A new intelligent system based deep learning to detect DME and AMD in OCT images.

Optical Coherence Tomography (OCT) is widely recognized as the leading modality for assessing ocular retinal diseases, playing a crucial role in diagnosing retinopathy while maintaining a non-invasive modality. The increasing volume of OCT images underscores the growing importance of automating image analysis. Age-related diabetic Macular Degeneration (AMD) and Diabetic Macular Edema (DME) are the most common cause of visual impairment. Early detection and timely intervention for diabetes-related conditions are essential for preventing optical complications and reducing the risk of blindness. This study introduces a novel Computer-Aided Diagnosis (CAD) system based on a Convolutional Neural Network (CNN) model, aiming to identify and classify OCT retinal images into AMD, DME, and Normal classes. Leveraging CNN efficiency, including feature learning and classification, various CNN, including pre-trained VGG16, VGG19, Inception_V3, a custom from scratch model, BCNN (VGG16) 2 , BCNN (VGG19) 2 , and BCNN (Inception_V3) 2 , are developed for the classification of AMD, DME, and Normal OCT images. The proposed approach has been evaluated on two datasets, including a DUKE public dataset and a Tunisian private dataset. The combination of the Inception_V3 model and the extracted feature from the proposed custom CNN achieved the highest accuracy value of 99.53% in the DUKE dataset. The obtained results on DUKE public and Tunisian datasets demonstrate the proposed approach as a significant tool for efficient and automatic retinal OCT image classification.

Automatic Detection of AMD and DME Retinal Pathologies Using Deep Learning.

Diabetic macular edema (DME) and age-related macular degeneration (AMD) are two common eye diseases. They are often undiagnosed or diagnosed late. This can result in permanent and irreversible vision loss. Therefore, early detection and treatment of these diseases can prevent vision loss, save money, and provide a better quality of life for individuals. Optical coherence tomography (OCT) imaging is widely applied to identify eye diseases, including DME and AMD. In this work, we developed automatic deep learning-based methods to detect these pathologies using SD-OCT scans. The convolutional neural network (CNN) from scratch we developed gave the best classification score with an accuracy higher than 99% on Duke dataset of OCT images.

Management of eyelids' primary malignancies.

Purpose: We report our experience in surgical management of primary malignant tumors of the eyelids. We have specified the various surgical techniques used, as well as functional and anatomical results.Patients and methods: A review of patients admitted for malignant tumor of the eyelids in the oculoplastic department of the Hedi Raies Institute of Ophthalmology from January 2012 to December 2021.Results: One hundred and twenty-three patients with malignant eyelid tumors were hospitalized. Surgical treatment involved 114 tumor lesions, which represents 95% of the cases. One hundred and eleven lesions (97.4%) had been operated by simple tumor resection. Safety margins were, respectively, 4 mm in 63.2% and from 5 to 6 mm in 34.2%. Extemporaneous histological examination was performed in three cases (2.6%). Reconstruction involved the anterior lamella (AL) in 92 cases (80.7%), the posterior lamella (PL) in 66 cases (57.9%), the medial canthus in 18 cases (15, 8%), and lateral canthus in 4 cases (3.5%). The excision was oncological in 85 cases (74.6%) and incomplete in 19 cases (16.7%). Tumor recurrence occurred in seven cases (6.1%), after an average delay of 36 months.Conclusion: The anatomical and functional features of the eyelids require a good reconstruction of the transfixion eyelid defect. Many reconstruction methods are available, allowing extensive and complex palpebral repairs. Oncologic prognosis is conditioned by the surgical quality.

Prevalence and predictors of metamorphopsia after successful vitrectomy surgery for macula-off rhegmatogenous retinal detachment.

AIM: To estimate metamorphopsia prevalence, predictors and etiologies in patients operated for rhegmatogenous retinal detachment (RRD) with detached macula with successful results. METHODS: Retrospective study including 50 eyes of 50 patients who underwent pars plana vitrectomy for RRD with detached macula with standard silicone oil (SO) tamponade. Patients who had successful surgery with durable anatomic reapplication of the retina after SO removal were included. Patients were examined on day 1, day 7,1 month, and 3 months after surgery. Best corrected visual acuity, Amsler grid, fundus biomicroscopy, Spectral Domain Optical Coherence Tomography (SD-OCT) and fundus auto-fluorescence (FAF) were performed in all patients after surgery. Structural abnormalities such as macular folds, macular epiretinal membrane, cystoid macular edema, and foveal disruption of the ellipsoid layer were observed on SD-OCT. Macular displacement was identified on FAF. RESULTS: We identified metamorphopsia as post-operative visual impairment in 27 patients among 50 (54%). Clinical assessment found that a delay > 7 days between symptoms and surgery (p < 0.001), more than 2 detached quadrants (p=0.012), and stage C of proliferative vitreoretinopathy (p=0.035) were associated to metamorphopsia. Regarding multimodal imaging findings, only macular folds and macular displacement were significantly correlated with the occurrence of postoperative metamorphopsia (p <0.001). CONCLUSION: Metamorphopsia is a common complaint after vitrectomy for RRD. Macular rotation and folds would be the main causes after complete and durable reapplication of the retina.

Autologous retinal graft for the management of large macular holes associated with retinal detachment.

To present the efficacy of autologous neurosensory retinal transplantation in macular holes surgery with rhegmatogenous retinal detachment. Eleven eyes of 11 patients with rhegmatogenous retinal detachment associated to a large macular hole were enrolled between January 2019 and January 2021 in the Department A of the Hedi Rais Institute of Ophthalmology (Tunis, Tunisia). All patients underwent a 23 G pars plana vitrectomy. An autologous neurosensory retinal patch was placed inside the macular hole. Long-acting silicone tamponade was carried out. Clinical features of the macular area, best-corrected visual acuity (BCVA), fundus examination, and SD-OCT were recorded before surgery, at 1- and 3-month follow-up after surgery. The mean age of our population was 56.6 ± 10.33 years old, ranged from 45 to 76 years old. Final retinal reattachment was achieved clinically in all eyes. The Spectral domain-Optical Coherence Tomography (SD-OCT) follow-up showed the macular hole closure. The retinal patch was demonstrated by OCT at each control. BCVA improved from 1.52 ± 0.23 Logarithm of the Minimum Angle of Resolution (LogMAR) to 0.89 ± 0.16 LogMAR 3 months after surgery (p= 0.014). No adverse events were registered during the study. Autologous neurosensory retinal transplantation has been efficient to treat macular hole associated to rhegmatogenous retinal detachment. Further multicentric studies with a large number of patients are needed to establish the results of this technique in complex cases.

Anatomical prognosis after idiopathic macular hole surgery: machine learning based-predection.

To develop a machine learning (ML) model for the prediction of the idiopathic macular hole (MH) status at 9 months after vitrectomy and inverted flap internal limiting membrane (ILM) peeling surgery. This single center was conducted at Department A, Institute Hedi Raies of Ophthalmology, Tunis, Tunisia. The study included 114 patients. In total, 120 eyes underwent optical coherence tomography (OCT) and inverted flap ILM peeling for surgery. Then 510 B scan of macular OCT was acquired 9 months after surgery. MH diameter, basal MH diameter (b), nasal and temporal arm lengths and macular hole angle were measured. Indices including hole form factor, MH index, diameter hole index (DHI) and tractional hole, MH area index and MH volume index were calculated. Receiver operating characteristic (ROC) curves and cut­off values were derived for each indices predicting closure or not of the MH. The area under the receiver operating characteristic curve (AUC) and kappa value were calculated to evaluate performance of the medical decision support system (MDSS) in predicting the MH closure. From the ROC curve analysis, it was derived that MH indices like MH diameter, diameter hole index (DHI), MH index, and hole formation factor were capable of successfully predicting MH closure while basal diameter, DHI and MH area index predicted none closure MH. The MDSS achieved an AUC of 0.984 with a kappa value of 0.934. Based on the preoperative OCT parameters, our ML model achieved remarkable accuracy in predicting MH outcomes after pars plana vitrectomy and inverted flap ILM peeling. Therefore, MDSS may help optimize surgical planning for full thickness macular hole patients in the future.

Eye trauma in the workplace: about 110 cases.

AIM: To evaluate the epidemiological and clinical characteristics of occupational ocular trauma in order to determine prognostic factors of these eye accidents. METHODS: This is a cross-sectional study of 110 patients who were victims of occupational accidents that caused eye trauma. They were treated in Department A, Hédi Rais Ophthalmology Institute in Tunis, between March 2018 and March 2019. We collected information from the patients' files according to a standard form. The data collected were: patient demographics, circumstances of the accident, consultation time, clinical examination data and temporary disability. The data were entered and statistically analysed using SPSS 20.0 software. We used the "t-student" and the "chi-deux" as statistical tests. The significance level was set at 5%. RESULTS: We collected 120 eyes from 110 patients. The average age was 37 years with a male predominance. Almost half of the patients (45.4%) were construction workers.  In 34% of the cases, a metal object was responsible for the trauma. Projection of superficial foreign bodies was noted in 44.3% of cases and contusion in 34% of cases. The average visual acuity of the traumatised eye was 8/10 and depended on the nature of the trauma.  Palpebral ecchymosis (30.9%) and conjunctival hyperhaemia (48.5%) were the most common bio microscopic signs found. Eight cases of corneal wounds were noted, three cases of corneo-scleral wounds associated in 2 cases with an intra-ocular foreign body as well as three cases of bursting of the globe were noted. The risk factors of poor prognosis found were: male sex (p=0.042), the mechanism of the trauma: projection of a foreign body (p=0.0052) and the following occupations: bricklayer, mechanic and construction worker (p<0.0001). The average temporary disability caused by eye trauma was 5 days with a standard deviation of 6 days. CONCLUSION: Our study described the severity of eye injuries related to work-related accidents. The most important prognostic factors will be the male gender, the mechanism of the trauma and the occupation. These traumas represent a major public health problem. Prevention is the only way to improve the final prognosis.

Prognostic factors for visual recovery in idiopathic rhegmatogenous retinal detachment: a prospective study of 90 patients.

AIM: To determine the preoperative clinical and tomographic factors involved in the postoperative visual prognosis of macula-off rhegmatogenous retinal detachment. METHODS: We conducted a prospective analytical study of 90 eyes of 90 patients who suffered from macula-off rhegmatogenous retinal detachment and were treated in department "A" of "Hedi Raies Institute of Ophthalmology", Tunis. All the patients were examined prior and after the operation, with a thorough interrogation and complete ophthalmological examination. Also, we continued assessing their status for 6 months. We looked for the clinical factors predictive of postoperative visual recovery. The data collected was stored using Excel software and analyzed using SPSS version 18 for Windows (IBM Corp., Armonk, NY). For all statistical tests, the significance level was set at p=0.05. RESULTS: The mean preoperative visual acuity (VA) was 1.73 +/- 0.34 LogMAR. It was significantly correlated with management delay (p<0.001). Postoperative VA was 0.61 +/- 0.43 LogMAR. The various pre-operative clinical risk factors for poor final visual recovery (VA<5/10) were: preoperative VA ≥ 2 LogMAR, management delay > 15 days (p<0.01), proliferative vitreoretinopathy (PVR) stage C or greater (p=0.01), and number of detached retinal quadrants > 2 (p=0.05). Furthermore, we have found that the preoperative tomographic risk factors for poor visual recovery were: height of sub retinal fluid > 760µm (p < 0.001), disruption of the external limiting membrane and/or ellipsoid zone (p < 0.001), presence of cavitations in the external and/or internal nuclear layer (p = 0.002), and finally the absence of a thickening of the photoreceptor outer segments (p = 0.001). CONCLUSION: Predictive preoperative clinical factors in macula off RRD are mainly preoperative visual acuity, the management delay, number of quadrants reached and PVR stage. Mastering these factors builds a better understanding of the functional recovery after macula-off retinal detachment and helps advise the patients who will consequently be more involved in the management of this serious disease. Spectral domain OCT allows detection of specific microscopic macular changes. These anomalies could be predictive of final postoperative visual outcome.

Ruptured retinal macroaneurysm complicated by a retro hyaloidal hematoma: about a case and review of the literature.

A 45 years old patient consulted for a sudden decrease in visual acuity in the right eye. Ophthalmological examination gave visual acuity limited to luminous perceptions with a calm anterior segment, a transparent lens and at the fundus examination a dense, massive, two-level intra-retinal and retro hyaloidal pigeon nest hemorrhage with a fusiform whitish lesion on the path of the upper temporal artery. The suspected diagnosis was a complicated ruptured retinal macroaneurysm with massive retinal and retro hyaloidal hemorrhage. Fluorescein angiography confirmed the diagnosis. Our course of action was an emergency programmed evacuation vitrectomy with gas tamponade. The evolution was marked by a clear improvement in visual acuity. The rupture of retinal macroaneurysm is a frequent and serious accident. The complications of this rupture can threat the vision. Care is still being discussed. Randomized studies on large series are necessary to decide on the best therapy.

Superficial Temporal Muscle Fascia Grafting: Successful Transplant of Surgical-induced Necrotizing Scleritis.

To report the case of a surgical-induced necrotizing scleritis (SINS) following vitreoretinal surgery for rhegmatogenous retinal detachment, successfully managed by superficial muscle temporal fascia grafting. An 18-year-old teenager, with a history of a 23G vitrectomy with silicone oil tamponade for rhegmatogenous retinal detachment of the left eye, presented with intense left ocular pain, decreased visual acuity to counting fingers and eye redness. Split lamp examination showed: Conjunctival infiltration with silicone oil, circumferential sclera thinning with ectasia of the underling uvea. The fundus examination showed an attached retina. Necrotizing scleritis was the retained diagnosis. SINS was the final diagnosis. An immunosuppressive therapy was started. Superficial muscle temporal fascia grafting was performed to cover the necrotizing sclera. The patient did well postoperatively without sclera thinning or ectasia and the fascia grafting still intact without retraction after 6 months of follow-up. This is the first case in the literature that used the superficial temporal muscle fascia as a graft for sclera reinforcement in SINS. We propose new support to reinforce the deficient sclera. This graft must be associated with prompt immunosuppressive therapy at high doses.

[Intraocular foreign body and endophthalmitis: risk factors and management]. / Corps étranger intraoculaire et endophtalmie: facteurs de risque et prise en charge.

This study aims to identify the risk factors for post-traumatic endophthalmitis (PTE) due to intraocular foreign body (IFB) in patients with penetrating injuries of the globe and to assess treatment outcomes. We conducted a descriptive, retrospective study of 60 patients hospitalized for penetrating wound due to intraocular foreign body at the Hedi Rais Institute of Ophthalmology, Tunis, over a period of 10 years. Our study involved the patients with penetrating ocular trauma due to intraocular foreign body associated with post-traumatic endophthalmitis. We also determined the clinical risk factors for endophthalmitis in these patients. We collected data from the medical records of 60 patients with penetrating injury due to intraocular foreign body. Clinical symptoms of endophthalmitis were reported in ten of these patients (16.66%). All IFBs were located in the posterior segment. Mean LogMAR visual acuity (VA) at baseline was 2.26. Final Mean LogMAR VA was 2.18. We found a statically significant correlation between the occurrence of endophthalmitis and the following factors: rural origin p=0.021, delays in removing IFB p=0.01, posterior location IFB p=0.012, capsule rupture p=0.022, associated retinal detachment p<0.0001. The identification of risk factors for post-traumatic endophthalmitis allow for better treatment adaptation and preventive measures of this complication to improve prognosis and quality of life.

The interest of the OCT spectral Domain for the diagnosis of the acromatopsia.

AIM: the interest of the OCT spectral Domain for the diagnosis of the acromatopsia. CASE REPORT:   It's about 2 brothers consulting for low vision. The big brother, has a vision of 1/ 20 in two eyes. The anterior segment and the fundus examination were normals. The OCT SD shows a disappearance of the ellipsoid line in the macular region with an optic hole. The Global ERG has demonstrated flat plots in photopic component and normal in scotopic component. The ishihara test has showed an absence of the chromatic sense. The acromatopsia was the selected diagnosis.  The exam of the second brother showed a visual acuity limited 1/20 in the right eye and counting finger in the left eye, associated to photophobia and nystagmus. The OCT and global ERG gave the same results. CONCLUSION: The typical clinical picture with the ERG's data gave the diagnosis of the acromatopsia. An early diagnosis is necessary for a suitable life of the patient and genetic consulting. This paper demonstrated the importance of the OCT SD for the diagnosis when it's correclated to the clinic.

Cyclosporin A eye drop and subepithelial adenoviral keratoconjunctivitis infiltrates.

INTRODUCTION: The adenoviral keratoconjunctivitis infiltrates may be a source of significant visual impairment justifying the use of various therapeutic means. AIM: Evaluate the efficiency and safety of use of cyclosporine A 0,5% eye drop in the treatment of subepithelial infiltrates. METHODS: It was a prospective study of 37 eyes of 22 patients with adenoviral keratoconjunctivitis with subepithelial infiltrates treated with cyclosporine A 0,5% eye drop. Cyclosporine A 0,5% was prepared from the injectable form of cyclosporine (Sandimmun®) and artificial tears. The cyclosporine A 0,5% was first administered at 4 drops per day for 15 days, then at a rate of 2 drops per day for a variable period ranging from 15 days to 6 months. The use of this molecule has been motivated by the presence of a persistent dazzlement, by visual acuity under 6/10 or an astigmatism superior to 1 diopter. RESULTS: At the end of follow, dazzlement disappeared in all patients; the final average visual acuity was 8/10 and corneal astigmatism average was of 0.75 diopter. The slit lamp examination showed a marked decrease in the number and density of subepithelial infiltrates from the 15th day. A 29-year-old patient, however, presented some intercostal vesicles due to zonal recrudescence but with spontaneous and quick resolve in the same time of taking topical cyclosporine. No local complications were observed in our patients. The average follow-up was 13 months. CONCLUSION: Topical cyclosporine A is an effective and well-tolerated alternative to corticosteroids in the subepithelial infiltrates occurring as sequelae of adenoviral keratoconjunctivitis.

Microbiologic profile of the mycosic absess on a reference center in Tunisia.

AIM: Given the increase in cases of fungal keratitis in recent years due to the inadvertent use of large -spectrum antibiotics and corticosteroids on the one hand and the emergence of contactology on the other hand, this study has was carried out in order to better understand the microbiological profile of fungal keratitis, particularly as a function of risk factors in a referral center in Tunisia. METHODS: We report a retrospective study of 43 patients (45eyes) hospitalized for fungal corneal abscess between January 2007 and December 2017. All patients benefited from corneal sampling by scraping the cornea with direct examination and culture. RESULTS: During the study period, 482 patients with corneal abscess were treated at the Ophthalmology Department of the Hédi Raies A Institute in Tunis. 45 eyes of 43 consecutive patients had keratomycosis (9.3%). The direct examination was positive in 71.1% of the cases and the culture in 73.3%. In 78.8% of the cases filaments were isolated: the fusarium being the most found species is in 39.4% of the patients particulary in cases of ocular trauma. Yeast species were more frequently found in surface pathology or local or general deficency. CONCLUSION:   It is important to guide the microbiological diagnosis of mycotic keratitis according to the clinical context, particularly in the case of negativity of the samples in order to establish a suitable treatment to improve the prognosis of this pathology, which represents one of the most difficult forms of infectious  keratitis to manage.

Results of vitrectomy in giant tear retinal detachments.

INTRODUCTION: Giant tear retinal detachments have long been recognized for their management difficulties and poor anatomical surgical prognosis. METHOD: Retrospective, descriptive study of 15 patients collected from IOHRT Department A. These patients were treated for rheumatogenic retinal detachment by giant tear. All patients underwent endocular vitreoretinal surgery. A visual acuity, FO and OCT check was performed at 7 days, 21 days, 45 days and 3 months, 6 months and 1 year postoperatively. RESULTS: Our study included 15 eyes from 15 patients with rheumatogenic giant tear retinal detachments. The average follow-up is 9 months. The average age of the patients was 45 years. Six patients were severely short-sighted; 30% of patients had stage C vitreous proliferations at diagnosis. Immediate postoperative anatomical reapplication was achieved in 85% of patients. After 1 year, anatomical reapplication was achieved in 100% of patients. The average visual acuity was 2/10. CONCLUSION: Surgery for rheumatogenic retinal detachment caused by a giant tear is a procedure that is still considered difficult with uncertain results. The progress of endocular surgery and tamponade methods has made it possible to revolutionize the prognosis of these detachments.

Malignant glaucoma management: literature review.

Malignant glaucoma remains a challenging complications of ocular surgery. It has been reported to occur spontaneously or after any ophthalmic procedure, it is most commonly encountered after glaucoma surgery. The clinical diagnosis is made in the setting of a patent peripheral iridotomy and axial flattening of the anterior chamber. Intraocular pressure is usually elevated, but it may be normal in some cases. The exact etiology of this condition is not fully understood, several mechanisms have been proposed. This review discusses pathophysiology, differential diagnosis, imaging modalities, and current treatment strategies for this rare form of secondary glaucoma.