Validation of an autonomous artificial intelligence-based diagnostic system for holistic maculopathy screening in a routine occupational health checkup context.

PURPOSE: This study aims to evaluate the ability of an autonomous artificial intelligence (AI) system for detection of the most common central retinal pathologies in fundus photography. METHODS: Retrospective diagnostic test evaluation on a raw dataset of 5918 images (2839 individuals) evaluated with non-mydriatic cameras during routine occupational health checkups. Three camera models were employed: Optomed Aurora (field of view - FOV 50º, 88% of the dataset), ZEISS VISUSCOUT 100 (FOV 40º, 9%), and Optomed SmartScope M5 (FOV 40º, 3%). Image acquisition took 2 min per patient. Ground truth for each image of the dataset was determined by 2 masked retina specialists, and disagreements were resolved by a 3rd retina specialist. The specific pathologies considered for evaluation were "diabetic retinopathy" (DR), "Age-related macular degeneration" (AMD), "glaucomatous optic neuropathy" (GON), and "Nevus." Images with maculopathy signs that did not match the described taxonomy were classified as "Other." RESULTS: The combination of algorithms to detect any abnormalities had an area under the curve (AUC) of 0.963 with a sensitivity of 92.9% and a specificity of 86.8%. The algorithms individually obtained are as follows: AMD AUC 0.980 (sensitivity 93.8%; specificity 95.7%), DR AUC 0.950 (sensitivity 81.1%; specificity 94.8%), GON AUC 0.889 (sensitivity 53.6% specificity 95.7%), Nevus AUC 0.931 (sensitivity 86.7%; specificity 90.7%). CONCLUSION: Our holistic AI approach reaches high diagnostic accuracy at simultaneous detection of DR, AMD, and Nevus. The integration of pathology-specific algorithms permits higher sensitivities with minimal impact on its specificity. It also reduces the risk of missing incidental findings. Deep learning may facilitate wider screenings of eye diseases.

Prevalence of age-related macular degeneration among optometric telemedicine users in Spain: a retrospective nationwide population-based study.

PURPOSE: To evaluate the prevalence of AMD among optometric telemedicine users in Spain and to identify risk factors. METHODS: Retrospective analysis of a nationwide database conducted on subjects attending to optometry centers, between January 2013 and December 2019. Fundus photographs were performed by optometrists, using non-mydriatic cameras, and evaluated by a group of 12 retina specialists. RESULTS: Among the 119,877 subjects included, the overall prevalence of AMD was 7.6%. The prevalence of early, intermediate, and advanced AMD was 2.9%, 2.7%, and 2.0%, respectively. Of the 9129 AMD subjects, 1161 (12.7%) had geographic atrophy, and 1089 (11.9%) had neovascular AMD, either scar (4.5%) or exudative (7.4%). There was a significant association between AMD and age (per year older, adjusted odds ratio, OR 1.116; 95% CI 1.114 to 1.119, p<0.0001). Women had higher prevalence (adjusted OR 1.17; 95% CI 1.12 to 1.23, p<0.0001). Every diopter (spherical equivalent) of progress toward hyperopia was associated with a significant increase in early AMD prevalence (adjusted OR 1.02, 95 CI 1.01 to 1.04, p=0.0074). Presence of diabetes was associated with a lower AMD prevalence (p<0.0001). CONCLUSIONS: The prevalence of AMD (any eye and any severity) was 7.6%, with a prevalence of advanced AMD of 2.0%. Older age and women were significantly associated with a higher prevalence of AMD, whereas myopia and presence of diabetes were associated with significantly lower odds of any AMD.

Unsupervised feature extraction of anterior chamber OCT images for ordering and classification.

We propose an image processing method for ordering anterior chamber optical coherence tomography (OCT) images in a fully unsupervised manner. The method consists of three steps: Firstly we preprocess the images (filtering the noise, aligning and normalizing the resolution); secondly, a distance measure between images is computed for every pair of images; thirdly we apply a machine learning algorithm that exploits the distance measure to order the images in a two-dimensional plane. The method is applied to a large (~1000) database of anterior chamber OCT images of healthy subjects and patients with angle-closure and the resulting unsupervised ordering and classification is validated by two ophthalmologists.

Microsatellite analysis and marker development in garlic: distribution in EST sequence, genetic diversity analysis, and marker transferability across Alliaceae.

Allium vegetables, such as garlic and onion, have understudied genomes and limited molecular resources, hindering advances in genetic research and breeding of these species. In this study, we characterized and compared the simple sequence repeats (SSR) landscape in the transcriptomes of garlic and related Allium (A. cepa, A. fistulosum, and A. tuberosum) and non-Allium monocot species. In addition, 110 SSR markers were developed from garlic ESTs, and they were characterized-along with 112 previously developed SSRs-at various levels, including transferability across Alliaceae species, and their usefulness for genetic diversity analysis. Among the Allium species analyzed, garlic ESTs had the highest overall SSR density, the lowest frequency of trinucleotides, and the highest of di- and tetranucleotides. When compared to more distantly related monocots, outside the Asparagales order, it was evident that ESTs of Allium species shared major commonalities with regards to SSR density, frequency distribution, sequence motifs, and GC content. A significant fraction of the SSR markers were successfully transferred across Allium species, including crops for which no SSR markers have been developed yet, such as leek, shallot, chives, and elephant garlic. Diversity analysis of garlic cultivars with selected SSRs revealed 36 alleles, with 2-5 alleles/locus, and PIC = 0.38. Cluster analysis grouped the accessions according to their flowering behavior, botanical variety, and ecophysiological characteristics. Results from this study contribute to the characterization of Allium transcriptomes. The new SSR markers developed, along with the data from the polymorphism and transferability analyses, will aid in assisting genetic research and breeding in garlic and other Allium.

A Prospective Randomized Trial of Postural Changes vs Passive Supine Lying during the Second Stage of Labor under Epidural Analgesia.

There exist very few studies comparing different postures or postural changes during labor in parturients with epidural analgesia. AIM: To disclose whether the intervention of a multidisciplinary nursing team including a physiotherapist during the second stage of labor improves the obstetric outcome in parturients with epidural analgesia. DESIGN: Prospective randomized trial. SETTING: University-affiliated hospital. POPULATION: Women undergoing labor with epidural analgesia after a normal gestation. METHODS: 150 women were randomized either to actively perform predefined postural changes during the passive phase of the second stage of labor under the guidance of the attending physiotherapist (study group), or to carry out the whole second stage of labor lying in the traditional supine position (control group). RESULTS: There were significantly more eutocic deliveries (p = 0.005) and, conversely, significantly less instrumental deliveries (p < 0.05) and cesarean sections (p < 0.05) in the study group. The total duration of the second stage of labor was significantly shorter (p < 0.01) in the study group. This was at the expense of the passive phase of the second stage of labor (p < 0.01). Significantly less episiotomies were performed in the study group (31.2% vs 17.8%, p < 0.05). CONCLUSION: The intervention of a physiotherapist during the second stage of labor significantly improved the obstetric outcome.

FEATURES OF POSTERIOR STAPHYLOMAS ANALYZED IN WIDE-FIELD FUNDUS IMAGES IN PATIENTS WITH UNILATERAL AND BILATERAL PATHOLOGIC MYOPIA.

PURPOSE: Pigmentary alterations along the presumed edge of staphyloma in wide-field fundus images have been reported to be highly correlated with the eye shape in three-dimensional magnetic resonance images. The purpose of this study was to analyze Optos images in a large series of highly myopic patients to determine the prevalence, types, and features of staphylomas. METHODS: One thousand and sixty eyes of 541 patients with high myopia (axial length ≥ 26.5 mm) in at least one eye were retrospectively analyzed in Japan and Spain. To determine the presence and types of staphyloma, the authors focused on pigmentary abnormalities along the presumed edge of staphylomas with at least one positive finding in fundus images, autofluorescent images, and infrared images by Optos. RESULTS: Posterior staphyloma was detected in 552 of 1,060 eyes (55%) in Optos images. Wide macular type was the most common (79%), followed by narrow macular (15%), then peripapillary (3%), inferior, and finally nasal. In the 60 non-highly myopic eyes of patients with unilateral high myopia, staphyloma was detected in 40%, suggesting that unilateral high myopia might be a bilateral disorder with marked differences in the degree of staphyloma between the two eyes. Combined staphylomas such as the peripapillary type within the wide macular type were also found. CONCLUSION: Posterior staphyloma was found in 55% of 1,060 eyes with bilateral or unilateral pathologic myopia. Wide macular was the most common type, although there were much more variations in the shape of staphylomas than that had been previously believed.

Macular buckling for previously untreated and recurrent retinal detachment due to high myopic macular hole: a 12-month comparative study.

PURPOSE: To evaluate postoperative outcomes after macular buckling together with pars plana vitrectomy (PPV) in previously untreated and recurrent retinal detachment secondary to macular hole (MH) in highly myopic eyes. METHODS: In a retrospective cohort study, 42 eyes of 42 high myopic patients with retinal detachment due to MH were evaluated. Patients were divided into previously untreated retinal detachment (group 1, 21 eyes) and recurrent retinal detachment (group 2, 21 eyes). Macular buckling and PPV were performed in all patients. Main outcomes included retinal reattachment rate, macular hole closure rate and best-corrected visual acuity (BCVA) at 3, 6, and 12 months. Optical coherence tomography (OCT) was performed both pre- and postoperatively in all patients to assess the anatomical status of the macula. RESULTS: Primary retinal reattachment rate in group 1 was 95% (20/21), which increased to 100% (21/21) after a second surgery. MH closure was achieved in 81% of patients (17/21) after one surgery. The mean preoperative BCVA (logarithm of the minimum angle of resolution, LogMAR) improved from 1.32 (95% CI 1.19;1.44) to 0.76 (95% CI 0.56;0.96) 12 months postoperatively. In all except one case, gas tamponade was preferred. Primary reattachment and MH closure rate in group 2 were 90.5% (19/21) and 57% (12/21) respectively, and did not improve after a second surgery. Preoperative BCVA (LogMAR) was 1.39 (95% CI 1.29;1.49) and improved to 0.95 (95% CI 0.75;1.15) at 12 months. Silicone oil tamponade was used in seven of 21 patients, and finally was removed in five of them. CONCLUSIONS: Macular buckling combined with PPV should be considered a preferred surgical approach both in primary and recurrent retinal detachment secondary to MH in high myopic eyes. Nevertheless, visual outcomes seem to be better when macular buckling is chosen as first-line treatment.

Assessment of OCT measurements as prognostic factors in myopic macular hole surgery without foveoschisis.

BACKGROUND: To assess the role of Spectral Domain Optical Coherence Tomography (SD-OCT) measurements as prognostic factors in myopic macular hole (MMH) surgery. METHODS: In a retrospective cohort study, we evaluated 42 eyes of 42 patients (Spherical equivalent > -6.00 D) who underwent pars plana vitrectomy with internal limiting membrane peeling for MMH without foveoschisis. Statistical analysis was performed to correlate postoperative best corrected visual acuity (BCVA) with preoperative BCVA, age, degree of myopia and seven preoperative OCT measurements: macular hole (MH) base, MH minimum diameter, MH height, Hole Form Factor (HFF), Macular Hole Index (MHI), Diameter Hole Index (DHI) and Tractional Hole Index (THI). RESULTS: Primary and final anatomical success rate were 83.3% (35/42) and 90.5% (38/42), respectively. Four patients deferred reoperation and three underwent a second surgical approach to achieve MH closure. A posterior staphyloma was observed in 27 of 42 patients, and in three of them the MH was located in the apex of the staphyloma. Two of these three cases showed an open MH after the first surgery. Postoperative visual acuity improved in 22/42 (52.4%) patients, worsened in 7/42 (16.7%) and remained unchanged in 13/42 (30.9%). Only MH minimum diameter (P = 0.03) and HFF (P = 0.02) correlated significantly with postoperative BCVA. CONCLUSIONS: Minimum diameter and HFF are strongly correlated with postoperative visual outcomes in cases of MMH. Since analyzing MH configuration seems to improve the anatomical success rate after vitreous surgery in highly myopic patients, these parameters should be preoperatively evaluated by SD-OCT.

Cyclodialysis induced persistent hypotony: surgical management with vitrectomy and endotamponade.

PURPOSE: To report novel surgical approaches to the management of persistent hypotony after cyclodialysis. METHODS: Retrospective review of the medical records of six eyes of six patients with persistent hypotony after traumatic cyclodialysis. The diagnosis accuracy of cyclodialysis was documented by ultrasound biomicroscopy in five patients. The other one underwent an anterior segment optical coherence tomography. The authors performed pars plana vitrectomy and silicone oil-assisted endotamponade in four patients. The remaining eyes underwent a gas tamponade after pars plana vitrectomy. RESULTS: Preoperative visual acuity (Snellen scale) ranged from count fingers to 20/50. The patients' visual acuity improved after the surgery. The intraocular pressure ranged from 2 mmHg to 6 mmHg (mean, 3.33 mmHg) before surgery. The authors did achieve an intraocular pressure normalization postoperatively. After surgery, the ciliary body was completely reattached in all cases. A slight angle recession was documented in one eye. CONCLUSION: The management of cyclodialysis clefts requires a stepwise approach. In cases where conservative management fails, wide ranges of options have been reported. Based on our results, we consider that silicone oil-assisted or gas-assisted endotamponade, after pars plana vitrectomy, can be an effective alternative approach to the cyclodialysis.

En face optical coherence tomography of inner retinal defects after internal limiting membrane peeling for idiopathic macular hole.

PURPOSE: To describe the appearance of inner retinal defects using en face spectral domain optical coherence tomography (SD-OCT) after idiopathic full-thickness macular hole (FTMH) surgery, referred to as concentric macular dark spots (CMDS). METHODS: In a retrospective cohort study, the authors evaluated 36 eyes of 36 patients with large idiopathic MH (>400 µm) who underwent standard three-port pars plana vitrectomy with internal limiting membrane (ILM) peeling. All patients were analyzed using B-scan and C-scan en face SD-OCT before and after surgery to determinate the OCT pattern of the retinal surface. RESULTS: Mean follow-up was 10 months (±8.45 SD; range, 3-30 months). Three months after surgery 36 of 36 eyes (100%) showed a CMDS appearance on en face SD-OCT images. Anatomic success rate was 100% (36/36 eyes) after a single surgical procedure. Once they were evident, these dark spots observed on the retinal surface were not progressive and remained stable over time. CONCLUSIONS: Inner retinal defects frequently occurred after idiopathic MH surgery when ILM was peeled. To the authors' knowledge, this feature has not been previously reported using an en face SD-OCT imaging, and it consisted of numerous CMDS in the same direction of the optic nerve fibers. All patients in the study showed this typical OCT pattern 3 months after surgery. Thus, the authors suggest that this is a helpful, noninvasive technique to assess complete ILM removal in FTMH surgery if CMDS appearance on the retinal surface is reported.

Intrastromal corneal ring segments to correct low myopia in eyes with irregular or abnormal topography including forme fruste keratoconus: 4-year follow-up.

PURPOSE: To report the 4-year outcomes after Intacs intrastromal corneal ring segment (ICRS) implantation to correct low myopia in patients with abnormal topography. SETTING: Instituto de Microcirugia Ocular, Barcelona, Spain. METHODS: This retrospective consecutive interventional case series included eyes with myopia lower than -4.50 diopters (D) and abnormal topography that excluded excimer laser surgery. Evaluation was performed preoperatively and at yearly intervals up to 4 years postoperatively. The 4-year outcomes measures were uncorrected (UDVA) and corrected (CDVA) distance visual acuities, predictability and stability of refractive correction, the efficacy and safety indices, and complications. RESULTS: After ICRS implantation, 82.05% of 39 eyes (21 patients) were within +/-1.00 diopter (D) of emmetropia and 46.15% were within +/-0.50 D. Refractive correction improved during the first 6 months and remained stable up to 4 years. The UDVA was 20/40 or better in all eyes and 20/20 or better in 38.46% of eyes. Seven eyes (17.95%) lost 1 line of CDVA, and no eye lost 2 or more lines. No intraoperative complications occurred. The ICRS were exchanged for thicker ICRS in 7 eyes (17.9%) because of undercorrection. One patient requested ICRS removal due to unsatisfactory refractive results. CONCLUSIONS: The 4-year results indicate that ICRS implantation is effective and safe in the correction of low myopia in patients for whom excimer laser surgery is contraindicated because of abnormal topography, including forme fruste keratoconus. The achieved refractive correction remained stable throughout the follow-up. FINANCIAL DISCLOSURE: No author has a financial or proprietary interest in any material or method mentioned.