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Venugopal A, Christy J, Raut V, P P, Patwardhan V, V V, Madkaikar A, P M, Meenakshi R, Ramakrishnan R. Viral Keratitis, Surgical Intervention in Viral Keratitis, Challenges in Diagnosis and Treatment of Viral Keratitis, HSV, HZV. Semin Ophthalmol 2024; 39:340-352. [PMID: 38303587 DOI: 10.1080/08820538.2024.2309533] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/01/2023] [Accepted: 01/08/2024] [Indexed: 02/03/2024]
Abstract
Viral keratitis is a significant cause of ocular morbidity and visual impairment worldwide. In recent years, there has been a growing understanding of the pathogenesis, clinical manifestations, and diagnostic modalities for viral keratitis. The most common viral pathogens associated with this condition are adenovirus, herpes simplex (HSV), and varicella-zoster virus (VZV). However, emerging viruses such as cytomegalovirus (CMV), Epstein-Barr virus (EBV), and Vaccinia virus can also cause keratitis. Non-surgical interventions are the mainstay of treatment for viral keratitis. Antiviral agents such as Acyclovir, Ganciclovir, and trifluridine have effectively reduced viral replication and improved clinical outcomes. Additionally, adjunctive measures such as lubrication, corticosteroids, and immunomodulatory agents have alleviated symptoms by reducing inflammation and facilitating tissue repair. Despite these conservative approaches, some cases of viral keratitis may progress to severe forms, leading to corneal scarring, thinning, or perforation. In such instances, surgical intervention becomes necessary to restore corneal integrity and visual function. This review article aims to provide an overview of the current perspectives and surgical interventions in managing viral keratitis. The choice of surgical technique depends on the extent and severity of corneal involvement. As highlighted in this article, on-going research and advancements in surgical interventions hold promise for further improving outcomes in patients with viral keratitis.
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Affiliation(s)
- Anitha Venugopal
- Department of Cornea & Refractive services, Aravind Eye, Hospital and postgraduate institute of Ophthalmology, Tirunelveli, Tamil Nadu, India
| | - Josephine Christy
- Department of Cornea & Refractive services, Aravind Eye Hospital, Pondicherry, India
| | - Vaidehi Raut
- Post-Graduate in Ophthalmology Aravind Eye Hospital, Tirunelveli, Tamil Nadu, India
| | - Preethi P
- Post-Graduate in Ophthalmology Aravind Eye Hospital, Tirunelveli, Tamil Nadu, India
| | - Veena Patwardhan
- Medical Consultant, Cornea and Refractive Services, Aravind Eye Hospital, Tirunelveli, Tamil Nadu, India
| | - Veeramma V
- Fellow in Cornea and Refractive surgery, Aravind Eye Hospital, Tirunelveli, Tamil Nadu, India
| | - Aditee Madkaikar
- Department of Cornea & Refractive services, Aravind Eye Hospital, Tirunelveli, Tamil Nadu, India
| | - Mangala P
- Department of Cornea & Refractive services, Aravind Eye Hospital, Coimbatore, Tamil Nadu, India
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Grubešić P, Jurak I, Čaljkušić-Mance T, Belančić A, Grubešić A. Clinical and Demographic Characteristics of Herpetic Keratitis Patients-Tertiary Centre Experience. MEDICINA (KAUNAS, LITHUANIA) 2024; 60:577. [PMID: 38674223 PMCID: PMC11052461 DOI: 10.3390/medicina60040577] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/04/2024] [Revised: 03/24/2024] [Accepted: 03/28/2024] [Indexed: 04/28/2024]
Abstract
Background and Objectives: Herpes simplex keratitis (HSK) is the leading infectious cause of corneal damage and associated loss of visual acuity. Because of its frequent recurrence, it represents a major health problem; thus, timely and accurate diagnosis is the key to successful treatment. To enable this, we aimed to determine HSK patients' demographic and clinical features. Materials and Methods: This prospective study included 55 patients diagnosed with HSK between March 2019 and August 2022 at the Department of Ophthalmology, Clinical Hospital Rijeka. Results: We found that HSK is most prevalent in the elderly, with 72.73% of patients older than 60. The most common HSK types were dendritic (HSK-D; 43.64%) and stromal with epithelial ulceration (HSK-SEU 23.64%). HSK recurrences occurred in 65.45% of patients, with most having two to five recurrences (55.56%). Visual acuity at presentation (65.5%) and after treatment (50.9%) was mostly in the 20/50 range. The longest period until the disease symptoms were resolved was in the group with stromal HSK without epithelial ulceration (HSK-SnEU), for which symptoms lasted more than 11 weeks in 87.5% of patients. The overall incidence of HSK-related complications was high (85.45%), with 76.4% of patients having corneal scarring. The average time from symptom to treatment was 15.78 days. Interestingly, we observed a strong seasonality in the incidence of HSK, which was most prevalent in the colder months, with 63.6% of cases occurring between October and March. Conclusions: To the best of our knowledge, this is the first prospective study in Croatia, and one of the few in Europe, to describe the demographic and clinical features of HSK patients. We found that HSK is most common in the elderly population, with its dendritic form as a clinical presentation. We have shown that HSK is prone to recurrence and secondary complications, with a worryingly long time between symptom and treatment, indicating the need for diagnostic testing in routine practice.
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Affiliation(s)
- Petra Grubešić
- Department of Ophthalmology, Clinical Hospital Center Rijeka, Krešmirova 42, 51000 Rijeka, Croatia;
| | - Igor Jurak
- Department of Biotechnology, University of Rijeka, Ul. Radmile Matejčić 2, 51000 Rijeka, Croatia;
| | - Tea Čaljkušić-Mance
- Department of Ophthalmology, Clinical Hospital Center Rijeka, Krešmirova 42, 51000 Rijeka, Croatia;
| | - Andrej Belančić
- Department of Clinical Pharmacology, Clinical Hospital Center Rijeka, Krešimirova 42, 51000 Rijeka, Croatia;
- Department of Basic and Clinical Pharmacology with Toxicology, Faculty of Medicine, University of Rijeka, Braće Branchetta 20, 51000 Rijeka, Croatia
| | - Aron Grubešić
- Department of Internal Medicine, Clinical Hospital Center Rijeka, Krešimirova 42, 51000 Rijeka, Croatia;
- Department of Internal Medicine, Faculty of Medicine, University of Rijeka, Krešimirova 42, 51000 Rijeka, Croatia
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Musa M, Enaholo E, Aluyi-Osa G, Atuanya GN, Spadea L, Salati C, Zeppieri M. Herpes simplex keratitis: A brief clinical overview. World J Virol 2024; 13:89934. [PMID: 38616855 PMCID: PMC11008405 DOI: 10.5501/wjv.v13.i1.89934] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/17/2023] [Revised: 12/28/2023] [Accepted: 01/22/2024] [Indexed: 03/11/2024] Open
Abstract
The aim of our minireview is to provide a brief overview of the diagnosis, clinical aspects, treatment options, management, and current literature available regarding herpes simplex keratitis (HSK). This type of corneal viral infection is caused by the herpes simplex virus (HSV), which can affect several tissues, including the cornea. One significant aspect of HSK is its potential to cause recurrent episodes of inflammation and damage to the cornea. After the initial infection, the HSV can establish a latent infection in the trigeminal ganglion, a nerve cluster near the eye. The virus may remain dormant for extended periods. Periodic reactivation of the virus can occur, leading to recurrent episodes of HSK. Factors triggering reactivation include stress, illness, immunosuppression, or trauma. Recurrent episodes can manifest in different clinical patterns, ranging from mild epithelial involvement to more severe stromal or endothelial disease. The severity and frequency of recurrences vary among individuals. Severe cases of HSK, especially those involving the stroma and leading to scarring, can result in vision impairment or even blindness in extreme cases. The cornea's clarity is crucial for good vision, and scarring can compromise this, potentially leading to visual impairment. The management of HSK involves not only treating acute episodes but also implementing long-term strategies to prevent recurrences and attempt repairs of corneal nerve endings via neurotization. Antiviral medications, such as oral Acyclovir or topical Ganciclovir, may be prescribed for prophylaxis. The immune response to the virus can contribute to corneal damage. Inflammation, caused by the body's attempt to control the infection, may inadvertently harm the corneal tissues. Clinicians should be informed about triggers and advised on measures to minimize the risk of reactivation. In summary, the recurrent nature of HSK underscores the importance of both acute and long-term management strategies to preserve corneal health and maintain optimal visual function.
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Affiliation(s)
- Mutali Musa
- Department of Optometry, University of Benin, Benin 300283, Nigeria
- Department of Ophthalmology, Africa Eye Laser Centre, Km 7, Benin 300105, Nigeria
| | - Ehimare Enaholo
- Department of Ophthalmology, Africa Eye Laser Centre, Km 7, Benin 300105, Nigeria
- Department of Ophthalmology, Centre for Sight Africa, Nkpor 434101, Nigeria
| | - Gladness Aluyi-Osa
- Department of Ophthalmology, Africa Eye Laser Centre, Km 7, Benin 300105, Nigeria
| | | | - Leopoldo Spadea
- Eye Clinic, Policlinico Umberto I, "Sapienza" University of Rome, Rome 00142, Italy
| | - Carlo Salati
- Department of Ophthalmology, University Hospital of Udine, Udine 33100, Italy
| | - Marco Zeppieri
- Department of Ophthalmology, University Hospital of Udine, Udine 33100, Italy
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Zhang S, Mi J, Ge S, Wang G, Zhou Z, Zhao Y, Zhao Y. Analysis of clinical characteristics and factors influencing herpes simplex virus keratitis. Front Med (Lausanne) 2024; 10:1267783. [PMID: 38293295 PMCID: PMC10824927 DOI: 10.3389/fmed.2023.1267783] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/27/2023] [Accepted: 11/29/2023] [Indexed: 02/01/2024] Open
Abstract
Objective To investigate the clinical characteristics and factors associated with herpes simplex virus keratitis. Methods Patients with herpes simplex virus keratitis who came to our hospital from January 2018 to June 2022 were selected and divided into a good prognosis group and a poor prognosis group according to their prognosis. The clinical data of the two groups were compared, and univariate/multivariate logistic regression was used to analyze the factors influencing the poor prognosis of herpes simplex virus keratitis. Results A one-way analysis of variance showed that, compared with the good prognosis group, the poor prognosis group had more elderly patients and a longer course of disease, and the difference was statistically significant (p < 0.05). There were significant differences in the types of patients between the two groups (p < 0.05). Univariate logistic regression analysis also showed that age (≥65 years) (OR: 1.557, 95%CI: 1.081-2.183, p < 0.05), course of disease (> 7 months) (OR: 1.303, 95%CI: 1.003-1.829, p < 0.05), epithelial type (OR: 2.321, 95%CI: 1.198-4.321, p < 0.05), and stromal type (OR: 2.536, 95%CI: 1.672-3.871, p < 0.05) were risk factors for poor prognosis. Multivariate logistic regression analysis showed that age (≥65 years) (OR: 1.656, 95%CI: 1.168-2.357, p < 0.05) and course of disease (> 7 months) (OR: 1.461, 95%CI: 1.031-2.001, p < 0.05) were independent risk factors for the prognosis of herpes simplex keratitis. Conclusion The clinical symptoms of herpes simplex virus keratitis include corneal opacity, corneal posterior elastic layer folds, corneal infiltration, posterior corneal mass, corneal edema, and ocular pain. Age and course of disease are important factors in the prognosis of herpes simplex virus keratitis.
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Affiliation(s)
- Shuai Zhang
- Department of Ophthalmology, The First Hospital of Hebei Medical University, Shijiazhuang, Hebei, China
| | - Jinhua Mi
- Department of Ophthalmology, The First Hospital of Hebei Medical University, Shijiazhuang, Hebei, China
| | - Shengmei Ge
- Intensive Care Medicine, The Forth Hospital of Hebei Medical University, Shijiazhuang, Hebei, China
| | - Guoqiang Wang
- Department of Ophthalmology, The First Hospital of Hebei Medical University, Shijiazhuang, Hebei, China
| | - Zhongyou Zhou
- Department of Ophthalmology, The First Hospital of Hebei Medical University, Shijiazhuang, Hebei, China
| | - Yantao Zhao
- Department of Ophthalmology, The First Hospital of Hebei Medical University, Shijiazhuang, Hebei, China
| | - Yan Zhao
- Department of Ophthalmology, The First Hospital of Hebei Medical University, Shijiazhuang, Hebei, China
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Das AV, Satyashree G, Joseph J, Bagga B. Herpes simplex virus keratitis: electronic medical records driven big data analytics report from a tertiary eye institute of South India. Int Ophthalmol 2023; 43:4669-4676. [PMID: 37668848 DOI: 10.1007/s10792-023-02866-0] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/08/2022] [Accepted: 08/20/2023] [Indexed: 09/06/2023]
Abstract
OBJECTIVE To describe the demographics and clinical profile of Herpes Simplex Virus (HSV) Keratitis in patients presenting to a multi-tier ophthalmology hospital network in South India. METHODS We have reviewed the medical records of all patients having a clinical diagnosis of any form of HSV keratitis, seen between May 2012 and August 2020 across the L V Prasad Eye Institute network. All the further analyses of the groups were performed using the keywords used for making the diagnosis of HSV keratitis and the data were collected from the electronic medical record system. RESULTS There were a total of 8308 (N = 8897 eyes) patients. Male: female ratio was 5368 (64.61%):2940 (35.39%). Unilateral involvement was in 7719 (92.91%) patients. The most common age group affected was between the third to fifth decades of life with 1544 (18.58%). 3708 (1.68%) eyes had mild visual impairment (< 20/70) while the rest of them had moderate to severe visual impairment as observed mainly (p ≤ 0.01) in Necrotizing stromal keratitis. 7314 (82.21%) eyes had normal intraocular pressure (10-21 mm Hg) while raised most commonly in keratouveitis (P ≤ 0.01). Epithelial Keratitis, Immune Stromal Keratitis, Endotheliitis, Neurotrophic keratopathy and Keratouveitis were observed in 1875 (17.22%) eyes, 5430 (61.03%) eyes, in 129(1.45%) eyes, 1188 (13.35%) eyes, 148 (1.66%) eyes and 256 (2.88%) eyes respectively. CONCLUSION Based on our institute-based data, the most common type of HSV keratitis is Immune stromal keratitis followed by epithelial keratitis. Although not representative of the general population, this data provide useful insights related to HSV keratitis from India.
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Affiliation(s)
- Anthony Vipin Das
- Department of eyeSmart EMR & AEye, L V Prasad Eye Institute, Hyderabad, Telangana, India
- Indian Health Outcomes, Public Health and Economics Research Center, L V Prasad Eye Institute, Hyderabad, Telangana, India
| | - Gagan Satyashree
- Manipal Academy of Higher Education, Manipal, Karnataka, India
- Ramoji foundation Centre of Ocular Infections, Hyderabad, India
| | - Joveeta Joseph
- Jhaveri Microbiology Centre, L V Prasad Eye Institute, Hyderabad, Telangana, India
- Ramoji foundation Centre of Ocular Infections, Hyderabad, India
| | - Bhupesh Bagga
- Ramoji foundation Centre of Ocular Infections, Hyderabad, India.
- The Cornea Institute, L V Prasad Eye Institute, Hyderabad, Telangana, 500034, India.
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Yang Z, Yu S, Zhang C, Agrawal R, Feng Y. Nonsurgical Management of Severe Viral Keratitis with Hypopyon and Retrocorneal Plaques: A Case Series. Ophthalmol Ther 2023; 12:599-611. [PMID: 36269489 PMCID: PMC9834490 DOI: 10.1007/s40123-022-00592-x] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2022] [Accepted: 10/05/2022] [Indexed: 01/16/2023] Open
Abstract
INTRODUCTION Severe viral keratitis with hypopyon and retrocorneal plaques is easily misdiagnosed as it mimics fungal or bacterial keratitis and is more likely to undergo emergency therapeutic penetrating keratoplasty (TPK) in the presence of active infection, resulting in poor outcomes. This case series offers some important insights for the management strategy of severe viral keratitis. METHODS This retrospective case series involved five patients with unilateral severe infectious keratitis with hypopyon over 3 mm and retrocorneal endothelial plaques. Testing for corneal sensation, microscopy, culture, and anterior segment optical coherence tomography (ASOCT) were performed. RESULTS At presentation, all five cases had visual acuity of counting fingers (CF) or worse, large centrally located ulcer with clean ulcer surface, hypopyon, and retrocorneal plaques with reduced corneal sensation. ASOCT demonstrated the presence of retrocorneal plaques with clear space between corneal endothelium and plaques. All cases received systemic and topical ganciclovir and topical steroids. Two patients received intravenous immunoglobulin (IVIG) weekly for 2 weeks. Complete resolution was achieved in all cases except one patient who underwent TPK because of diffuse anterior synechiae of the iris, with recurrence of infection after 10 days. The patients who received IVIG showed resolution earlier compared to the other patients. CONCLUSIONS Evaluation of characteristics of retrocorneal plaques by ASOCT and reduced corneal sensation are valuable aids in diagnosis of complicated viral keratitis. Conservative medical management may be a viable option even in severe cases. IVIG may have a role in speedy resolution of severe cases, but more research is needed to confirm this.
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Affiliation(s)
- Zhen Yang
- grid.411642.40000 0004 0605 3760Department of Ophthalmology, Peking University Third Hospital, No. 49, North Garden Street, Haidian District, Beijing, China ,grid.411642.40000 0004 0605 3760Beijing Key Laboratory of Restoration of Damaged Ocular Nerve, Peking University Third Hospital, Beijing, China
| | - Shuo Yu
- grid.411642.40000 0004 0605 3760Department of Ophthalmology, Peking University Third Hospital, No. 49, North Garden Street, Haidian District, Beijing, China ,grid.411642.40000 0004 0605 3760Beijing Key Laboratory of Restoration of Damaged Ocular Nerve, Peking University Third Hospital, Beijing, China
| | - Chun Zhang
- grid.411642.40000 0004 0605 3760Department of Ophthalmology, Peking University Third Hospital, No. 49, North Garden Street, Haidian District, Beijing, China ,grid.411642.40000 0004 0605 3760Beijing Key Laboratory of Restoration of Damaged Ocular Nerve, Peking University Third Hospital, Beijing, China
| | - Rupesh Agrawal
- grid.240988.f0000 0001 0298 8161National Healthcare Group Eye Institute, Tan Tock Seng Hospital, Singapore, Singapore ,grid.59025.3b0000 0001 2224 0361Lee Kong Chian School of Medicine, Nanyang Technological University, Singapore, Singapore ,grid.272555.20000 0001 0706 4670Singapore Eye Research Institute, Singapore, Singapore ,grid.428397.30000 0004 0385 0924Duke NUS Medical School, Singapore, Singapore
| | - Yun Feng
- grid.411642.40000 0004 0605 3760Department of Ophthalmology, Peking University Third Hospital, No. 49, North Garden Street, Haidian District, Beijing, China ,grid.411642.40000 0004 0605 3760Beijing Key Laboratory of Restoration of Damaged Ocular Nerve, Peking University Third Hospital, Beijing, China
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Qiu JN, Huang FF, Liu CH, Cao WJ, Zhang CR. Atypical stromal herpes simplex keratitis: clinical features and diagnosis. Jpn J Ophthalmol 2023; 67:43-49. [PMID: 36367597 DOI: 10.1007/s10384-022-00963-8] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/14/2022] [Accepted: 09/22/2022] [Indexed: 11/13/2022]
Abstract
PURPOSE To report atypical clinical features and diagnosis of stromal herpes simplex keratitis (HSK) and to evaluate the diagnostic efficiency of tear HSV-sIgA in atypical HSK. STUDY DESIGN Prospective observational study. METHODS Records of keratitis' patients with tear herpes simplex virus (HSV)-sIgA test results acquired between May 2019 and November 2021 were evaluated retrospectively. Positive tear HSV-sIgA test was used to identify herpes simplex virus (HSV) infection. Patients with typical presentations and histories of HSV keratitis (HSK) were excluded. RESULTS Eleven eyes of 11 patients initially diagnosed as keratitis caused by other etiology were confirmed as having HSV infection by positive results of tear HSV-sIgA. Clinical features of atypical stromal HSK were variable. Antiviral treatment was effective in all patients. CONCLUSION The appearance of an atypical stromal HSK represents a diagnostic challenge. Tear HSV-sIgA test could help provide a quick diagnosis.
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Affiliation(s)
- Ji-Ni Qiu
- Eye Institute, Eye & ENT Hospital, Shanghai Medical College, Fudan University, 83 Fenyang Road, Shanghai, 200031, China.,Laboratory of Myopia, Chinese Academy of Medical Sciences, NHC Key Laboratory of Myopia (Fudan University), Shanghai, 200031, China
| | - Fei-Fei Huang
- Eye Institute, Eye & ENT Hospital, Shanghai Medical College, Fudan University, 83 Fenyang Road, Shanghai, 200031, China.,Laboratory of Myopia, Chinese Academy of Medical Sciences, NHC Key Laboratory of Myopia (Fudan University), Shanghai, 200031, China
| | - Chun-Hong Liu
- Department of Clinical Laboratory, Eye & ENT Hospital, Shanghai Medical College, Fudan University, Shanghai, 200031, China
| | - Wen-Jun Cao
- Department of Clinical Laboratory, Eye & ENT Hospital, Shanghai Medical College, Fudan University, Shanghai, 200031, China
| | - Chao-Ran Zhang
- Eye Institute, Eye & ENT Hospital, Shanghai Medical College, Fudan University, 83 Fenyang Road, Shanghai, 200031, China. .,Laboratory of Myopia, Chinese Academy of Medical Sciences, NHC Key Laboratory of Myopia (Fudan University), Shanghai, 200031, China.
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Natarajan R, Matai HD, Raman S, Kumar S, Ravichandran S, Swaminathan S, Rani Alex JS. Advances in the diagnosis of herpes simplex stromal necrotising keratitis: A feasibility study on deep learning approach. Indian J Ophthalmol 2022; 70:3279-3283. [PMID: 36018103 DOI: 10.4103/ijo.ijo_178_22] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/05/2022] Open
Abstract
Purpose Infectious keratitis, especially viral keratitis (VK), in resource-limited settings, can be a challenge to diagnose and carries a high risk of misdiagnosis contributing to significant ocular morbidity. We aimed to employ and study the application of artificial intelligence-based deep learning (DL) algorithms to diagnose VK. Methods A single-center retrospective study was conducted in a tertiary care center from January 2017 to December 2019 employing DL algorithm to diagnose VK from slit-lamp (SL) photographs. Three hundred and seven diffusely illuminated SL photographs from 285 eyes with polymerase chain reaction-proven herpes simplex viral stromal necrotizing keratitis (HSVNK) and culture-proven nonviral keratitis (NVK) were included. Patients having only HSV epithelial dendrites, endothelitis, mixed infection, and those with no SL photographs were excluded. DenseNet is a convolutional neural network, and the two main image datasets were divided into two subsets, one for training and the other for testing the algorithm. The performance of DenseNet was also compared with ResNet and Inception. Sensitivity, specificity, receiver operating characteristic (ROC) curve, and the area under the curve (AUC) were calculated. Results The accuracy of DenseNet on the test dataset was 72%, and it performed better than ResNet and Inception in the given task. The AUC for HSVNK was 0.73 with a sensitivity of 69.6% and specificity of 76.5%. The results were also validated using gradient-weighted class activation mapping (Grad-CAM), which successfully visualized the regions of input, which are significant for accurate predictions from these DL-based models. Conclusion DL algorithm can be a positive aid to diagnose VK, especially in primary care centers where appropriate laboratory facilities or expert manpower are not available.
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Affiliation(s)
- Radhika Natarajan
- Department of Cornea and Refractive Surgery, Sankara Nethralaya, Medical Research Foundation, 18 College Road, Nungambakkam, Chennai, Tamil Nadu, India
| | - Hiren D Matai
- Department of Cornea and Refractive Surgery, Sankara Nethralaya, Medical Research Foundation, 18 College Road, Nungambakkam, Chennai, Tamil Nadu, India
| | - Sundaresan Raman
- Department of Computer Science and Information Systems, Birla Institute of Technology and Science, Pilani, Rajasthan, India
| | - Subham Kumar
- Department of Computer Science and Information Systems, Birla Institute of Technology and Science, Pilani, Rajasthan, India
| | - Swetha Ravichandran
- Department of Cornea and Refractive Surgery, Sankara Nethralaya, Medical Research Foundation, 18 College Road, Nungambakkam, Chennai, Tamil Nadu, India
| | - Samyuktha Swaminathan
- Department of Computer Science and Engineering, Meenakshi Sundararajan Engineering College, Chennai, Tamil Nadu, India
| | - John Sahaya Rani Alex
- Centre for Healthcare Advancement, Innovation and Research, VIT, Chennai, Tamil Nadu, India
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Ren Z, Li W, Liu Q, Dong Y, Huang Y. Profiling of the Conjunctival Bacterial Microbiota Reveals the Feasibility of Utilizing a Microbiome-Based Machine Learning Model to Differentially Diagnose Microbial Keratitis and the Core Components of the Conjunctival Bacterial Interaction Network. Front Cell Infect Microbiol 2022; 12:860370. [PMID: 35558101 PMCID: PMC9086711 DOI: 10.3389/fcimb.2022.860370] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/22/2022] [Accepted: 03/28/2022] [Indexed: 12/29/2022] Open
Abstract
Both healthy and diseased human ocular surfaces possess their own microbiota. If allowed, opportunistic pathogens within the ocular microbiota may cause microbial keratitis (MK). However, the nonpathogenic component of the ocular microbiota has been proven to undermine the performance of culture, the gold standard of the etiological diagnosis for MK. As the conjunctival bacterial microbiota generates unique alterations with various oculopathies, this study aimed to evaluate the feasibility of distinguishing MK using machine learning based on the characteristics of the conjunctival bacterial microbiome associated with various types of MK. This study also aimed to reveal which bacterial genera constitute the core of the interaction network of the conjunctival bacterial microbiome. Conjunctival swabs collected from the diseased eyes of MK patients and the randomly chosen normal eyes of healthy volunteers were subjected for high-throughput 16S rDNA sequencing. The relative content of each bacterial genus and the composition of bacterial gene functions in every sample were used to establish identification models with the random forest algorithm. Tenfold cross validation was adopted. Accuracy was 96.25% using the bacterial microbiota structure and 93.75% using the bacterial gene functional composition. Therefore, machine learning with the conjunctival bacterial microbiome characteristics might be used for differentiation of MKs as a noninvasive supplementary approach. In addition, this study found that Actinobacteria, Lactobacillus, Clostridium, Helicobacter, and Sphingomonas constitute the core of the interaction network of the conjunctival bacterial microbiome.
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Affiliation(s)
- Zhichao Ren
- Qingdao University Medical College, Qingdao, China
- Qingdao Eye Hospital of Shandong First Medical University, Qingdao, China
- State Key Laboratory Cultivation Base, Shandong Provincial Key Laboratory of Ophthalmology, Eye Institute of Shandong First Medical University, Qingdao, China
| | - Wenfeng Li
- Department of Medical Oncology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Qing Liu
- Qingdao Eye Hospital of Shandong First Medical University, Qingdao, China
- State Key Laboratory Cultivation Base, Shandong Provincial Key Laboratory of Ophthalmology, Eye Institute of Shandong First Medical University, Qingdao, China
| | - Yanling Dong
- Qingdao Eye Hospital of Shandong First Medical University, Qingdao, China
- State Key Laboratory Cultivation Base, Shandong Provincial Key Laboratory of Ophthalmology, Eye Institute of Shandong First Medical University, Qingdao, China
| | - Yusen Huang
- Qingdao Eye Hospital of Shandong First Medical University, Qingdao, China
- State Key Laboratory Cultivation Base, Shandong Provincial Key Laboratory of Ophthalmology, Eye Institute of Shandong First Medical University, Qingdao, China
- *Correspondence: Yusen Huang,
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Antiviral CD19 +CD27 + Memory B Cells Are Associated with Protection from Recurrent Asymptomatic Ocular Herpesvirus Infection. J Virol 2022; 96:e0205721. [PMID: 34985998 DOI: 10.1128/jvi.02057-21] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/20/2022] Open
Abstract
Reactivation of herpes simplex virus 1 (HSV-1) from latently infected neurons of the trigeminal ganglia (TG) leads to blinding recurrent herpetic disease in symptomatic (SYMP) individuals. Although the role of T cells in herpes immunity seen in asymptomatic (ASYMP) individuals is heavily explored, the role of B cells is less investigated. In the present study, we evaluated whether B cells are associated with protective immunity against recurrent ocular herpes. The frequencies of circulating HSV-specific memory B cells and of memory follicular helper T cells (CD4+ Tfh cells), which help B cells produce antibodies, were compared between HSV-1-infected SYMP and ASYMP individuals. The levels of IgG/IgA and neutralizing antibodies were compared in SYMP and ASYMP individuals. We found that (i) the ASYMP individuals had increased frequencies of HSV-specific CD19+CD27+ memory B cells, and (ii) high frequencies of HSV-specific switched IgG+CD19+CD27+ memory B cells detected in ASYMP individuals were directly proportional to high frequencies of CD45R0+CXCR5+CD4+ memory Tfh cells. However, no differences were detected in the level of HSV-specific IgG/IgA antibodies in SYMP and ASYMP individuals. Using the UV-B-induced HSV-1 reactivation mouse model, we found increased frequencies of HSV-specific antibody-secreting plasma HSV-1 gD+CD138+ B cells within the TG and circulation of ASYMP mice compared to those of SYMP mice. In contrast, no significant differences in the frequencies of B cells were found in the cornea, spleen, and bone-marrow. Our findings suggest that circulating antibody-producing HSV-specific memory B cells recruited locally to the TG may contribute to protection from symptomatic recurrent ocular herpes. IMPORTANCE Reactivation of herpes simplex virus 1 (HSV-1) from latently infected neurons of the trigeminal ganglia (TG) leads to blinding recurrent herpetic disease in symptomatic (SYMP) individuals. Although the role of T cells in herpes immunity against blinding recurrent herpetic disease is heavily explored, the role of B cells is less investigated. In the present study, we found that in both asymptomatic (ASYMP) individuals and ASYMP mice, there were increased frequencies of HSV-specific memory B cells that were directly proportional to high frequencies of memory Tfh cells. Moreover, following UV-B-induced reactivation, we found increased frequencies of HSV-specific antibody-secreting plasma B cells within the TG and circulation of ASYMP mice compared to those of SYMP mice. Our findings suggest that circulating antibody-producing HSV-specific memory B cells recruited locally to the TG may contribute to protection from recurrent ocular herpes.
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Clinical aspects and prognosis of polymicrobial keratitis caused by different microbial combinations: a retrospective comparative case study. Int Ophthalmol 2021; 41:3849-3860. [PMID: 34275029 DOI: 10.1007/s10792-021-01955-2] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/27/2020] [Accepted: 07/09/2021] [Indexed: 10/20/2022]
Abstract
PURPOSE The purpose of this study is to compare the predisposing factors, clinical findings, treatment results, and prognosis for polymicrobial keratitis. METHODS In this retrospective comparative case study, we identified the cases of polymicrobial keratitis from the microbiological records (n = 649) at Balcalı Hospital, Çukurova University (Adana, Turkey; October 2010-2018). We included all the cases of infectious keratitis with two different types of microbial agents and grouped them as follows: group 1 (n = 25), bacterium-fungus coexistence; group 2 (n = 12), herpes simplex virus (HSV) or Acanthamoeba with bacterial infection; and group 3 (n = 7), HSV or Acanthamoeba with fungal infection. We compared the clinical and microbiological characteristics, and treatment outcomes among the groups. RESULTS In our study, we found that 44 infectious keratitis cases (6.7%) were of polymicrobial nature. The mean follow-up period was 11.4 ± 17.8 months. In total, 17 different bacteria along with 3 different fungi, HSV, and Acanthamoeba were isolated. The most common bacterium was Staphylococcus epidermidis (25%). Most of the fungal pathogens were filamentous. Patients with initial treatment failure and requiring surgical intervention had larger infiltrates (p = 0.023, p = 0.003, respectively) than other patients. Older age was associated with delayed recovery and poor visual prognosis. CONCLUSIONS Bacterial-fungus coexistence is the most common combination among patients, but other combinations should also be considered for suspected polymicrobial etiology. The corneal infiltrate size may be an important indicator of the course of disease and response to treatment. A closer and longer follow-up period should be planned for older patients.
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Poon SHL, Wong WHL, Lo ACY, Yuan H, Chen CF, Jhanji V, Chan YK, Shih KC. A systematic review on advances in diagnostics for herpes simplex keratitis. Surv Ophthalmol 2020; 66:514-530. [PMID: 33186564 DOI: 10.1016/j.survophthal.2020.09.008] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/05/2020] [Revised: 09/21/2020] [Accepted: 09/30/2020] [Indexed: 11/30/2022]
Abstract
Herpes simplex keratitis (HSK) is a significant cause of vision impairment worldwide. Currently, there are no set diagnostic criteria, and popular diagnostic methods, including clinical examination of the eye via slit lamp examination, could lead to false-negatives and misdiagnoses. Molecular testing with polymerase chain reaction (PCR) may lack concordance with clinical findings, posing a great challenge to ophthalmologists. We evaluate recent studies on techniques for the diagnosis of HSK. We included a total of 23 studies published between 2010 and 2020 in English on diagnostic techniques, including in vivo confocal microscopy, polymerase PCR testing, protein detection in tear film with enzyme-linked immunosorbent assay, and various other protein assays. Although PCR has been widely used as one of the current diagnostic methods for HSK, most studies evaluated its efficacy after including alterations to its normal protocol. Tear sample analysis was performed using multiple tools, although corneal scrapings demonstrated a higher positive detection rate. Diagnostic tools identified were able to detect HSK with varying accuracy. Newer diagnostic techniques like multiplex dot hybridization assay and immunochromatographic assays may be considered as the point-of-care preliminary diagnostic tools. More reliable results may be generated by developing a standardized diagnostic protocol.
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Affiliation(s)
- Stephanie Hiu Ling Poon
- Department of Ophthalmology, Li Ka Shing Faculty of Medicine, the University of Hong Kong, Pokfulam, Hong Kong SAR
| | - William Ho Lam Wong
- Department of Ophthalmology, Li Ka Shing Faculty of Medicine, the University of Hong Kong, Pokfulam, Hong Kong SAR
| | - Amy Cheuk Yin Lo
- Department of Ophthalmology, Li Ka Shing Faculty of Medicine, the University of Hong Kong, Pokfulam, Hong Kong SAR
| | - Hao Yuan
- Institute of Applied Mechanics, National Taiwan University, Taipei, Taiwan
| | - Chien-Fu Chen
- Institute of Applied Mechanics, National Taiwan University, Taipei, Taiwan
| | - Vishal Jhanji
- Department of Ophthalmology, University of Pittsburgh, Pittsburgh, Pennsylvania, USA
| | - Yau Kei Chan
- Department of Ophthalmology, Li Ka Shing Faculty of Medicine, the University of Hong Kong, Pokfulam, Hong Kong SAR
| | - Kendrick Co Shih
- Department of Ophthalmology, Li Ka Shing Faculty of Medicine, the University of Hong Kong, Pokfulam, Hong Kong SAR.
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Behera G, Gokhale T, Deb AK, Babu KR. Meta-herpetic ulcer following intravitreal bevacizumab. Eur J Ophthalmol 2020; 32:NP24-NP26. [PMID: 32811162 DOI: 10.1177/1120672120952035] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/16/2022]
Abstract
PURPOSE To report a case of meta-herpetic ulcer that developed after intravitreal bevacizumab injection. METHODS A 55-year-old man with type 2 diabetes mellitus and nephropathy received intravitreal injection of bevacizumab in his right eye for proliferative diabetic retinopathy with macular edema. RESULTS Two days after the injection, the patient presented with severe pain, redness, and photophobia, and decreased visual acuity in the right eye. The cornea showed a paracentral epithelial erosion with heaped margins with subepithelial haze and punctate keratopathy, and high intraocular pressure. He initially responded to topical antiviral and antiglaucoma medications. However, it rapidly progressed to a geographic ulcer on initiation of mild steroid and became resistant to conventional medical management. His nephropathy precluded treatment with full dose of systemic antivirals and antiglaucoma drugs. Subsequently, it healed after a paramedian tarsorrhaphy was performed. CONCLUSION Herpetic epithelial keratitis following intravitreal bevacizumab is a rare occurence. However, this case is the first report of progression to a meta-herpetic ulcer.
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Affiliation(s)
- Geeta Behera
- Department of Ophthalmology, Jawaharlal Institute of Post-Graduate Medical Education and Research, Puducherry, India
| | - Tanmay Gokhale
- Department of Ophthalmology, Jawaharlal Institute of Post-Graduate Medical Education and Research, Puducherry, India
| | - Amit Kumar Deb
- Department of Ophthalmology, Jawaharlal Institute of Post-Graduate Medical Education and Research, Puducherry, India
| | - Krishna Ramesh Babu
- Department of Ophthalmology, Jawaharlal Institute of Post-Graduate Medical Education and Research, Puducherry, India
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