Diabetic retinopathy prediction based on vision transformer and modified capsule network.

Diabetic retinopathy is considered one of the most common diseases that can lead to blindness in the working age, and the chance of developing it increases as long as a person suffers from diabetes. Protecting the sight of the patient or decelerating the evolution of this disease depends on its early detection as well as identifying the exact levels of this pathology, which is done manually by ophthalmologists. This manual process is very consuming in terms of the time and experience of an expert ophthalmologist, which makes developing an automated method to aid in the diagnosis of diabetic retinopathy an essential and urgent need. In this paper, we aim to propose a new hybrid deep learning method based on a fine-tuning vision transformer and a modified capsule network for automatic diabetic retinopathy severity level prediction. The proposed approach consists of a new range of computer vision operations, including the power law transformation technique and the contrast-limiting adaptive histogram equalization technique in the preprocessing step. While the classification step builds up on a fine-tuning vision transformer, a modified capsule network, and a classification model combined with a classification model, The effectiveness of our approach was evaluated using four datasets, including the APTOS, Messidor-2, DDR, and EyePACS datasets, for the task of severity levels of diabetic retinopathy. We have attained excellent test accuracy scores on the four datasets, respectively: 88.18%, 87.78%, 80.36%, and 78.64%. Comparing our results with the state-of-the-art, we reached a better performance.

Comparison of pars plana vitrectomy and combined pars plana vitrectomy with phacoemulsification for proliferative diabetic retinopathy: A retrospective study about 120 eyes.

PURPOSE: To compare the outcomes of pars plana vitrectomy (PPV) and combined PPV with phacoemulsification (PPVCE) surgeries for proliferative diabetic retinopathy (PDR) and cataract treatment. METHODS: Retrospective analysis of 120 diabetic patients who underwent PPV or PPVCE. RESULTS: The key outcome indicators were best-corrected visual acuity (BCVA) and post-operative complications. The PPVCE group had an average age of 53 years, with 50% females and 50% males. The initial visual acuity (VA) was 1.84 log MAR. In this group, BCVA remained stable or increased in 61 eyes (74%). Regarding the PPV group, the average age was 43 years; 65% were men while 34% were women. The initial VA was 1.83 log MAR; in this group, the VA increased or remained stable in 28 eyes (73%). The evolution of the VA was rather symmetric in the two groups without a significant difference (P = 0.9). Similarly, the occurrence of postoperative complications was comparable for the main complications studied, namely the inflammatory reaction (P = 0.809), ocular hypertension (P = 0.344), corneal edema (P = 0.07), and neovascular glaucoma (P = 0.413). However, there was a decrease in BCVA (three lines) in the PPV group after 6 months of follow-up (P = 0.05) in patients with a clear lens preoperatively and who developed a clinically evident cataract. CONCLUSION: According to this study, for diabetic patients with severe cataracts and vitreoretinal disease requiring vitrectomy, combining vitrectomy with phacoemulsification as a single surgical intervention may be a suitable therapeutic choice. This approach does not significantly increase the risk of visual impairment or retinopathy development.

Rhino-Orbital Cerebral Mucormycosis: A Fatal Evolution.

Rhino-orbital cerebral mucormycosis is a rare and serious fungal infection caused by fungi of the Mucorales order, most commonly by the species Rhizopus oryzae. It occurs generally in an immunocompromised host, and the contamination of healthy subjects remains exceptional. The clinical presentation is not specific. The diagnosis of rhino-orbital cerebral mucormycosis is difficult based on a range of clinical, microbiological, and radiological arguments. Imaging studies may include CT/MRI of the orbit, brain, and sinuses and show signs of aggressiveness, intracranial complications, and evolution under treatment. The standard treatment is antifungal therapy and necrosectomy. We report a case of a 30-year-old patient admitted to intensive care for the management of postpartum hemorrhage complicating severe preeclampsia who presented with rhinocerebral mucormycosis with left orbital extension. Adequate therapeutic management in the intensive care unit was provided; however, the patient died within seven days of septic shock with multiorgan failure. The mortality is determined by the correction of risk factors, the timing of initiation of the antifungal therapy, and surgical debridement.

Diabetic Retinopathy Prediction Based on Wavelet Decomposition and Modified Capsule Network.

Diabetic retinopathy (DR) is one of the most common consequences of diabetes. It affects the retina, causing blood vessel damage which can lead to loss of vision. Saving patients from losing their sight or at least slowing the progress of this disease depends mainly on the early detection of this pathology, on top of the detection of its specific stage. Furthermore, the early detection of diabetic retinopathy and the follow-up of the patient's condition remains an arduous task, whether for an experienced expert ophthalmologist or a computer-aided diagnosis technician. In this paper, we aim to propose a new automatic diabetic retinopathy severity level detection method. The proposed approach merges the pyramid hierarchy of the discrete wavelet transform of the retina fundus image with the modified capsule network and the modified inception block proposed, in addition to a new deep hybrid model that concatenates the inception block with capsule networks. The performance of our proposed approach has been validated on the APTOS dataset, as it achieved a high training accuracy of 97.71% and a high testing accuracy score of 86.54%, which is considered one of the best scores achieved in this field using the same dataset.

[Chronic corneal ulcer revealing Parry-Romberg's syndrome: a case report]. / Ulcère de cornée chronique révélant un syndrome de Parry-Romberg: à propos d´un cas.

Parry-Romberg´s syndrome is a rare clinical entity characterized by progressive hemifacial atrophy associated with several systemic manifestations including ophthalmologic, neurologic, maxillofacial symptoms whose treatment should be multidisciplinary. We here report a case of Parry-Romberg´s syndrome diagnosed in a patient referred for management of chronic corneal ulcer following hypoesthesia, characterized by rare and difficult-to-treat features.

[Unilateral macular coloboma: about a case]. / Colobome maculaire unilatérale: à propos d'un cas.

Macular coloboma is a congenital condition characterized by failure of closure of the fetal intraocular fissure which may have a hereditary origin. Clinically, it is characterized by decreased visual acuity with macular excavated lesion characterized by missing or rudimentary retinal tissue and scleral ectasia. Macular OCT strongly supports the diagnosis and electrophysiology examination, if requested, is altered. Differential diagnosis includes pathologies causing atrophic and excavated macular lesion, in particular congenital toxoplasmosis.

Bilateral stellate neuroretinitis revealing a pheochromocytoma.

Neuroretinitis (NR) is an inflammatory disorder characterized by optic disc edema and subsequent formation of a macular star. We present a case of a 33 year old woman patient admitted for a progressive bilateral visual loss since two weeks. Fundus examination showed bilateral stellate neuroretinitis. Physical examination revealed a malignant hypertension of 210/150 mmHg. Magnetic resonance imaging identified a left suprarenal mass, whereas urinary catecholamine level was abnormally high which supported a diagnosis of pheochromocytoma. The patient underwent a laparoscopic left suprarenal adrenalectomy after successful control of blood pressure. histopathologic examination confirmed the diagnosis of pheochromocytoma. Visual acuity was restored and the retinal alterations disappeared 7 months after surgery.

Severe ocular sequelae of congenital toxoplasmosis: huge macular scar.

Retinochoroiditis is the most common ocular manifestation of congenital toxoplasmosis, but other associated ophthalmological pathologies can also occur. Ophthalmologists are rarely able to distinguish between toxoplasmic retinochoroiditis due to infection acquired before or after birth, unless other clinical or serological indications are present. This article reports a case of a 3-year-old boy with abnormalities suggestive of congenital toxoplasmosis. The clinical and complementary examinations are discussed. The education of pregnant women is crucial for the prevention of congenital toxoplasmosis. Awareness of antenatal and postnatal presenting signs and symptoms is important for clinicians, because early diagnosis and treatment may minimize sequelae. Untreated, the majority of affected infants will develop chorioretinitis, deafness and/or neurological symptoms.