Comparisons of deep learning algorithms for diagnosing bacterial keratitis via external eye photographs

Bacterial keratitis (BK), a painful and fulminant bacterial infection of the cornea, is the most common type of vision-threatening infectious keratitis (IK). A rapid clinical diagnosis by an ophthalmologist may often help prevent BK patients from progression to corneal melting or even perforation, but many rural areas cannot afford an ophthalmologist. Thanks to the rapid development of deep learning (DL) algorithms, artificial intelligence via image could provide an immediate screening and recommendation for patients with red and painful eyes. Therefore, this study aims to elucidate the potentials of different DL algorithms for diagnosing BK via external eye photos. External eye photos of clinically suspected IK were consecutively collected from five referral centers. The candidate DL frameworks, including ResNet50, ResNeXt50, DenseNet121, SE-ResNet50, EfficientNets B0, B1, B2, and B3, were trained to recognize BK from the photo toward the target with the greatest area under the receiver operating characteristic curve (AUROC). Via five-cross validation, EfficientNet B3 showed the most excellent average AUROC, in which the average percentage of sensitivity, specificity, positive predictive value, and negative predictive value was 74, 64, 77, and 61. There was no statistical difference in diagnostic accuracy and AUROC between any two of these DL frameworks. The diagnostic accuracy of these models (ranged from 69 to 72%) is comparable to that of the ophthalmologist (66% to 74%). Therefore, all these models are promising tools for diagnosing BK in first-line medical care units without ophthalmologists.

Expert consensus on the identification, diagnosis, and treatment of neurotrophic keratopathy

Background Neurotrophic keratopathy (NK) is a relatively uncommon, underdiagnosed degenerative corneal disease that is caused by damage to the ophthalmic branch of the trigeminal nerve by conditions such as herpes simplex or zoster keratitis, intracranial space-occupying lesions, diabetes, or neurosurgical procedures. Over time, epithelial breakdown, corneal ulceration, corneal melting (thinning), perforation, and loss of vision may occur. The best opportunity to reverse ocular surface damage is in the earliest stage of NK. However, patients typically experience few symptoms and diagnosis is often delayed. Increased awareness of the causes of NK, consensus on when and how to screen for NK, and recommendations for how to treat NK are needed. Methods An 11-member expert panel used a validated methodology (a RAND/UCLA modified Delphi panel) to develop consensus on when to screen for and how best to diagnose and treat NK. Clinicians reviewed literature on the diagnosis and management of NK then rated a detailed set of 735 scenarios. In 646 scenarios, panelists rated whether a test of corneal sensitivity was warranted; in 20 scenarios, they considered the adequacy of specific tests and examinations to diagnose and stage NK; and in 69 scenarios, they rated the appropriateness of treatments for NK. Panelist ratings were used to develop clinical recommendations. Results There was agreement on 94% of scenarios. Based on this consensus, we present distinct circumstances when we strongly recommend or may consider a test for corneal sensitivity. We also present recommendations on the diagnostic tests to be performed in patients in whom NK is suspected and treatment options for NK. Conclusions These expert recommendations should be validated with clinical data. The recommendations represent the consensus of experts, are informed by published literature and experience, and may improve outcomes by helping improve diagnosis and treatment of patients with NK.

Non-Traumatic Corneal Perforation

Corneal perforation is a potentially devastating complication that can result from numerous conditions that precipitate corneal melting. We report a clinical of a 65 years old woman who has presented in the emergency room with a non traumatic corneal perforation, with expulsion of the lens. Complicated by the presence of a chronic antecedent of corneal ulcer (Figure 1).

Iatrogenic Ocular Surface Diseases Occurring during and/or after Different Treatments for Ocular Tumours

The ocular surface represents a finely regulated system that allows the protection of the eye. It is particularly susceptible to different treatments for intraocular tumours, such as uveal melanoma and conjunctival cancers. Traditionally, the management of ocular tumours depends on the characteristics of the lesion, and is based on a combination of selective surgery, topical chemotherapy, and/or radiotherapy delivered through different mechanisms (e.g., charged-particle radiotherapy or brachytherapy). Possible complications involving the ocular surface range from transient dry eye disease or keratitis up to corneal melting and perforation, which in any case deserve careful evaluation for the risk of permanent sigh-threatening complications. Clinicians involved in the management of these patients must be aware of this risk, in order to reach an early diagnosis and promptly set up an adequate treatment. The present review of the literature will summarize acute and chronic complications affecting the ocular surface following different therapies for the treatment of ocular tumours.

Posttraumatic Ocular Hypotony Through Epithelial Downgrowth

Background Intraocular epithelial downgrowth is a rare but potentially devastating posttraumatic complication. If left untreated, this may result in corneal decompensation, secondary angle-closure glaucoma, retinal detachment and blindness. Patient and Method A 10-year-old patient with penetrating globe injury and delayed wound management elsewhere presented with corneal melting and decompensation, retinal detachment and ocular hypotony. Following penetrating keratoplasty, cyclopexy and vitrectomy, corneal melting in the interface with renewed retinal detachment was noted within days. The hopeless prognosis required enucleation of the globe. Results Optical coherence tomography revealed not only corneal melting, but also markedly hyperreflective structures posterior to the cornea. Immunohistology demonstrated diffuse multi-layered nonkeratinised squamous cell epithelium on the posterior corneal surface, iris, ciliary bodies, and retina, as well as below the choroid, with renewed tractional retinal detachment. Conclusion Posttraumatic epithelial downgrowth may result in tractional retinal detachment, cyclodialysis cleft and/or corneal melting. Hyperreflective membrane deposits on OCT may be indicative of diffuse epithelial downgrowth. Especially in children, prompt wound closure in globe injuries is vital to avoid this serious posttraumatic complication.

A case of severe dry eye disease with corneal melting as presenting complaint of acute myeloid leukaemia

Dry eye syndrome is a common multifactorial disorder of the tear film and ocular surface. In rare cases, it may be caused by systemic diseases. Corneal melting is a complication of dry eye syndrome and is a potentially blinding condition. Here we report a case of a 67-year-old patient who attended her general practitioner for a year complaining of persistent dry eyes. Ophthalmological assessment showed severe dry eye syndrome with cornea melting in left eye. Blood test revealed anaemia and thrombocytopenia with circulating blasts. Bone marrow biopsy showed 15% myeloblasts with monosomy 7, compatible with acute myeloid leukaemia. Patient was started on intensive chemotherapy regime and was a candidate for allogenic bone marrow transplant. To our knowledge, this is the first case report demonstrating dry eye syndrome with sterile corneal melting as the possible presenting complaints of acute myeloid leukaemia. This case will serve as a useful reminder to general practitioners and accident and emergency doctors about the current guidelines regarding referral of persistently symptomatic patients with dry eye syndrome for further investigation in secondary care.

Corneal Perforation Self-Healing with an Iris Plug in the Cornea

Keratitis treatment outcome is usually dependent on the targeted treatment of the cause. We want to present a small corneal ulcer of unidentified origin that progressed into corneal melting and resulted in corneal perforation. The patient had a widespread antibacterial and fungal treatment and an ophthalmological follow-up with slit-lamp examination and AS-OCT. The spontaneous iris plug in the cornea helped to solve the anterior chamber collapse and made permanent anatomical changes in the anterior part. A 45-week follow-up found a hyperdense stromal corneal scar with 556-µm-wide stable iris-cornea contact and BCVA of 0.8. As a result, an iris plug in the cornea after corneal perforation can have a positive effect on healing and lead to good visual outcome.