Retrospective histopathologic review of patients with a diagnosis of primary periocular BCC from 2006 to 2013 inclusive. RESULTS: A total of 174 primary BCCs were identified. BCCs were classified as nodular, superficial, or aggressive (including mixed cases with an aggressive component). Punch biopsies were used in 41% of cases, while the remaining patients underwent shave or incision biopsies. The final histologic subtypes at excision were nodular (59%), superficial (7%), nodular and superficial (7%), and aggressive (51%). The overall concordance between the BCC subtype identified in the biopsy specimen and the subsequent excision specimen was 54%. In total, there were 51 cases (29%) of BCC, which included aggressive subtypes, of which 52% of initial biopsies failed to detect an aggressive component. There were 45 cases (26%) of mixed BCC, and an aggressive histologic subtype was present in 73% of these cases. CONCLUSIONS: The accuracy of initial biopsy for BCC histologic subtype at excision is highest for nodular BCC. For aggressive BCC, biopsy was able to detect the aggressive component in only 48% of cases. This may have implications for choice of treatment modality.

Endocrine mucin-producing sweat gland carcinoma of the eyelid.

An elderly woman was incidentally noted to have a nodular mass on the upper eyelid, whilst under investigation for cataracts. Punch biopsy of this presumed basal cell carcinoma revealed it to be endocrine mucin-producing sweat gland carcinoma (EMPSGC). The tumour extended to the deep dermal layer and comprised solid nests with foci of cystic and papillary change, and additional cytoplasmic and focal extracellular mucin deposits. Immunohistochemistry confirmed epithelial lineage and neuroendocrine differentiation, and adjacent tissue invasion. The tumour was excised completely with Mohs micrographic surgery with no recurrence after 8 months. EMPSGC is a low-grade sweat gland carcinoma with variable neuroendocrine differentiation, a solid, papillary, or cystic growth pattern, and a predilection for the eyelid of elderly women [Am J Surg Pathol 29:1330-1339, 2005]. There have been 54 previously documented cases of EMPSCG. We report an additional case and review the literature.

Histological subtypes of periocular basal cell carcinoma.

BACKGROUND: To determine the proportion of different subtypes of periocular BCC in South Australia. DESIGN: Retrospective review. PARTICIPANTS: One thousand seven hundred thirteen consecutive periocular basal cell carcinoma (BCC) excision specimens. METHODS: Histological analysis of consecutive periocular BCC specimens. MAIN OUTCOME MEASURES: Date of resection, patient age at resection, gender, tumour location, histological subtype and perineural invasion. RESULTS: From 2006 to 2012, a total of 1713 consecutive periocular BCC excision specimens were analysed. The mean age at resection was 68.8 years (median: 71, range: 21-101). Most specimens (56.4%) were removed from male patients. 52.7% involved the lower eyelid, 29.0% the medial canthus, 10.9% the lateral canthus and 7.5% the upper eyelid. The main histological subtypes identified were nodular (65.7%), infiltrative (17.5%), superficial (12.6%) and micronodular (4.2%). Of the specimens, 25.6% had more than one subtype. The most common subtype combinations were nodular with infiltrative (49.7%), and nodular with superficial (26.0%). CONCLUSIONS: The majority of periocular BCC were located on the lower lid and classified histologically as nodular. Infiltrative BCC occurred more frequently than the superficial subtype. As the proportion of mixed BCC containing aggressive subtypes is high, surgical excision with margin control should be considered for periocular BCC.

Intrastromal Corneal Ring Segment Implantation Followed by Simultaneous Topography-Guided Photorefractive Keratectomy and Corneal Cross-Linking for Contact Lens-Intolerant Keratoconus.

PURPOSE: This study aimed to evaluate the efficacy and safety of Keraring implantation followed by simultaneous topography-guided photorefractive keratectomy (TGPRK) and corneal cross-linking (CXL) in the management of keratoconus. METHODS: This is a single-center, private practice, retrospective review. Patients with keratoconus who were intolerant to contact lens wear underwent implantation of the Keraring, followed by TGPRK with CXL from 2 to 36 months after implantation. Main outcome measures were uncorrected distance visual acuity (UDVA), corrected distance visual acuity (CDVA), refraction (cylinder and spherical equivalent), keratometry (steep, maximum, and central), and central corneal thickness (CCT). Patients were followed up for 3 to 60 months postoperatively. RESULTS: Fifty-seven eyes from 45 patients were included. The mean time between Keraring and TGPRK/CXL was 6.0 ± 6.0 months. Patients were followed up for a mean of 28.6 ± 20.1 months after Keraring insertion. At 12-month follow-up, there was a statistically significant improvement in mean UDVA (0.94 ± 0.49-0.35 ± 0.23, P < 0.01), CDVA (0.39 ± 0.26-0.17 ± 0.15, P < 0.01), cylinder (-4.97 ± 2.68 to -1.74 ± 1.25, P < 0.01), steep keratometry (51.25 ± 3.37-45.03 ± 2.27, P < 0.01), central keratometry (52.59 ± 4.98-46.99 ± 3.53, P < 0.01), and maximum keratometry (58.78 ± 4.22-50.76 ± 3.42, P < 0.01). These results were sustained at 48-month follow-up. CCT decreased at 12 months after TGPRK (461.84 ± 27.46-418.94 ± 45.62, P < 0.01) and remained stable at 60 months. Postoperatively, 2 eyes (3.51%) had corneal haze, resulting in decrease in CDVA; 1 was treated successfully with repeat PRK; and 1 patient (1.75%) had wound melt due to partial Keraring extrusion, which settled with repositioning. CONCLUSIONS: Keraring implantation followed by simultaneous TGPRK and CXL appears to be effective in the long term in improving UDVA, CDVA, cylinder, CCT, and keratometry in patients with keratoconus who are intolerant to contact lenses.

Impact of Type 2 diabetes mellitus and insulin use on progression to glaucoma surgery in primary open angle glaucoma.

PURPOSE: To investigate outcomes of primary open-angle glaucoma (POAG) patients with and without type 2 diabetes mellitus (T2DM). METHODS: Retrospective observational study using U.S. nationwide healthcare insurance claims database. Patients ≥40 years old with at least one HbA1c within one year of POAG diagnosis were included. Diabetic factors associated with POAG progression requiring glaucoma surgery were evaluated using multivariable Cox proportional hazards regression models adjusted for demographic, diabetic and glaucoma factors. T2DM diagnosis and use of either oral hypoglycaemic agents or insulin therapy were assessed in association with POAG progression requiring glaucoma surgery. RESULTS: 104,515 POAG patients were included, of which 70,315 (67%) had T2DM. The mean age was 68.9 years (Standard deviation 9.2) and 55% were female. Of those with T2DM, 93% were taking medication (65,468); 95% (62,412) taking oral hypoglycaemic agents, and 34% (22,028) were on insulin. In multivariable analyses, patients with T2DM had a higher hazard of requiring glaucoma surgery (Hazard ratio, HR 1.15, 95% CI 1.09-1.21, p < 0.001). Higher mean HbA1c was also a significant predictor of progression requiring glaucoma surgery (HR 1.02, 95% CI 1.01-1.03, p < 0.001). When evaluating only patients who were taking antidiabetic medication, after adjusting for confounders, insulin use was associated with a 1.20 higher hazard of requiring glaucoma surgery compared to oral hypoglycaemic agents (95% CI 1.14-1.27, p < 0.001), but when stratified by HbA1c, this effect was only significant for those with HbA1c > 7.5%. CONCLUSIONS: Higher baseline HbA1c, particularly in patients taking insulin may be associated with higher rates of glaucoma surgery in POAG.

Evaluation of Verteporfin as a Novel Antifibrotic Agent in a Rabbit Model of Glaucoma Filtration Surgery: A Pilot Study.

Purpose: Verteporfin is a benzoporphyrin derivative which is Food and Drug Administration-approved for treatment of choroidal neovascularization in conjunction with photodynamic therapy. It has been shown to prevent fibrosis and scar formation in several organs and represents a promising novel antifibrotic agent for glaucoma surgery. The goal of this study is to determine the effect of verteporfin on wound healing after glaucoma filtration surgery. Design: Preclinical study using a rabbit model of glaucoma filtration surgery. Subjects: Eight New Zealand white rabbits underwent glaucoma filtration surgery in both eyes. Methods: Eyes were randomized into 4 study groups to receive a postoperative subconjunctival injection of 1 mg/mL verteporfin (n = 4), 0.4 mg/mL mitomycin C (MMC; n = 4), 0.4 mg/mL MMC + 1 mg/mL verteporfin (n = 4), or balanced salt solution (BSS) control (n = 4). Bleb survival, vascularity, and morphology were graded using a standard scale over a 30-day period, and intraocular pressure (IOP) was monitored. At 30 days postoperative or surgical failure, histology was performed to evaluate for inflammation, local toxicity, and scarring. Main Outcome Measures: The primary outcome measure was bleb survival. Secondary outcome measures were IOP, bleb morphology, and bleb histology. Results: Compared to BSS control blebs, verteporfin-treated blebs demonstrated a trend toward increased surgical survival (mean 9.8 vs. 7.3 days, log rank P = 0.08). Mitomycin C-treated blebs survived significantly longer than verteporfin-treated blebs (log rank P = 0.009), with all but 1 MMC-treated bleb still surviving at postoperative day 30. There were no significant differences in survival between blebs treated with combination verteporfin + MMC and MMC alone. Mitomycin C-treated blebs were less vascular than verteporfin-treated blebs (mean vascularity score 0.3 ± 0.5 for MMC vs. 1.0 ± 0.0 for verteporfin, P < 0.01). Bleb histology did not reveal any significant toxicity in verteporfin-treated eyes. There were no significant differences in inflammation or scarring across groups. Conclusions: Although verteporfin remained inferior to MMC with regard to surgical survival, there was a trend toward increased survival compared with BSS control and it had an excellent safety profile. Further studies with variations in verteporfin dosage and/or application frequency are needed to assess whether this may be a useful adjunct to glaucoma surgery. Financial Disclosures: Proprietary or commercial disclosure may be found in the Footnotes and Disclosures at the end of this article.

Changes in glaucoma management following visual field testing and optical coherence tomography.

BACKGROUND: Optimal utilisation of investigations in glaucoma management remains unclear. We aimed to assess whether a temporal association exists between such testing and management changes. METHODS: Retrospective observational study using nationwide healthcare insurance claims database. Glaucoma outpatient encounters from patients aged ≥40 years with/without Humphrey visual field (HVF) and/or optical coherence tomography (OCT) were identified. An encounter was considered associated with an intervention if surgery occurred within 90 days, or if medication change or laser trabeculoplasty (LT) occurred within 30 days. RESULTS: 12 669 324 outpatient encounters of 1 863 748 individuals from 2003 to 2020 were included. HVF and OCT was performed during 32.8% and 22.2% of encounters respectively. Of the 36 763 (0.3%) encounters preceding surgery, 28.1% included HVF, 11.9% had OCT and 8.5% both. 79 181 (0.6%) visits preceded LT, of which 28.2% had HVF, 13.2% OCT and 9.3% both. Of the 515 899 (4.5%) encounters preceding medication changes, 29.1% had HVF, 16.7% OCT and 12.2% both. Compared with encounters with no investigations, those with HVF and/or OCT were associated with a 49% increased odds of a management change (p<0.001). In multivariate analyses, compared with encounters without investigations, visits with HVF alone had higher odds of subsequent surgery and LT, while HVF and/or OCT were associated with higher odds of medication change (p<0.001 for all). CONCLUSION: Glaucoma therapeutic changes occurred following approximately 5% of outpatient encounters. Surgery and LT were more likely to occur following a visit with a HVF rather than an OCT, while either investigation was associated with a higher odds of medication change.

Nationwide Trends in Vitreoretinal Procedures within Australia.

PURPOSE: To investigate Australian age stratified nationwide trends in vitreoretinal procedures. METHODS: Nationwide retrospective analysis of vitreoretinal procedures in Australia over 2001-2019 using Australian National Hospital Morbidity Database for public and private hospitals. Age and gender-specific trends in selected procedures including pars plana vitrectomy for retinal detachment (PPV for RD), scleral buckle, intravitreal injections, and PPV unrelated to RD were analysed using negative binomial regression. RESULTS: Total included procedures increased from 8102 in 2001 to 136430 in 2019. Between 2001 and 2019, the incidence per 100,000 persons of PPV for RD increased from 7.5 to 20.7, whilst scleral buckling decreased from 10.5 to 4.0. Similarly, the incidence per 100,000 persons of PPV unrelated to RD increased from 18.4 to 67.1, and intravitreal injections increased from 5.6 to 446.0. The rate of scleral buckling decreased by 6% annually (p < .001), most pronounced in those 40 years and above. In contrast, PPV for RD increased by 5% annually (p < .001), also most pronounced in those aged 40 and above. PPV unrelated to RD increased by 7% annually (p < .001), and intravitreal injections increased by 21.0% annually (p < .001). CONCLUSION: Between 2001 and 2019, the rate of scleral buckling declined compared to an increase in PPV for RD. Our analysis suggests an increasing trend to PPV over scleral buckling for RD repair in Australia over the last two decades. Additionally, rates of PPV unrelated to RD and intravitreal injections increased across all age groups. Overall, these trends mirror those seen internationally and reflect changing practice patterns over time.