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Woodward MA, Niziol LM, Ballouz D, Lu MC, Kang L, Thibodeau A, Singh K. Prediction of Visual Acuity in Patients With Microbial Keratitis. Cornea 2023; 42:217-223. [PMID: 36256452 PMCID: PMC9805475 DOI: 10.1097/ico.0000000000003129] [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: 01/31/2022] [Accepted: 07/16/2022] [Indexed: 01/03/2023]
Abstract
PURPOSE The purpose of this study was to predict visual acuity (VA) 90 days after presentation for patients with microbial keratitis (MK) from data at the initial clinical ophthalmic encounter. METHODS Patients with MK were identified in the electronic health record between August 2012 and February 2021. Random forest (RF) models were used to predict 90-day VA < 20/40 [visual impairment (VI)]. Predictors evaluated included age, sex, initial VA, and information documented in notes at presentation. Model diagnostics are reported with 95% confidence intervals (CIs) for area under the curve (AUC), misclassification rate, sensitivity, specificity, positive predictive value (PPV), and negative predictive value (NPV). RESULTS One thousand seven hundred ninety-one patients were identified. The presenting logMAR VA was on average 0.86 (Snellen equivalent and standard deviation = 20/144 ± 12.6 lines) in the affected or worse eye, and 43.6% with VI. VI at 90-day follow-up was present in the affected eye or worse eye for 26.9% of patients. The RF model for predicting 90-day VI had an AUC of 95% (CI: 93%-97%) and a misclassification rate of 9% (7%-12%). The percent sensitivity, specificity, PPV, and NPV were 86% (80%-91%), 92% (89%-95%), 81% (74%-86%), and 95% (92%-97%), respectively. Older age, worse presenting VA, and more mentions of "penetrating keratoplasty" and "bandage contact lens" were associated with increased probability of 90-day VI, whereas more mentions of "quiet" were associated with decreased probability of 90-day VI. CONCLUSIONS RF modeling yielded good sensitivity and specificity to predict VI at 90 days which could guide clinicians about the risk of poor vision outcomes for patients with MK.
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Affiliation(s)
- Maria A. Woodward
- Department of Ophthalmology and Visual Sciences, W.K. Kellogg Eye Center, University of Michigan, Ann Arbor, MI, USA
- Institute for Healthcare Policy and Innovation, University of Michigan, Ann Arbor, MI, USA
| | - Leslie M. Niziol
- Department of Ophthalmology and Visual Sciences, W.K. Kellogg Eye Center, University of Michigan, Ann Arbor, MI, USA
| | - Dena Ballouz
- Department of Ophthalmology and Visual Sciences, W.K. Kellogg Eye Center, University of Michigan, Ann Arbor, MI, USA
| | - Ming-Chen Lu
- Department of Ophthalmology and Visual Sciences, W.K. Kellogg Eye Center, University of Michigan, Ann Arbor, MI, USA
| | - Linda Kang
- Department of Ophthalmology and Visual Sciences, W.K. Kellogg Eye Center, University of Michigan, Ann Arbor, MI, USA
| | - Alexa Thibodeau
- Department of Ophthalmology and Visual Sciences, W.K. Kellogg Eye Center, University of Michigan, Ann Arbor, MI, USA
| | - Karandeep Singh
- Department of Learning Health Sciences, University of Michigan, Ann Arbor, MI, USA
- Department of Internal Medicine, University of Michigan, Ann Arbor, MI, USA
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Ting DSJ, Deshmukh R, Ting DSW, Ang M. Big data in corneal diseases and cataract: Current applications and future directions. Front Big Data 2023; 6:1017420. [PMID: 36818823 PMCID: PMC9929069 DOI: 10.3389/fdata.2023.1017420] [Citation(s) in RCA: 9] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/12/2022] [Accepted: 01/16/2023] [Indexed: 02/04/2023] Open
Abstract
The accelerated growth in electronic health records (EHR), Internet-of-Things, mHealth, telemedicine, and artificial intelligence (AI) in the recent years have significantly fuelled the interest and development in big data research. Big data refer to complex datasets that are characterized by the attributes of "5 Vs"-variety, volume, velocity, veracity, and value. Big data analytics research has so far benefitted many fields of medicine, including ophthalmology. The availability of these big data not only allow for comprehensive and timely examinations of the epidemiology, trends, characteristics, outcomes, and prognostic factors of many diseases, but also enable the development of highly accurate AI algorithms in diagnosing a wide range of medical diseases as well as discovering new patterns or associations of diseases that are previously unknown to clinicians and researchers. Within the field of ophthalmology, there is a rapidly expanding pool of large clinical registries, epidemiological studies, omics studies, and biobanks through which big data can be accessed. National corneal transplant registries, genome-wide association studies, national cataract databases, and large ophthalmology-related EHR-based registries (e.g., AAO IRIS Registry) are some of the key resources. In this review, we aim to provide a succinct overview of the availability and clinical applicability of big data in ophthalmology, particularly from the perspective of corneal diseases and cataract, the synergistic potential of big data, AI technologies, internet of things, mHealth, and wearable smart devices, and the potential barriers for realizing the clinical and research potential of big data in this field.
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Affiliation(s)
- Darren S. J. Ting
- Academic Unit of Ophthalmology, Institute of Inflammation and Ageing, University of Birmingham, Birmingham, United Kingdom,Birmingham and Midland Eye Centre, Birmingham, United Kingdom,Academic Ophthalmology, School of Medicine, University of Nottingham, Nottingham, United Kingdom,*Correspondence: Darren S. J. Ting ✉
| | - Rashmi Deshmukh
- Department of Cornea and Refractive Surgery, LV Prasad Eye Institute, Hyderabad, India
| | - Daniel S. W. Ting
- Singapore National Eye Centre, Singapore Eye Research Institute, Singapore, Singapore,Department of Ophthalmology and Visual Sciences, Duke-National University of Singapore (NUS) Medical School, Singapore, Singapore
| | - Marcus Ang
- Singapore National Eye Centre, Singapore Eye Research Institute, Singapore, Singapore,Department of Ophthalmology and Visual Sciences, Duke-National University of Singapore (NUS) Medical School, Singapore, Singapore
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Kam KW, Rao SK, Young AL. The diagnostic dilemma of fungal keratitis. Eye (Lond) 2023; 37:386-387. [PMID: 35963942 PMCID: PMC9905469 DOI: 10.1038/s41433-022-02202-3] [Citation(s) in RCA: 2] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2022] [Revised: 07/29/2022] [Accepted: 08/04/2022] [Indexed: 11/08/2022] Open
Affiliation(s)
- Ka Wai Kam
- Department of Ophthalmology and Visual Sciences, The Chinese University of Hong Kong, Hong Kong SAR, China
- Department of Ophthalmology and Visual Sciences, Prince of Wales Hospital, Hong Kong SAR, China
| | | | - Alvin L Young
- Department of Ophthalmology and Visual Sciences, The Chinese University of Hong Kong, Hong Kong SAR, China.
- Department of Ophthalmology and Visual Sciences, Prince of Wales Hospital, Hong Kong SAR, China.
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Yi W, Gu L, Wang Y, Lin J, Zhang L, Wang Q, Diao W, Qi Y, Chi M, Yin M, Li C, Zhao G. Benzyl isothiocyanate improves the prognosis of Aspergillus fumigatus keratitis by reducing fungal load and inhibiting Mincle signal pathway. Front Microbiol 2023; 14:1119568. [PMID: 36876115 PMCID: PMC9978348 DOI: 10.3389/fmicb.2023.1119568] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/09/2022] [Accepted: 01/30/2023] [Indexed: 02/18/2023] Open
Abstract
Aspergillus fumigatus keratitis is a potential blinding disease associated with A. fumigatus invasion and excessive inflammatory response. Benzyl isothiocyanate (BITC) is a secondary metabolite with broad antibacterial and anti-inflammatory activity extracted from cruciferous species. However, the role of BITC in A. fumigatus keratitis has not been discovered yet. This study aims to explore the antifungal and anti-inflammatory effects and mechanisms of BITC in A. fumigatus keratitis. Our results provided evidences that BITC exerted antifungal effects against A. fumigatus by damaging cell membranes, mitochondria, adhesion, and biofilms in a concentration-dependent manner. In vivo, fungal load and inflammatory response including inflammatory cell infiltration and pro-inflammatory cytokine expression were reduced in BITC-treated A. fumigatus keratitis. Additionally, BITC significantly decreased Mincle, IL-1β, TNF-α, and IL-6 expression in RAW264.7 cells that stimulated by A. fumigatus or Mincle ligand trehalose-6,6-dibehenate. In summary, BITC possessed fungicidal activities and could improve the prognosis of A. fumigatus keratitis by reducing fungal load and inhibiting the inflammatory response mediated by Mincle.
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Affiliation(s)
- Wendan Yi
- Department of Ophthalmology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Lingwen Gu
- Department of Ophthalmology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Yuwei Wang
- Department of Ophthalmology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Jing Lin
- Department of Ophthalmology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Lina Zhang
- Department of Ophthalmology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Qian Wang
- Department of Ophthalmology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Weilin Diao
- Department of Ophthalmology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Yinghe Qi
- Department of Ophthalmology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Menghui Chi
- Department of Ophthalmology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Min Yin
- Department of Ophthalmology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Cui Li
- Department of Ophthalmology, The Affiliated Hospital of Qingdao University, Qingdao, China
| | - Guiqiu Zhao
- Department of Ophthalmology, The Affiliated Hospital of Qingdao University, Qingdao, China
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Li M, Xin D, Gao J, Yi Q, Yuan J, Bao Y, Gong Y. The protective effect of URP20 on ocular Staphylococcus aureus and Escherichia coli infection in rats. BMC Ophthalmol 2022; 22:517. [PMID: 36585631 PMCID: PMC9801630 DOI: 10.1186/s12886-022-02752-w] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/28/2022] [Accepted: 12/21/2022] [Indexed: 01/01/2023] Open
Abstract
BACKGROUND Infectious keratitis, a medical emergency with acute and rapid disease progression may lead to severe visual impairment and even blindness. Herein, an antimicrobial polypeptide from Crassostrea hongkongensis, named URP20, was evaluated for its therapeutic efficacy against keratitis caused by Staphylococcus aureus (S. aureus) and Escherichia coli (E. coli) infection in rats, respectively. METHODS A needle was used to scratch the surface of the eyeballs of rats and infect them with S. aureus and E.coli to construct a keratitis model. The two models were treated by giving 100 μL 100 μM URP20 drops. Positive drugs for S. aureus and E. coli infection were cefazolin eye drops and tobramycin eye drops, respectively. For the curative effect, the formation of blood vessels in the fundus was observed by a slit lamp (the third day). At the end of the experiment, the condition of the injured eye was photographed by cobalt blue light using 5 μL of 1% sodium fluorescein. The pathological damage to corneal tissues was assessed using hematoxylin-eosin staining, and the expression level of vascular endothelial growth factor (VEGF) was detected by immunohistochemistry. RESULTS URP20 alleviated the symptoms of corneal neovascularization as observed by slit lamp and cobalt blue lamp. The activity of S. aureus and E.coli is inhibited by URP20 to protect corneal epithelial cells and reduce corneal stromal bacterial invasion. It also prevented corneal thickening and inhibited neovascularization by reducing VEGF expression at the cornea. CONCLUSION URP20 can effectively inhibit keratitis caused by E.coli as well as S. aureus in rats, as reflected by the inhibition of corneal neovascularization and the reduction in bacterial damage to the cornea.
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Affiliation(s)
- Meng Li
- grid.203507.30000 0000 8950 5267School of Medicine, Ningbo University, Ningbo, 315042 China ,Department of Ophtalmology, Ningbo Eye Hospital, Ningbo, 315042 China
| | - Danli Xin
- Department of Ophtalmology, Ningbo Eye Hospital, Ningbo, 315042 China
| | - Jian Gao
- Department of Ophtalmology, Ningbo Eye Hospital, Ningbo, 315042 China
| | - Quanyong Yi
- Department of Ophtalmology, Ningbo Eye Hospital, Ningbo, 315042 China
| | - Jianshu Yuan
- Department of Ophtalmology, Ningbo Eye Hospital, Ningbo, 315042 China
| | - Yongbo Bao
- grid.413076.70000 0004 1760 3510College of Biological & Environmental Sciences, Zhejiang Wanli University, Ningbo, 315100 China
| | - Yan Gong
- Department of Ophtalmology, Ningbo Eye Hospital, Ningbo, 315042 China ,grid.203507.30000 0000 8950 5267Department of Ophtalmology, Medical College of Ningbo University, Ningbo Eye Hospital, No. 599, Beiming Cheng Road, Yinzhou District, Ningbo, 315042 China
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Ji Y, Liu S, Hong X, Lu Y, Wu X, Li K, Li K, Liu Y. Advances in artificial intelligence applications for ocular surface diseases diagnosis. Front Cell Dev Biol 2022; 10:1107689. [PMID: 36605721 PMCID: PMC9808405 DOI: 10.3389/fcell.2022.1107689] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/25/2022] [Accepted: 12/05/2022] [Indexed: 01/07/2023] Open
Abstract
In recent years, with the rapid development of computer technology, continual optimization of various learning algorithms and architectures, and establishment of numerous large databases, artificial intelligence (AI) has been unprecedentedly developed and applied in the field of ophthalmology. In the past, ophthalmological AI research mainly focused on posterior segment diseases, such as diabetic retinopathy, retinopathy of prematurity, age-related macular degeneration, retinal vein occlusion, and glaucoma optic neuropathy. Meanwhile, an increasing number of studies have employed AI to diagnose ocular surface diseases. In this review, we summarize the research progress of AI in the diagnosis of several ocular surface diseases, namely keratitis, keratoconus, dry eye, and pterygium. We discuss the limitations and challenges of AI in the diagnosis of ocular surface diseases, as well as prospects for the future.
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Affiliation(s)
- Yuke Ji
- The Laboratory of Artificial Intelligence and Bigdata in Ophthalmology, Affiliated Eye Hospital of Nanjing Medical University, Nanjing, China
| | - Sha Liu
- The Laboratory of Artificial Intelligence and Bigdata in Ophthalmology, Affiliated Eye Hospital of Nanjing Medical University, Nanjing, China
| | - Xiangqian Hong
- Shenzhen Eye Hospital, Jinan University, Shenzhen, China
| | - Yi Lu
- Shenzhen Eye Hospital, Jinan University, Shenzhen, China
| | - Xingyang Wu
- Shenzhen Eye Hospital, Jinan University, Shenzhen, China
| | - Kunke Li
- Shenzhen Eye Hospital, Jinan University, Shenzhen, China,*Correspondence: Yunfang Liu, ; Keran Li, ; Kunke Li,
| | - Keran Li
- The Laboratory of Artificial Intelligence and Bigdata in Ophthalmology, Affiliated Eye Hospital of Nanjing Medical University, Nanjing, China,*Correspondence: Yunfang Liu, ; Keran Li, ; Kunke Li,
| | - Yunfang Liu
- Department of Ophthalmology, First Affiliated Hospital of Huzhou University, Huzhou, China,*Correspondence: Yunfang Liu, ; Keran Li, ; Kunke Li,
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Ting DSJ, Henein C, Bunce C, Qureshi R. Topical antibiotics for treating bacterial keratitis: a network meta‐analysis. THE COCHRANE DATABASE OF SYSTEMATIC REVIEWS 2022; 2022:CD015350. [PMCID: PMC9725178 DOI: 10.1002/14651858.cd015350] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Abstract
This is a protocol for a Cochrane Review (prototype). The objectives are as follows: To compare the effectiveness and safety of topical antibiotics for treating BK and to rank different interventions through a systematic review and NMA.
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Affiliation(s)
| | - Darren SJ Ting
- Academic OphthalmologySchool of Medicine, University of NottinghamNottingham, NG7 2RDUK,Department of OphthalmologyQueen's Medical CentreNottinghamUK
| | - Christin Henein
- National Institute for Health Research Biomedical Research Centre for OphthalmologyMoorfields Eye Hospital and University College London Institute of OphthalmologyLondonUK
| | - Catey Bunce
- The Royal Marsden National Health Service Foundation TrustLondonUK
| | - Riaz Qureshi
- Department of OphthalmologyUniversity of Colorado Anschutz Medical CampusDenverColoradoUSA
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Trends of ocular fungal infections in North China (2001-2020). J Infect Public Health 2022; 16:71-77. [PMID: 36473360 DOI: 10.1016/j.jiph.2022.11.031] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/04/2022] [Revised: 11/23/2022] [Accepted: 11/27/2022] [Indexed: 12/05/2022] Open
Abstract
OBJECTIVES To analyze the epidemiologic features, culture positivity, the fungal spectrum of different sites of ocular infection in North China over 20 years from 2001 to 2020. METHODS 11, 635 patients suspected of ocular fungal infection were reviewed. The demographic profile, fungal positive culture rate among different sites, the distribution, and trends of main pathogens among cornea and intraocular fluid were analyzed. RESULTS Among 11, 635 samples, the positive culture rate of ocular fungal infection was 23.6%. Most of samples (83.1%) were from cornea, and their culture positivity was 26.9%. Fungal keratitis occurred more often during the harvesting season (October to December; 34.0%) than in other seasons (average: 22.0%). Fusarium sp. (53.2%), Aspergillus sp. (15.9%) and Alternaria sp. (12.5%) were the most common fungal species of ocular mycotic infections in the past two decades in north China. 2562 organisms were identified from cornea, of which 1443 (56.3%) were Fusarium sp., 403 (15.7%) and 329 (12.8%) were Aspergillus sp., and Alternaria sp., respectively. Of the 120 fungi isolated from the intraocular fluid, the most common was Aspergillus sp. (33.3%), followed by Fusarium sp. (24.2%) and Candida sp. (15.0%). CONCLUSIONS Fusarium sp., Aspergillus sp. and Alternaria sp. were the most common organisms in cases of fungal keratitis, while Aspergillus sp., Fusarium sp. and Candida sp. were the most frequent isolates for fungal endophthalmitis.
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Kuo MT, Hsu BWY, Lin YS, Fang PC, Yu HJ, Hsiao YT, Tseng VS. Deep Learning Approach in Image Diagnosis of Pseudomonas Keratitis. Diagnostics (Basel) 2022; 12:2948. [PMID: 36552954 PMCID: PMC9777188 DOI: 10.3390/diagnostics12122948] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/22/2022] [Revised: 11/15/2022] [Accepted: 11/22/2022] [Indexed: 11/27/2022] Open
Abstract
This investigation aimed to explore deep learning (DL) models' potential for diagnosing Pseudomonas keratitis using external eye images. In the retrospective research, the images of bacterial keratitis (BK, n = 929), classified as Pseudomonas (n = 618) and non-Pseudomonas (n = 311) keratitis, were collected. Eight DL algorithms, including ResNet50, DenseNet121, ResNeXt50, SE-ResNet50, and EfficientNets B0 to B3, were adopted as backbone models to train and obtain the best ensemble 2-, 3-, 4-, and 5-DL models. Five-fold cross-validation was used to determine the ability of single and ensemble models to diagnose Pseudomonas keratitis. The EfficientNet B2 model had the highest accuracy (71.2%) of the eight single-DL models, while the best ensemble 4-DL model showed the highest accuracy (72.1%) among the ensemble models. However, no statistical difference was shown in the area under the receiver operating characteristic curve and diagnostic accuracy among these single-DL models and among the four best ensemble models. As a proof of concept, the DL approach, via external eye photos, could assist in identifying Pseudomonas keratitis from BK patients. All the best ensemble models can enhance the performance of constituent DL models in diagnosing Pseudomonas keratitis, but the enhancement effect appears to be limited.
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Affiliation(s)
- Ming-Tse Kuo
- Department of Ophthalmology, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, Kaohsiung 83301, Taiwan
- School of Medicine, Chang Gung University, Taoyuan 33302, Taiwan
| | - Benny Wei-Yun Hsu
- Department of Computer Science, National Yang Ming Chiao Tung University, Hsinchu 300, Taiwan
| | - Yi Sheng Lin
- Department of Computer Science, National Yang Ming Chiao Tung University, Hsinchu 300, Taiwan
| | - Po-Chiung Fang
- Department of Ophthalmology, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, Kaohsiung 83301, Taiwan
- School of Medicine, Chang Gung University, Taoyuan 33302, Taiwan
| | - Hun-Ju Yu
- Department of Ophthalmology, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, Kaohsiung 83301, Taiwan
| | - Yu-Ting Hsiao
- Department of Ophthalmology, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, Kaohsiung 83301, Taiwan
| | - Vincent S. Tseng
- Department of Computer Science, National Yang Ming Chiao Tung University, Hsinchu 300, Taiwan
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Zhang Z, Wang H, Wang S, Wei Z, Zhang Y, Wang Z, Chen K, Ou Z, Liang Q. Deep learning-based classification of infectious keratitis on slit-lamp images. Ther Adv Chronic Dis 2022; 13:20406223221136071. [PMID: 36407021 PMCID: PMC9666706 DOI: 10.1177/20406223221136071] [Citation(s) in RCA: 15] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2022] [Accepted: 10/14/2022] [Indexed: 08/27/2023] Open
Abstract
BACKGROUND Infectious keratitis (IK) is an ocular emergency caused by a variety of microorganisms, including bacteria, fungi, viruses, and parasites. Culture-based methods were the gold standard for diagnosing IK, but difficult biopsy, delaying report, and low positive rate limited their clinical application. OBJECTIVES This study aims to construct a deep-learning-based auxiliary diagnostic model for early IK diagnosis. DESIGN A retrospective study. METHODS IK patients with pathological diagnosis were enrolled and their slit-lamp photos were collected. Image augmentation, normalization, and histogram equalization were applied, and five image classification networks were implemented and compared. Model blending technique was used to combine the advantages of single model. The performance of combined model was validated by 10-fold cross-validation, receiver operating characteristic curves (ROC), confusion matrix, Gradient-wright class activation mapping (Grad-CAM) visualization, and t-distributed Stochastic Neighbor Embedding (t-SNE). Three experienced cornea specialists were invited and competed with the combined model on making clinical decisions. RESULTS Overall, 4830 slit-lamp images were collected from patients diagnosed with IK between June 2010 and May 2021, including 1490 (30.8%) bacterial keratitis (BK), 1670 (34.6%) fungal keratitis (FK), 600 (12.4%) herpes simplex keratitis (HSK), and 1070 (22.2%) Acanthamoeba keratitis (AK). KeratitisNet, the combination of ResNext101_32x16d and DenseNet169, reached the highest accuracy 77.08%. The accuracy of KeratitisNet for diagnosing BK, FK, AK, and HSK was 70.27%, 77.71%, 83.81%, and 79.31%, and AUC was 0.86, 0.91, 0.96, and 0.98, respectively. KeratitisNet was mainly confused in distinguishing BK and FK. There were 20% of BK cases mispredicted into FK and 16% of FK cases mispredicted into BK. In diagnosing each type of IK, the accuracy of model was significantly higher than that of human ophthalmologists (p < 0.001). CONCLUSION KeratitisNet demonstrates a good performance on clinical IK diagnosis and classification. Deep learning could provide an auxiliary diagnostic method to help clinicians suspect IK using different corneal manifestations.
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Affiliation(s)
- Zijun Zhang
- Beijing Institute of Ophthalmology, Beijing Tongren Eye Center and Beijing Key Laboratory of Ophthalmology and Visual Sciences, Beijing Tongren Hospital, Capital Medical University, Beijing, China
| | - Haoyu Wang
- Beijing University of Posts and Telecommunications, Beijing, China
| | - Shigeng Wang
- Beijing University of Posts and Telecommunications, Beijing, China
| | - Zhenyu Wei
- Beijing Institute of Ophthalmology, Beijing Tongren Eye Center and Beijing Key Laboratory of Ophthalmology and Visual Sciences, Beijing Tongren Hospital, Capital Medical University, Beijing, China
| | - Yang Zhang
- Beijing Institute of Ophthalmology, Beijing Tongren Eye Center and Beijing Key Laboratory of Ophthalmology and Visual Sciences, Beijing Tongren Hospital, Capital Medical University, Beijing, China
| | - Zhiqun Wang
- Beijing Institute of Ophthalmology, Beijing Tongren Eye Center and Beijing Key Laboratory of Ophthalmology and Visual Sciences, Beijing Tongren Hospital, Capital Medical University, Beijing, China
| | - Kexin Chen
- Beijing Institute of Ophthalmology, Beijing Tongren Eye Center and Beijing Key Laboratory of Ophthalmology and Visual Sciences, Beijing Tongren Hospital, Capital Medical University, Beijing, China
| | - Zhonghong Ou
- Beijing University of Posts and Telecommunications, Beijing, China
| | - Qingfeng Liang
- Beijing Institute of Ophthalmology, Beijing Tongren Eye Center and Beijing Key Laboratory of Ophthalmology and Visual Sciences, Beijing Tongren Hospital, Capital Medical University, Beijing 100005, China
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Nissan S, Boelens J, Lagrou K, Roels D. Pyrenocheata unguis-hominis: A new cause of fungal keratitis in a contact lens wearer. Am J Ophthalmol Case Rep 2022; 28:101731. [PMCID: PMC9614820 DOI: 10.1016/j.ajoc.2022.101731] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2022] [Revised: 10/12/2022] [Accepted: 10/18/2022] [Indexed: 11/16/2022] Open
Abstract
Purpose Observations Conclusions
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Affiliation(s)
- Sima Nissan
- Department of Ophthalmology, Ghent University Hospital, Corneel Heymanslaan 10, 9000, Ghent, Belgium,Corresponding author.
| | - Jerina Boelens
- Department of Clinical Biology, Ghent University Hospital, Corneel Heymanslaan 10, 9000, Ghent, Belgium
| | - Katrien Lagrou
- Department of Microbiology, Immunology and Transplantation, KU Leuven, Herestraat 49, 3000, Leuven, Belgium,National Reference Centre for Mycosis, Department of Laboratory Medicine, University Hospitals Leuven, Leuven, Belgium
| | - Dimitri Roels
- Department of Ophthalmology, Ghent University Hospital, Corneel Heymanslaan 10, 9000, Ghent, Belgium
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Corneal cross-linking guards against infectious keratitis: an experimental model. Int Ophthalmol 2022; 43:1241-1248. [PMID: 36255611 PMCID: PMC10113293 DOI: 10.1007/s10792-022-02522-z] [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: 01/06/2022] [Accepted: 09/11/2022] [Indexed: 10/24/2022]
Abstract
BACKGROUND PACK-CXL (photo-activated chromophore for keratitis-corneal cross-linking) is an alternative option in treatment of corneal infections. It inhibits corneal melting by increasing the stromal resistance, besides the microbicidal effect of photo-activated riboflavin. METHODS Corneal infection with Pseudomonas aeruginosa and Staph aureus bacteria was induced in 20 eyes of 10 rabbits after 6 weeks of corneal cross-linking in half of the eyes, while the other acted as control group. Clinical and corneal histopathological examination was done to evaluate the extent of inflammation, ulceration, organism penetration, and depth of corneal stromal affection. RESULTS The control eyes developed severe inflammation compared to the cross-linked eyes. Corneal melting occurred in 6 eyes in the control versus none in cross-linked group. Histopathological examination showed that the inflammation was confined to the superficial part of the stroma with localization of the inflammation in the cross-linked eyes in contrast to the control eyes that showed deep infiltration. CONCLUSION PACK-CXL provides infection localization through increasing the corneal rigidity and resistance to enzymatic digestion, even in the absence of the riboflavin microbicidal role. So, early PACK-CXL is worth to be considered in the IK treatment algorithm.
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Ting DSJ, Chodosh J, Mehta JS. Achieving diagnostic excellence for infectious keratitis: A future roadmap. Front Microbiol 2022; 13:1020198. [PMID: 36262329 PMCID: PMC9576146 DOI: 10.3389/fmicb.2022.1020198] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/16/2022] [Accepted: 09/20/2022] [Indexed: 02/02/2023] Open
Affiliation(s)
- Darren S. J. Ting
- Academic Ophthalmology, School of Medicine, University of Nottingham, Nottingham, United Kingdom,Department of Ophthalmology, Queen's Medical Centre, Nottingham, United Kingdom
| | - James Chodosh
- Department of Ophthalmology, Massachusetts Eye and Ear and Harvard Medical School, Boston, MA, United States
| | - Jodhbir S. Mehta
- Department of Cornea & Refractive Surgery, Singapore National Eye Centre, Singapore, Singapore,Singapore Eye Research Institute, Singapore, Singapore,*Correspondence: Jodhbir S. Mehta
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Lakkis C, Lorenz KO, Mayers M. Topical Review: Contact Lens Eye Health and Safety Considerations in Government Policy Development. Optom Vis Sci 2022; 99:737-742. [PMID: 36067391 PMCID: PMC9553256 DOI: 10.1097/opx.0000000000001937] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2021] [Indexed: 11/26/2022] Open
Abstract
SIGNIFICANCE As new federal or state policies are introduced in the United States to shape the evolving contact lens market, it has never been more important to amplify the importance of patient health and safety during contact lens wear and promote the value of the eye care professional-patient relationship.Within the United States, contact lenses are regulated by the Food and Drug Administration as class II or III medical devices that require additional regulatory and professional oversight to keep consumers safe. The contact lens market and broader eye health landscape are rapidly changing. Recently, the U.S. Federal Trade Commission finalized its 10-year review of the Contact Lens Rule, implementing new policies that will shape the contact lens market in the United States for years to come. The purpose of this clinical perspective was to compile and review key data regarding contact lens-related adverse events, including their economic impact on the health care system, to inform government policy development. Although contact lenses provide many benefits to the wearer, a variety of complications can occur ranging from asymptomatic events or mild discomfort to severe sight-threatening adverse events such as microbial keratitis. Patients who do not routinely visit their eye care professional or do not receive the lenses prescribed to them are at a greater risk of contact lens-related adverse events. Nearly 1 million people in the United States experience ocular infections or inflammation annually, resulting in significant health care costs. The economic burden of contact lens-related microbial keratitis in the United States has been estimated to be approximately $175 million annually. The importance of eye care professional oversight of contact lens wear cannot be emphasized enough to key stakeholders, including lawmakers, government regulators, contact lens manufacturers and distributors, and the broader eye health community.
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Affiliation(s)
- Carol Lakkis
- iBiomedical Consulting, Neptune Beach, Florida
- University of Houston College of Optometry, Houston, Texas
| | | | - Michael Mayers
- Johnson and Johnson Vision Care, Inc., Jacksonville, Florida
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Filamentous Fungal Keratitis in Greece: A 16-Year Nationwide Multicenter Survey. Mycopathologia 2022; 187:439-453. [PMID: 36178544 DOI: 10.1007/s11046-022-00666-1] [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: 03/26/2022] [Accepted: 09/01/2022] [Indexed: 10/14/2022]
Abstract
In a multicenter, prospective study of filamentous fungal keratitis in Greece, predisposing factors, etiology, treatment practices, and outcome, were determined. Corneal scrapings were collected from patients with clinical suspicion of fungal keratitis, and demographic and clinical data were recorded. Fungal identification was based on morphology, molecular methods, and matrix assisted laser desorption ionization time-of-flight mass-spectrometry. A total of 35 cases were identified in a 16-year study period. Female to male ratio was 1:1.7 and median age 48 years. Corneal injury by plant material, and soft contact lens use were the main risk factors (42.8% and 31.4%, respectively). Trauma was the leading risk factor for men (68.1%), contact lens use (61.5%) for women. Fusarium species were isolated more frequently (n = 21, 61.8%). F. solani was mostly associated with trauma, F. verticillioides and F. proliferatum with soft contact lens use. Other fungi were: Purpureocillium lilacinum (14.7%), Alternaria (11.8%), Aspergillus (8.8%), and Phoma foliaceiphila, Beauveria bassiana and Curvularia spicifera, one case each. Amphotericin B and voriconazole MIC50s against Fusarium were 2 mg/L and 4 mg/L respectively. Antifungal therapy consisted mainly of voriconazole locally or both locally and systemically, alone or in combination with liposomal AmB. Cure/improvement rate with antifungal therapy alone was 52%, keratoplasty was required in 40% of cases, and enucleation in 8%. In conclusion, filamentous fungal keratitis in Greece is rare, but with considerable morbidity. A large proportion of cases resulted in keratoplasty despite appropriate antifungal treatment.Kindly confirm the given name and family name are correctly identified for all authros.ConfirmedJournal instruction requires a city and country for affiliations; however, these are missing in affiliations 1, 3, 4, 5, 6, 13. Please verify if the provided city and country are correct and amend if necessary.All provided cities and countries are correct.
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Infectious keratitis caused by Klebsiella spp.: predisposing factors, presentation, and management. Int Ophthalmol 2022; 43:1169-1173. [PMID: 36114910 DOI: 10.1007/s10792-022-02515-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2022] [Accepted: 09/11/2022] [Indexed: 10/14/2022]
Abstract
PURPOSE To study predisposing factors, clinical presentation and management strategies for Klebsiella keratitis. METHODS A retrospective case review was performed on clinical records of culture-proven Klebsiella keratitis cases in a tertiary referral center over an 8-year period (from 2012 to 2020). RESULTS Thirty eight episodes of culture-proven Klebsiella keratitis were identified in 37 patients. The mean age of the patients was 62.9 years (range, 24-101). Multiple predisposing factors were identified in 33 eyes including history of previous keratoplasty (n = 11) history of ocular trauma (n = 7), preexisting ocular surface disease (n = 7) and diabetes (n = 6). Corrected distance visual acuity (CDVA) at presentation was light perception (LP) in 16 patients, hand motion (HM) in 12, counting fingers (CF) at 50 cm in 5, CF at 1 m in 1, CF at 2 m in 2. One patient had a CDVA of 3/10. On initial examination Hypopyon was detected in 21 eyes. Descemet's membrane folds were present in 1 eye. Corneal thinning was identified in 20 eyes and perforation occurred in 4 patients. Corneal ulcer progressed to endophthalmitis in one patient. Microbiologic sensitivity testing showed that 89.5% isolates were sensitive to amikacin (34/38),88.9%sensitive to ceftazidime (32/36),94.4% were sensitive to gentamicin (34/36),97.2% sensitive to ciprofloxacin (35/36), and 100% to levofloxacin (26/26).Ultimately, one or more surgical procedures was needed in 21 patients. CONCLUSION Previous keratoplasty, history of ocular trauma, ocular surface disease and systemic disease such as diabetes are major risk factors for Klebsiella keratitis. In most of the patients, surgical and tectonic procedures were necessary to control the infection.
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Rathi VM, Thokala P, MacNeil S, Khanna RC, Monk PN, Garg P. Early treatment of corneal abrasions and ulcers-estimating clinical and economic outcomes. THE LANCET REGIONAL HEALTH. SOUTHEAST ASIA 2022; 4:None. [PMID: 36092742 PMCID: PMC9439957 DOI: 10.1016/j.lansea.2022.100038] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Indexed: 12/03/2022]
Abstract
Background In low-and-middle income countries, corneal abrasions and ulcers are common and not always well managed. Previous studies showed better clinical outcomes with early presentation and treatment of minor abrasions, however, there have been no formal studies estimating the financial impact of early treatment of abrasions and ulcers compared to delayed treatment. Methods We used the LV Prasad Eye Institute's (LVPEI's) electronic health record system (eyeSmart) to estimate the impact of early presentation on clinical outcomes associated with abrasions and ulcers. 861 patients with corneal abrasion and 1821 patients with corneal ulcers were studied retrospectively, and 134 patients with corneal abrasion prospectively. A health economic model was constructed based on LVPEI cost data for a range of patient scenarios (from early presentation with abrasion to late presentation with ulcer). Findings Our findings suggest that delayed presentation of corneal abrasion results in poor clinical and economic outcomes due to increased risk of ulceration requiring more extensive surgical management, increasing associated costs to patients and the healthcare system. However, excellent results at low cost can be achieved by treatment of patients with early presentation of abrasions at village level health care centres. Interpretation Treatment of early minor corneal abrasions, particularly using local delivery of treatment, is effective clinically and economically. Future investment in making patients aware of the need to react promptly to corneal abrasions by accessing local healthcare resources (coupled with a campaign to prevent ulcerations occurring) will continue to improve clinical outcomes for patients at low cost and avoid complex and more expensive treatment to preserve sight. Funding This research was funded by the Medical Research Council, grant MR/S004688/1.
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Affiliation(s)
- Varsha M. Rathi
- Allen Foster Community Eye Health Research Centre, Gullapalli Pratibha Rao International Centre for Advancement of Rural Eye care (GPR-ICARE), L V Prasad Eye Institute (LVPEI), Hyderabad, Telangana, India
| | - Praveen Thokala
- School of Health and Related Research (ScHARR), University of Sheffield, Sheffield, UK
| | - Sheila MacNeil
- Department of Materials Science Engineering, University of Sheffield, Broad Lane, Sheffield, S3 7HQ, UK
- Corresponding author at: Professor of Biomaterials and Tissue Engineering, Department of Materials Science Engineering, University of Sheffield, North Campus, Broad Lane, Sheffield S3 7HQ, UK.
| | - Rohit C. Khanna
- Allen Foster Community Eye Health Research Centre, GPR-ICARE, LVPEI, Hyderabad, Telangana, India
| | - Peter N. Monk
- Department of Infection, Immunity and Cardiovascular Disease, University of Sheffield Medical School, Sheffield, UK
| | - Prashant Garg
- The Cornea Institute, LVPEI, Hyderabad, Telangana, India
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Wang JJ, Lai CH, Chen CY, Liu CY, Lin MH, Yang YH, Wu PL. Trends in Infectious Keratitis in Taiwan: An Update on Predisposing Factors, Microbiological and Antibiotic Susceptibility Patterns. Diagnostics (Basel) 2022; 12:diagnostics12092095. [PMID: 36140496 PMCID: PMC9497811 DOI: 10.3390/diagnostics12092095] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2022] [Revised: 08/12/2022] [Accepted: 08/25/2022] [Indexed: 11/24/2022] Open
Abstract
Infectious keratitis (IK) represents a major cause of corneal blindness. This study aims to investigate the demographics, risk factors, microbiological characteristics and antibiotic susceptibility patterns of IK in Taiwan over the past 15 years. A retrospective population-based study was conducted using the Chang Gung Research Database. Patients with IK were identified by diagnostic codes for corneal ulcer from 2004 to 2019. Of 7807 included subjects, 45.2% of patients had positive corneal cultures. The proportion of contact lens-related IK declined, while that of IK related to systemic diseases grew. The percentage of isolated gram-positive bacteria surpassed that of gram-negative bacteria in the 15-year period. The prevalence of Pseudomonas aeruginosa showed a decreasing trend (p = 0.004), whereas coagulase-negative Staphylococcus (CNS) and Propionibacterium species were increasingly detected (p < 0.001). Overall, the trend of antibiotic susceptibility of both gram-positive and gram-negative bacteria did not change throughout the study period. The susceptibility to the test antibiotics maintained over 90% in gram-negative isolates over 15 years. Vancomycin preserved 100% susceptibility to all gram-positive isolates. Since most tested antibiotics exhibited stable susceptibility over decades, this study reinforced that fluoroquinolones and fortified vancomycin continue to be good empiric therapies for treating bacterial keratitis in Taiwan.
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Affiliation(s)
- Jin-Jhe Wang
- Department of Ophthalmology, Chiayi Chang Gung Memorial Hospital, Chiayi 61363, Taiwan
| | - Chien-Hsiung Lai
- Department of Ophthalmology, Chiayi Chang Gung Memorial Hospital, Chiayi 61363, Taiwan
- Department of Nursing, Chang Gung University of Science and Technology, Chiayi 61363, Taiwan
- School of Traditional Chinese Medicine, College of Medicine, Chang Gung University, Taoyuan 33302, Taiwan
| | - Chau-Yin Chen
- Department of Ophthalmology, Chiayi Chang Gung Memorial Hospital, Chiayi 61363, Taiwan
| | - Chia-Yen Liu
- Health Information and Epidemiology Laboratory, Chiayi Chang Gung Memorial Hospital, Chiayi 61363, Taiwan
| | - Meng-Hung Lin
- Health Information and Epidemiology Laboratory, Chiayi Chang Gung Memorial Hospital, Chiayi 61363, Taiwan
| | - Yao-Hsu Yang
- School of Traditional Chinese Medicine, College of Medicine, Chang Gung University, Taoyuan 33302, Taiwan
- Health Information and Epidemiology Laboratory, Chiayi Chang Gung Memorial Hospital, Chiayi 61363, Taiwan
- Department of Traditional Chinese Medicine, Chang Gung Memorial Hospital, Chiayi 61363, Taiwan
| | - Pei-Lun Wu
- Department of Ophthalmology, Chiayi Chang Gung Memorial Hospital, Chiayi 61363, Taiwan
- Correspondence: ; Tel.: +886-5-3621000 (ext. 2580)
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Yam JKH, Aung TT, Chua SL, Cheng Y, Kohli GS, Zhou J, Constancias F, Liu Y, Cai Z, Salido MMS, Drautz-Moses DI, Rice SA, Schuster SC, Boo ZZ, Wu B, Kjelleberg S, Tolker-Nielsen T, Lakshminarayanan R, Beuerman RW, Yang L, Givskov M. Elevated c-di-GMP Levels and Expression of the Type III Secretion System Promote Corneal Infection by Pseudomonas aeruginosa. Infect Immun 2022; 90:e0006122. [PMID: 35913171 PMCID: PMC9387266 DOI: 10.1128/iai.00061-22] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2022] [Accepted: 07/07/2022] [Indexed: 01/18/2023] Open
Abstract
Pseudomonas aeruginosa is generally believed to establish biofilm-associated infections under the regulation of the secondary messenger c-di-GMP. To evaluate P. aeruginosa biofilm physiology during ocular infections, comparative transcriptomic analysis was performed on wild-type P. aeruginosa PAO1, a ΔwspF mutant strain (high c-di-GMP levels), and a plac-yhjH-containing strain (low c-di-GMP levels) from mouse corneal infection, as well as in vitro biofilm and planktonic cultures. The c-di-GMP content in P. aeruginosa during corneal infection was monitored using a fluorescent c-di-GMP reporter strain. Biofilm-related genes were induced in in vivo PAO1 compared to in vitro planktonic bacteria. Several diguanylate cyclases and phosphodiesterases were commonly regulated in in vivo PAO1 and in vitro biofilm compared to in vitro planktonic bacteria. Several exopolysaccharide genes and motility genes were induced and downregulated, respectively, in in vivo PAO1 and the in vivo ΔwspF mutant compared to the in vivo plac-yhjH-containing strain. Elevation of c-di-GMP levels in P. aeruginosa began as early as 2 h postinfection. The ΔwspF mutant was less susceptible to host clearance than the plac-yhjH-containing strain and could suppress host immune responses. The type III secretion system (T3SS) was induced in in vivo PAO1 compared to in vitro biofilm bacteria. A ΔwspF mutant with a defective T3SS was more susceptible to host clearance than a ΔwspF mutant with a functional T3SS. Our study suggests that elevated intracellular c-di-GMP levels and T3SS activity in P. aeruginosa are necessary for establishment of infection and modulation of host immune responses in mouse cornea.
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Affiliation(s)
- Joey Kuok Hoong Yam
- Singapore Centre for Environmental Life Sciences Engineering (SCELSE), Nanyang Technological University, Singapore, Singapore
| | - Thet Tun Aung
- Ocular Infections and Anti-Microbials Research Group, Singapore Eye Research Institute, Singapore, Singapore
- Department of Microbiology and Immunology, Yong Loo Lin School of Medicine, National University of Singapore, National University Health System, Singapore, Singapore
| | - Song Lin Chua
- Department of Applied Biology and Chemical Technology, The Hong Kong Polytechnic University, Hong Kong
| | - Yingying Cheng
- Forensics Genomics International (FGI), BGI-Shenzhen, Shenzhen, China
| | - Gurjeet Singh Kohli
- Alfred Wegener-Institut Helmholtz-Zentrum für Polar- und Meeresforschung, Bremerhaven, Germany
| | - Jianuan Zhou
- Guangdong Province Key Laboratory of Microbial Signals and Disease Control, Integrative Microbiology Research Centre, South China Agricultural University, Guangzhou, China
| | | | - Yang Liu
- School of Medicine, Southern University of Science and Technology, Shenzhen, Guangdong Province, China
| | - Zhao Cai
- School of Medicine, Southern University of Science and Technology, Shenzhen, Guangdong Province, China
| | - May Margarette Santillan Salido
- Singapore Centre for Environmental Life Sciences Engineering (SCELSE), Nanyang Technological University, Singapore, Singapore
| | - Daniela I. Drautz-Moses
- Singapore Centre for Environmental Life Sciences Engineering (SCELSE), Nanyang Technological University, Singapore, Singapore
| | - Scott A. Rice
- Singapore Centre for Environmental Life Sciences Engineering (SCELSE), Nanyang Technological University, Singapore, Singapore
- School of Biological Sciences, Nanyang Technological University, Singapore, Singapore
- CSIRO, Agriculture and Food, Microbiomes for One Systems Health, Canberra, Australia
| | - Stephan Christoph Schuster
- Singapore Centre for Environmental Life Sciences Engineering (SCELSE), Nanyang Technological University, Singapore, Singapore
- School of Biological Sciences, Nanyang Technological University, Singapore, Singapore
| | - Zhao Zhi Boo
- School of Biological Sciences, Nanyang Technological University, Singapore, Singapore
| | - Bin Wu
- School of Biological Sciences, Nanyang Technological University, Singapore, Singapore
| | - Staffan Kjelleberg
- Singapore Centre for Environmental Life Sciences Engineering (SCELSE), Nanyang Technological University, Singapore, Singapore
- School of Biological Sciences, Nanyang Technological University, Singapore, Singapore
- School of Biological, Earth and Environmental Sciences, University of New South Wales, Sydney, New South Wales, Australia
| | - Tim Tolker-Nielsen
- Costerton Biofilm Center, Department of Immunology and Microbiology, University of Copenhagen, Copenhagen, Denmark
| | - Rajamani Lakshminarayanan
- Ocular Infections and Anti-Microbials Research Group, Singapore Eye Research Institute, Singapore, Singapore
- Department of Pharmacy, National University of Singapore, Singapore, Singapore
- Academic Clinical Program in Ophthalmology and Visual Sciences Academic Clinical Program, Duke-NUS Medical School, Singapore, Singapore
| | - Roger W. Beuerman
- Ocular Infections and Anti-Microbials Research Group, Singapore Eye Research Institute, Singapore, Singapore
- SRP Neuroscience and Behavioural Disorders and Emerging Infectious Diseases, Duke-NUS, Singapore, Singapore
- Ophthalmology, Yong Loo Lin School of Medicine, National University of Singapore, Singapore, Singapore
- Department of Ophthalmology, The University of Tennessee Health Science Center, Memphis, Tennessee, USA
| | - Liang Yang
- School of Medicine, Southern University of Science and Technology, Shenzhen, Guangdong Province, China
| | - Michael Givskov
- Singapore Centre for Environmental Life Sciences Engineering (SCELSE), Nanyang Technological University, Singapore, Singapore
- Costerton Biofilm Center, Department of Immunology and Microbiology, University of Copenhagen, Copenhagen, Denmark
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Sepulveda-Beltran PA, Levine H, Altamirano DS, Martinez JD, Durkee H, Mintz K, Leblanc R, Tóthová JD, Miller D, Parel JM, Amescua G. Rose Bengal Photodynamic Antimicrobial Therapy: A review of the intermediate term clinical and surgical outcomes. Am J Ophthalmol 2022; 243:125-134. [PMID: 35952754 DOI: 10.1016/j.ajo.2022.08.004] [Citation(s) in RCA: 9] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/07/2022] [Revised: 07/29/2022] [Accepted: 08/03/2022] [Indexed: 11/01/2022]
Abstract
PURPOSE To evaluate the intermediate term clinical outcomes of Rose Bengal Photodynamic Antimicrobial Therapy (RB-PDAT) for infectious keratitis. Secondarily, to evaluate the surgical outcomes of individuals that underwent optical keratoplasty after RB-PDAT. DESIGN Retrospective cohort study. METHODS Retrospective chart review of 31 eyes from 30 consecutive individuals with infectious keratitis refractory to standard medical therapy who underwent RB-PDAT at the Bascom Palmer Eye Institute between January 2016 and July 2020. Data collected included demographics, risk factors for infectious keratitis, microbiological diagnosis, Best Spectacle-Corrected Visual Acuity (BCVA), clinical outcomes after RB-PDAT and complication rates post-keratoplasty. RB-PDAT was performed as described in previous studies. Graft survival was evaluated using Kaplan Meier curves with log-ranks in individuals that underwent keratoplasty after RB-PDAT. RESULTS Mean age of the study population was 53±18.0 years. 70% were female; 53.3% self-identified as non-Hispanic White; 43.3% as Hispanic. Mean follow-up time was 28.0±14.4 months. Risk factors included contact lens use (80.6%), history of infectious keratitis (19.3%), and ocular surface disease (16.1%). Cultures were positive for Acanthamoeba (51.6%), Fusarium (12.9%), and Pseudomonas (6.5%). 22.5% of individuals with Acanthamoeba infection were treated with concomitant Miltefosine. Clinical resolution was achieved in 77.4% of individuals on average 2.72±1.85 months after RB-PDAT with 22.5% requiring therapeutic penetrating keratoplasties and 54.8% subsequently requiring optical penetrating keratoplasties. At 2 years, the overall probability of graft survival was 78.7% and the graft failure rate was 21.3%. CONCLUSION RB-PDAT is a potential adjunct therapy for infectious keratitis that may reduce the need for a therapeutic penetrating keratoplasty. Cases that undergo keratoplasty after RB-PDAT may have a higher probability of graft survival at one year postoperatively.
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Affiliation(s)
- Paula A Sepulveda-Beltran
- Anne Bates Leach Eye Center, Bascom Palmer Eye Institute, Department of Ophthalmology, University of Miami Miller School of Medicine, Miami, FL, USA; Ophthalmic Biophysics Center, Bascom Palmer Eye Institute, Department of Ophthalmology, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Harry Levine
- Anne Bates Leach Eye Center, Bascom Palmer Eye Institute, Department of Ophthalmology, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Diego S Altamirano
- Anne Bates Leach Eye Center, Bascom Palmer Eye Institute, Department of Ophthalmology, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Jaime D Martinez
- Anne Bates Leach Eye Center, Bascom Palmer Eye Institute, Department of Ophthalmology, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Heather Durkee
- Ophthalmic Biophysics Center, Bascom Palmer Eye Institute, Department of Ophthalmology, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Keenan Mintz
- Department of Chemistry, University of Miami, Coral Gables, FL, USA
| | - Roger Leblanc
- Department of Chemistry, University of Miami, Coral Gables, FL, USA
| | - Jana D'Amato Tóthová
- Ophthalmic Biophysics Center, Bascom Palmer Eye Institute, Department of Ophthalmology, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Darlene Miller
- Ocular Microbiology Laboratory, Bascom Palmer Eye Institute, Department of Ophthalmology, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Jean-Marie Parel
- Anne Bates Leach Eye Center, Bascom Palmer Eye Institute, Department of Ophthalmology, University of Miami Miller School of Medicine, Miami, FL, USA; Ophthalmic Biophysics Center, Bascom Palmer Eye Institute, Department of Ophthalmology, University of Miami Miller School of Medicine, Miami, FL, USA
| | - Guillermo Amescua
- Anne Bates Leach Eye Center, Bascom Palmer Eye Institute, Department of Ophthalmology, University of Miami Miller School of Medicine, Miami, FL, USA; Ophthalmic Biophysics Center, Bascom Palmer Eye Institute, Department of Ophthalmology, University of Miami Miller School of Medicine, Miami, FL, USA.
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Comparison of Accelerated and Standard Corneal Collagen Cross-Linking Treatments in Experimental Fungal Keratitis for Aspergillus fumigatus. J Ophthalmol 2022; 2022:1085692. [PMID: 35909462 PMCID: PMC9329025 DOI: 10.1155/2022/1085692] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/17/2022] [Revised: 06/22/2022] [Accepted: 07/06/2022] [Indexed: 11/17/2022] Open
Abstract
Introduction. To compare accelerated and standard corneal collagen cross-linking (CXL) treatments in experimental Aspergillus keratitis models. Methods. Twenty-six New Zealand rabbits were divided into two groups: a 1% voriconazole combined with standard CXL group, and a 1% voriconazole combined with accelerated CXL group. The ulcer area, corneal opacity, and corneal neovascularization score were measured via slit-lamp imaging, and the corneal and corneal epithelial thickness and ulcer depth were measured via anterior segment optical coherence tomography (AS-OCT). The duration of the hyphae was observed via in vivo confocal microscopy (IVCM), and the cornea was taken for pathological examination after modeling and at the end of the study to determine the hyphae and corneal repair. The observation times were as follows: at successful modeling (day 0) and at 1, 4, 7, 14, 21, and 28 days after the intervention. Results. The area and depth of the ulcer decreased in both groups after CXL (all
). Interestingly, the ulcer area in the accelerated CXL group still tended to increase on the first day after CXL although the difference was not statistically significant (
). On the 21st and 28th days after CXL, the ulcer area and depth of the standard CXL group were larger and deeper than those of the accelerated CXL group (all
). The ulcer healing time in the accelerated CXL group was 18.67 ± 6.21 days, while that in the standard CXL group was 23.55 ± 4.72 days, and the difference was statistically significant (
). Conclusions. Both accelerated and standard CXL can significantly inhibit the progression of Aspergillus keratitis corneal ulcers and promote ulcer healing. The accelerated CXL was superior to the standard CXL, which could control infection faster and promote ulcer healing. However, it is important to note that there may be a risk of early deterioration of the ulcer with accelerated CXL.
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Ting DSJ, Mohammed I, Lakshminarayanan R, Beuerman RW, Dua HS. Host Defense Peptides at the Ocular Surface: Roles in Health and Major Diseases, and Therapeutic Potentials. Front Med (Lausanne) 2022; 9:835843. [PMID: 35783647 PMCID: PMC9243558 DOI: 10.3389/fmed.2022.835843] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/15/2021] [Accepted: 05/17/2022] [Indexed: 11/13/2022] Open
Abstract
Sight is arguably the most important sense in human. Being constantly exposed to the environmental stress, irritants and pathogens, the ocular surface – a specialized functional and anatomical unit composed of tear film, conjunctival and corneal epithelium, lacrimal glands, meibomian glands, and nasolacrimal drainage apparatus – serves as a crucial front-line defense of the eye. Host defense peptides (HDPs), also known as antimicrobial peptides, are evolutionarily conserved molecular components of innate immunity that are found in all classes of life. Since the first discovery of lysozyme in 1922, a wide range of HDPs have been identified at the ocular surface. In addition to their antimicrobial activity, HDPs are increasingly recognized for their wide array of biological functions, including anti-biofilm, immunomodulation, wound healing, and anti-cancer properties. In this review, we provide an updated review on: (1) spectrum and expression of HDPs at the ocular surface; (2) participation of HDPs in ocular surface diseases/conditions such as infectious keratitis, conjunctivitis, dry eye disease, keratoconus, allergic eye disease, rosacea keratitis, and post-ocular surgery; (3) HDPs that are currently in the development pipeline for treatment of ocular diseases and infections; and (4) future potential of HDP-based clinical pharmacotherapy for ocular diseases.
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Affiliation(s)
- Darren Shu Jeng Ting
- Academic Ophthalmology, School of Medicine, University of Nottingham, Nottingham, United Kingdom
- Department of Ophthalmology, Queen's Medical Centre, Nottingham, United Kingdom
- Anti-Infectives Research Group, Singapore Eye Research Institute, Singapore, Singapore
- *Correspondence: Darren Shu Jeng Ting
| | - Imran Mohammed
- Academic Ophthalmology, School of Medicine, University of Nottingham, Nottingham, United Kingdom
| | | | - Roger W. Beuerman
- Anti-Infectives Research Group, Singapore Eye Research Institute, Singapore, Singapore
| | - Harminder S. Dua
- Academic Ophthalmology, School of Medicine, University of Nottingham, Nottingham, United Kingdom
- Department of Ophthalmology, Queen's Medical Centre, Nottingham, United Kingdom
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Ghosh AK, Thammasudjarit R, Jongkhajornpong P, Attia J, Thakkinstian A. Deep Learning for Discrimination Between Fungal Keratitis and Bacterial Keratitis: DeepKeratitis. Cornea 2022; 41:616-622. [PMID: 34581296 PMCID: PMC8969839 DOI: 10.1097/ico.0000000000002830] [Citation(s) in RCA: 34] [Impact Index Per Article: 11.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/23/2021] [Revised: 05/29/2021] [Accepted: 06/04/2021] [Indexed: 11/27/2022]
Abstract
PURPOSE Microbial keratitis is an urgent condition in ophthalmology that requires prompt treatment. This study aimed to apply deep learning algorithms for rapidly discriminating between fungal keratitis (FK) and bacterial keratitis (BK). METHODS A total of 2167 anterior segment images retrospectively acquired from 194 patients with 128 patients with BK (1388 images, 64.1%) and 66 patients with FK (779 images, 35.9%) were used to develop the model. The images were split into training, validation, and test sets. Three convolutional neural networks consisting of VGG19, ResNet50, and DenseNet121 were trained to classify images. Performance of each model was evaluated using precision (positive predictive value), sensitivity (recall), F1 score (test's accuracy), and area under the precision-recall curve (AUPRC). Ensemble learning was then applied to improve classification performance. RESULTS The classification performance in F1 score (95% confident interval) of VGG19, DenseNet121, and RestNet50 was 0.78 (0.72-0.84), 0.71 (0.64-0.78), and 0.68 (0.61-0.75), respectively. VGG19 also demonstrated the highest AUPRC of 0.86 followed by RestNet50 (0.73) and DenseNet (0.60). The ensemble learning could improve performance with the sensitivity and F1 score of 0.77 (0.81-0.83) and 0.83 (0.77-0.89) with an AUPRC of 0.904. CONCLUSIONS Convolutional neural network with ensemble learning showed the best performance in discriminating FK from BK compared with single architecture models. Our model can potentially be considered as an adjunctive tool for providing rapid provisional diagnosis in patients with microbial keratitis.
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Affiliation(s)
| | | | - Passara Jongkhajornpong
- Ophthalmology, Faculty of Medicine, Ramathibodi Hospital, Mahidol University, Bangkok, Thailand; and
| | - John Attia
- School of Medicine and Public Health, University of Newcastle, Callaghan, NSW, Australia.
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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: 1.0] [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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75
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O’Brien KS, Byanju R, Kandel RP, Poudyal B, Gonzales JA, Porco TC, Whitcher JP, Srinivasan M, Upadhyay M, Lietman TM, Keenan JD, Byanju R, Khadka KB, Bista D, Gautam M, Giri P, Kayastha S, Parajuli TP, Shah RK, Sharma N, Sharma P, Shrestha A, Shrestha M, Subedi P, Chaudhary DS, Ghimire R, Adhikari M, Hamal V, Bhandari G, Dahal G, Poudyal B, Bhandari S, Gurung J, Bhattarai D, Bhattarai R, Chapagain D, Chaudhary AK, Gautam SK, Gurau D, Kandel D, Lamichhane PC, Rijal R, Giri G, Upadhyay M, Lietman TM, Acharya NR, Gonzales JA, Keenan JD, McLeod SD, Ramirez DA, Ray KJ, Rose-Nussbaumer J, Whitcher JP, O'Brien KS, Cotter SY, Kim J, Lee S, Maamari RN, Porco TC, Basset K, Chase H, Evans L, Gilbert S, Kandel RP, Moses D, Tenzing C, Choudhary S, Dhakwa P, Fletcher DA, Reber CD. Village-integrated eye workers for prevention of corneal ulcers in Nepal (VIEW study): a cluster-randomised controlled trial. Lancet Glob Health 2022; 10:e501-e509. [PMID: 35303460 PMCID: PMC9814976 DOI: 10.1016/s2214-109x(21)00596-9] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/14/2021] [Revised: 12/09/2021] [Accepted: 12/14/2021] [Indexed: 01/11/2023]
Abstract
BACKGROUND Corneal ulcers are a common cause of blindness in low-income and middle-income countries, usually resulting from traumatic corneal abrasions during agricultural work. Antimicrobial prophylaxis of corneal abrasions can help prevent corneal ulcers, but delays in the initiation of therapy are frequent. We aimed to assess whether a community-based programme for corneal ulcer prevention would reduce the incidence of corneal ulceration. METHODS A cluster-randomised trial was performed in village development committees (VDCs) in Nepal. VDCs in the catchment area of Bharatpur Eye Hospital, Nepal with less than 15 000 people were eligible for inclusion. We randomly assigned (1:1) VDCs to either an intervention group or a control group. In the intervention VDCs, existing female community health volunteers (FCHVs) were trained to diagnose corneal abrasions and provide a 3-day course of ophthalmic antimicrobials to their patients. In the control VDCs, FCHVs did not provide this intervention. Participants were not masked given the nature of the intervention. Both groups were followed up for 3 years for photographic evidence of corneal ulceration. The primary outcome was the incidence of corneal ulceration, determined by masked assessment of corneal photographs. The analysis was by intention to treat. This trial is registered with ClinicalTrials.gov, NCT01969786. FINDINGS We assessed 112 VDCs, of which 24 were enrolled. The study was performed between Feb 4, 2014, and Oct 20, 2017. 12 VDCs were randomly assigned to the intervention group and 12 to the control group. 252 539 individuals were included in the study (130 579 in the intervention group and 121 960 in the control group). FCHVs diagnosed and provided antimicrobials for 4777 corneal abrasions. The census identified 289 corneal ulcers among 246 893 person-years in the intervention group (incidence 1·21 cases [95% CI 0·85-1·74] per 1000 person-years) and 262 corneal ulcers among 239 170 person-years in the control group (incidence 1·18 cases [0·82-1·70] per 1000 person-years; incidence rate ratio 1·03 [95% CI 0·63-1·67]; p=0·93). Medication allergy was self-reported in 0·2% of participants. INTERPRETATION We did not detect a reduction in the incidence of corneal ulceration during the first 3 years of a community-based corneal ulcer prevention programme. Further study might be warranted in more rural areas where basic eye care facilities are not available. FUNDING National Eye Institute.
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Affiliation(s)
- Kieran S O’Brien
- Francis I. Proctor Foundation, University of California, San Francisco, CA, USA,Department of Ophthalmology, University of California San Francisco, San Francisco, CA, USA
| | | | - Ram Prasad Kandel
- Bharatpur Eye Hospital, Bharatpur, Chitwan, Nepal,Seva Foundation, Berkeley, CA, USA and Kathmandu, Nepal
| | | | - John A Gonzales
- Francis I. Proctor Foundation, University of California, San Francisco, CA, USA,Department of Ophthalmology, University of California San Francisco, San Francisco, CA, USA
| | - Travis C Porco
- Francis I. Proctor Foundation, University of California, San Francisco, CA, USA,Department of Ophthalmology, University of California San Francisco, San Francisco, CA, USA,Department of Epidemiology & Biostatistics, University of California San Francisco, San Francisco, CA, USA,Institute for Global Health Sciences, University of California San Francisco, San Francisco, CA, USA
| | - John P Whitcher
- Francis I. Proctor Foundation, University of California, San Francisco, CA, USA,Department of Ophthalmology, University of California San Francisco, San Francisco, CA, USA
| | | | - Madan Upadhyay
- BP Eye Foundation, Children’s Hospital for Eye, Ear, and Rehabilitation Services (CHEERS), Kathmandu, Nepal
| | - Thomas M. Lietman
- Francis I. Proctor Foundation, University of California, San Francisco, CA, USA,Department of Ophthalmology, University of California San Francisco, San Francisco, CA, USA,Department of Epidemiology & Biostatistics, University of California San Francisco, San Francisco, CA, USA,Institute for Global Health Sciences, University of California San Francisco, San Francisco, CA, USA
| | - Jeremy D Keenan
- Francis I. Proctor Foundation, University of California, San Francisco, CA, USA,Department of Ophthalmology, University of California San Francisco, San Francisco, CA, USA
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Stapleton F, Shrestha GS, Vijay AK, Carnt N. Epidemiology, Microbiology, and Genetics of Contact Lens-Related and Non-Contact Lens-Related Infectious Keratitis. Eye Contact Lens 2022; 48:127-133. [PMID: 35192567 DOI: 10.1097/icl.0000000000000884] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 11/30/2021] [Indexed: 01/14/2023]
Abstract
ABSTRACT Infectious keratitis is a rare but severe condition associated with a range of ocular and systemic predisposing conditions, including ocular trauma, prior surgery, surface disease, and contact lens (CL) wear. This review explores the epidemiology of infectious keratitis, specifically the differences in disease incidence and risk factors, causative organism profile and virulence characteristics and host microbiome, genetics, gene expression, proteomics, and metabolomic characteristics in CL-related and non-CL-related diseases. Differences exist in the epidemiology, demographics, causative organisms, and their virulence characteristics in CL-related and non-CL-related diseases, and there is less evidence to support differences between these groups of individuals in the ocular surface microbiome, genetics, and pathways of disease. Genetic variations, however, in the host immune profile are implicated in both the onset and severity of infectious keratitis in CL and non-CL wearers. As technologies in metabolomics, proteomics, and genomics improved to be better able to process small-volume samples from the ocular surface, there will be improved understanding of the interplay between the CL, ocular surface, host immune profile, and the microbial environment. This may result in a more personalized approach in the management of disease to reduce disease severity.
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Affiliation(s)
- Fiona Stapleton
- School of Optometry and Vision Science, UNSW Sydney, Australia
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Olivier R, Knoeri J, Leveziel L, Negrier P, Georgeon C, Kobal A, Bouheraoua N, Baudouin C, Nordmann J, Brignole‐Baudouin F, Merabet L, Borderie V. Update on fungal keratitis in France: a case-control study. Acta Ophthalmol 2022; 100:159-163. [PMID: 34031997 DOI: 10.1111/aos.14910] [Citation(s) in RCA: 6] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/08/2021] [Accepted: 05/01/2021] [Indexed: 11/28/2022]
Abstract
PURPOSE To report an epidemiological update of documented fungal keratitis (FK) in a French tertiary ophthalmological centre from 2014 to 2018 in comparison with a previous period from 1993 to 2008. METHODS Sixty-two consecutive FK documented by microbiological corneal scrapings were compared with the 64 FK of the previous study. Amphotericin B and voriconazole eye drops were administered hourly. Population characteristics, clinical findings, aetiological organisms and treatments were analysed. RESULTS The most frequently identified fungi were Fusarium (61%), Aspergillus (6.5%) and Candida (5%). Thirty out of 44 cases examined with in vivo confocal microscopy (IVCM) presented filaments. Ten required conventional cross-linking, 9 therapeutic penetrating keratoplasty, and 2 enucleation. Risk factors significantly associated with the absence of response to medical treatment were patient age (p = 0.01), presence of a deep stromal infiltrate at presentation (p = 0.04) and high numbers of filaments in IVCM images (p = 0.01). The two populations were comparable in age, but not in sex ratio males/females (18/44 versus 37/26 in the previous study; p = 0.001). The frequency of contact lens-associated infection increased from 35.5% to 71% (p = 0.0001) between the two periods. Since then, filamentous FK increased from 69% (44/64) to 95% (59/62) (p = 0.0001). A history of keratoplasty was less frequently reported during the last period (3.2% (2/62) versus 17% (11/64) of cases (p = 0.01)). A clear decrease in the frequency of therapeutic keratoplasty was noted from 39% (25/64) to 14% (9/62) (p = 0.02). CONCLUSION The frequency of filamentous keratomycosis is currently increasing. Elderly patients and the presence of numerous filaments in IVCM are associated with poor clinical outcomes.
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Affiliation(s)
- Roxane Olivier
- GRC32 Sorbonne Université Centre Hospitalier National d'Ophtalmologie des Quinze‐Vingts Paris France
- Faculté de médecine Hyacinthe Bastaraud Pointe‐à‐Pitre France
| | - Juliette Knoeri
- GRC32 Sorbonne Université Centre Hospitalier National d'Ophtalmologie des Quinze‐Vingts Paris France
| | - Loïc Leveziel
- GRC32 Sorbonne Université Centre Hospitalier National d'Ophtalmologie des Quinze‐Vingts Paris France
| | - Pierre Negrier
- GRC32 Sorbonne Université Centre Hospitalier National d'Ophtalmologie des Quinze‐Vingts Paris France
| | - Cristina Georgeon
- GRC32 Sorbonne Université Centre Hospitalier National d'Ophtalmologie des Quinze‐Vingts Paris France
| | - Alfred Kobal
- GRC32 Sorbonne Université Centre Hospitalier National d'Ophtalmologie des Quinze‐Vingts Paris France
| | - Nacim Bouheraoua
- GRC32 Sorbonne Université Centre Hospitalier National d'Ophtalmologie des Quinze‐Vingts Paris France
- Sorbonne Université UM80 INSERM UMR 968 CNRS UMR 7210 Institut de la Vision IHU ForeSight Paris France
| | - Christophe Baudouin
- GRC32 Sorbonne Université Centre Hospitalier National d'Ophtalmologie des Quinze‐Vingts Paris France
- Sorbonne Université UM80 INSERM UMR 968 CNRS UMR 7210 Institut de la Vision IHU ForeSight Paris France
| | - Jean‐Philippe Nordmann
- GRC32 Sorbonne Université Centre Hospitalier National d'Ophtalmologie des Quinze‐Vingts Paris France
| | - Françoise Brignole‐Baudouin
- GRC32 Sorbonne Université Centre Hospitalier National d'Ophtalmologie des Quinze‐Vingts Paris France
- Sorbonne Université UM80 INSERM UMR 968 CNRS UMR 7210 Institut de la Vision IHU ForeSight Paris France
| | - Lilia Merabet
- GRC32 Sorbonne Université Centre Hospitalier National d'Ophtalmologie des Quinze‐Vingts Paris France
| | - Vincent Borderie
- GRC32 Sorbonne Université Centre Hospitalier National d'Ophtalmologie des Quinze‐Vingts Paris France
- Sorbonne Université UM80 INSERM UMR 968 CNRS UMR 7210 Institut de la Vision IHU ForeSight Paris France
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Bor’i A, El-Haig WM. Combined Photoactivated Chromophore for Infectious Keratitis-Corneal Collagen Cross-Linking (PACK-CXL) and Therapeutic Penetrating Keratoplasty for Resistant Bacterial Keratitis. Clin Ophthalmol 2022; 16:273-279. [PMID: 35140457 PMCID: PMC8820449 DOI: 10.2147/opth.s348835] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/18/2021] [Accepted: 01/16/2022] [Indexed: 11/23/2022] Open
Abstract
Purpose Methods Results Conclusion
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Affiliation(s)
- Ashraf Bor’i
- Ophthalmology Department, Zagazig University, Zagazig, Sharkia, Egypt
- Alfat’h Eye Hospital, Zagazig, Sharkia, Egypt
- Correspondence: Ashraf Bor’i, Ophthalmology Department, Zagazig University, PO Box 44286, Zagazig, Sharkia, Egypt, Tel +20 1065338080, Email
| | - Wael M El-Haig
- Ophthalmology Department, Zagazig University, Zagazig, Sharkia, Egypt
- Alfat’h Eye Hospital, Zagazig, Sharkia, Egypt
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79
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Shigeyasu C, Yamada M, Fukuda M, Koh S, Suzuki T, Toshida H, Oie Y, Nejima R, Eguchi H, Kawasaki R, Nishida K. Severe Ocular Complications Associated With Wearing of Contact Lens in Japan. Eye Contact Lens 2022; 48:63-68. [PMID: 34860721 DOI: 10.1097/icl.0000000000000870] [Citation(s) in RCA: 10] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 10/18/2021] [Indexed: 11/26/2022]
Abstract
OBJECTIVES To examine the severe ocular complications associated with contact lens wearing in Japan. METHOD A questionnaire was sent to 964 ophthalmologist training facilities inquiring for cases of contact lens-associated complications from April 2016 to March 2018. The inclusion criteria were as follows: (1) corrected distance visual acuity ≤0.1 decimal after treatment for 3 months, (2) corneal perforation observed during follow-up, and (3) requiring surgery. A secondary analysis was conducted, inquiring for further information on the type of contact lens, clinical manifestations, and course of treatment. RESULTS Forty-two patients with infectious keratitis met the inclusion criteria. Eight patients were users of rigid gas-permeable contact lens, and 34 were users of soft contact lens. Microbiological tests were positive in 73.0%. The organisms isolated in microbiological culture were bacteria in 11 patients (Pseudomonas aeruginosa in 9 patients), fungi in 2 patients, and Acanthamoeba in 14 patients. Ten patients were treated with local antibiotics, 11 with a combination of systemic antibiotics, and 21 with a combination of surgical approaches, including 13 with corneal transplantation. CONCLUSIONS The major cause of serious contact lens-associated ocular complications was microbial keratitis, and P. aeruginosa and Acanthamoeba were the major pathogens in Japan.
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Affiliation(s)
- Chika Shigeyasu
- Department of Ophthalmology (C.S., M.Y.), Kyorin University School of Medicine, Tokyo, Japan ; Department of Ophthalmology (M.F.), Kindai University Faculty of Medicine, Nara Hospital, Nara, Japan ; Department of Ophthalmology (S.K., Y.O., R.K., K.N.), Osaka University Graduate School of Medicine, Osaka, Japan ; Department of Ophthalmology (T.S.), Toho University School of Medicine, Omori Medical Center, Tokyo, Japan ; Department of Ophthalmology (H.T.), Juntendo University School of Medicine, Shizuoka Hospital, Shizuoka, Japan ; Miyata Eye Hospital (R.N.), Miyazaki, Japan; and Department of Ophthalmology (H.E.), Kindai University Faculty of Medicine, Osakasayama, Japan
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80
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Dong PN, Hang DTT, Duong NTN, Lien MT, Chen AC, Aldave AJ. Infectious keratitis in Vietnam: etiology, organisms, and management at Vietnam National Eye Hospital. Int J Ophthalmol 2022; 15:128-134. [PMID: 35047367 DOI: 10.18240/ijo.2022.01.19] [Citation(s) in RCA: 3] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2021] [Accepted: 05/06/2021] [Indexed: 11/23/2022] Open
Abstract
AIM To report the etiologies, risk factors, treatments, and outcomes of infectious keratitis (IK) at a major Vietnamese eye hospital. METHODS This is a retrospective review of all cases of IK at Vietnam National Eye Hospital (VNEH) in Hanoi, Vietnam. Medical histories, demographics, clinical features, microbiological results, and treatment outcomes were reviewed. RESULTS IK was diagnosed in 1974 eyes of 1952 patients, with ocular trauma being the greatest risk factor for IK (34.2%), frequently resulting from an agriculture-related injury (53.3%). The mean duration between symptom onset and presentation to VNEH was 19.3±14.4d, and 98.7% of patients had been treated with topical antibiotic and/or antifungal agents prior to evaluation at VNEH. Based on smear results of 1706 samples, the most common organisms identified were bacteria (n=1107, 64.9%) and fungi (n=1092, 64.0%), with identification of both bacteria and fungi in 614 (36.0%) eyes. Fifty-five of 374 bacterial cultures (14.7%) and 426 of 838 fungal cultures (50.8%) were positive, with the most commonly cultured pathogens being Pseudomonas aeruginosa, Streptococcus pneumonia, Fusarium spp., and Aspergillus spp. Corneal perforation and descemetocele developed in 391 (19.8%) and 93 (4.7%) eyes, respectively. Medical treatment was successful in resolving IK in 50.4% eyes, while 337 (17.1%) eyes underwent penetrating or anterior lamellar keratoplasty. Evisceration was performed in 7.1% of eyes, most commonly in the setting of fungal keratitis. CONCLUSION Ocular trauma is a major risk factor for IK in Vietnam, which is diagnosed in almost 400 patients each year at VNEH. Given this, and as approximately one quarter of the eyes that develop IK require corneal transplantation or evisceration, greater emphasis should be placed on the development of prevention and treatment programs for IK in Vietnam.
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Affiliation(s)
| | | | | | | | - Angela C Chen
- Stein Eye Institute, UCLA David Geffen School of Medicine, Los Angeles, CA 90095, USA
| | - Anthony J Aldave
- Stein Eye Institute, UCLA David Geffen School of Medicine, Los Angeles, CA 90095, USA
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de Paiva ADCM, Ferreira MDC, da Fonseca ADS. Photodynamic therapy for treatment of bacterial keratitis. Photodiagnosis Photodyn Ther 2022; 37:102717. [PMID: 35021106 DOI: 10.1016/j.pdpdt.2022.102717] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/24/2021] [Revised: 12/23/2021] [Accepted: 01/07/2022] [Indexed: 12/22/2022]
Abstract
Microbial keratitis is the main cause of corneal opacification and the fourth leading cause of blindness worldwide, with bacteria the major infectious agent. Recently, bacterial keratitis has become a serious threat due to routine use of antibiotics leading to selection of resistant and multidrug-resistant bacteria strains. New approaches for treatment of bacterial keratitis are necessary to outcome the increasing antibiotic resistance. Antimicrobial photodynamic therapy is based on three agents: photosensitizer, oxygen, and light radiation. This therapy has been successful for treatment of infections in different tissues and organs as well as against different type of infectious agents and no resistance development. Also, new photosensitizers are being developed that has increased the spectrum of therapeutic protocols for treatment of a number of infectious diseases. Thus, antimicrobial photodynamic therapy has an extraordinary potential for treatment of those bacterial keratitis cases that actually are not solved by traditional antibiotic therapy.
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Affiliation(s)
- Alexandre de Carvalho Mendes de Paiva
- Hospital Universitário Gaffrée e Guinle, Universidade Federal do Estado do Rio de Janeiro, Rua Mariz e Barros, 775, Maracanã, Rio de Janeiro 20270002, Brazil
| | - Michelle da Costa Ferreira
- Faculdade de Odontologia, Universidade do Estado do Rio de Janeiro, Boulevard Vinte e Oito de Setembro, 157, Vila Isabel, Rio de Janeiro 20551030, Brazil
| | - Adenilson de Souza da Fonseca
- Departamento de Ciências Fisiológicas, Instituto Biomédico, Universidade Federal do Estado do Rio de Janeiro, Rua Frei Caneca, 94, Rio de Janeiro 20211040, Brazil; Departamento de Biofísica e Biometria, Instituto de Biologia Roberto Alcantara Gomes, Universidade do Estado do Rio de Janeiro, Boulevard Vinte e Oito de Setembro, 87 fundos, 4º andar, Vila Isabel, Rio de Janeiro 20551030, Brazil; Centro de Ciências da Saúde, Centro Universitário Serra dos Órgãos, Avenida Alberto Torres, 111, Teresópolis, Rio de Janeiro 25964004, Brazil.
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Kuo MT, Hsu SL, You HL, Kuo SF, Fang PC, Yu HJ, Chen A, Tseng CY, Lai YH, Chen JL. Diagnosing Fungal Keratitis and Simultaneously Identifying Fusarium and Aspergillus Keratitis with a Dot Hybridization Array. J Fungi (Basel) 2022; 8:64. [PMID: 35050004 PMCID: PMC8777873 DOI: 10.3390/jof8010064] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/10/2021] [Revised: 12/22/2021] [Accepted: 01/05/2022] [Indexed: 02/05/2023] Open
Abstract
Fungal keratitis (FK) is one of the most common microbial keratitis, which often leads to poor prognosis as a result of delayed diagnosis. Several studies implied that early differentiation of the two major FK, Fusarium and Aspergillus keratitis, could be helpful in selecting effective anti-fungal regimens. Therefore, a novel dot hybridization array (DHA) was developed to diagnose FK and differentiate Fusarium and Aspergillus keratitis in this study. One hundred forty-six corneal scrapes obtained from one hundred forty-six subjects impressed with clinically suspected FK were used to evaluate the performance of the DHA. Among these patients, 107 (73.3%) patients had actual FK confirmed by culture and DNA sequencing. We found that the DHA had 93.5% sensitivity and 97.4% specificity in diagnosing FK. In addition, this array had 93.2% sensitivity and 93.8% specificity in diagnosing Fusarium keratitis, as well as 83.3% sensitivity and 100% specificity in diagnosing Aspergillus keratitis. Furthermore, it had 83.9% sensitivity and 100% specificity in identifying Fusarium solani keratitis. Thus, this newly developed DHA will be beneficial to earlier diagnosis, more precise treatment, and improve prognosis of FK, by minimizing medical refractory events and surgical needs.
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Affiliation(s)
- Ming-Tse Kuo
- Department of Ophthalmology, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University, College of Medicine, Kaohsiung City 83301, Taiwan; (P.-C.F.); (H.-J.Y.); (A.C.); (C.-Y.T.); (Y.-H.L.)
- School of Medicine, Chang Gung University, Taoyuan City 33302, Taiwan
| | - Shiuh-Liang Hsu
- Department of Ophthalmology, Chung-Ho Memorial Hospital, Kaohsiung Medical University, Kaohsiung City 80708, Taiwan;
| | - Huey-Ling You
- Department of Laboratory Medicine, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University, College of Medicine, Kaohsiung City 83301, Taiwan; (H.-L.Y.); (S.-F.K.)
| | - Shu-Fang Kuo
- Department of Laboratory Medicine, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University, College of Medicine, Kaohsiung City 83301, Taiwan; (H.-L.Y.); (S.-F.K.)
- Department of Medical Biotechnology and Laboratory Sciences, College of Medicine, Chang Gung University, Taoyuan City 333323, Taiwan
| | - Po-Chiung Fang
- Department of Ophthalmology, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University, College of Medicine, Kaohsiung City 83301, Taiwan; (P.-C.F.); (H.-J.Y.); (A.C.); (C.-Y.T.); (Y.-H.L.)
- School of Medicine, Chang Gung University, Taoyuan City 33302, Taiwan
| | - Hun-Ju Yu
- Department of Ophthalmology, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University, College of Medicine, Kaohsiung City 83301, Taiwan; (P.-C.F.); (H.-J.Y.); (A.C.); (C.-Y.T.); (Y.-H.L.)
| | - Alexander Chen
- Department of Ophthalmology, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University, College of Medicine, Kaohsiung City 83301, Taiwan; (P.-C.F.); (H.-J.Y.); (A.C.); (C.-Y.T.); (Y.-H.L.)
| | - Chia-Yi Tseng
- Department of Ophthalmology, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University, College of Medicine, Kaohsiung City 83301, Taiwan; (P.-C.F.); (H.-J.Y.); (A.C.); (C.-Y.T.); (Y.-H.L.)
| | - Yu-Hsuan Lai
- Department of Ophthalmology, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University, College of Medicine, Kaohsiung City 83301, Taiwan; (P.-C.F.); (H.-J.Y.); (A.C.); (C.-Y.T.); (Y.-H.L.)
| | - Jiunn-Liang Chen
- Department of Ophthalmology, Kaohsiung Veterans General Hospital, Kaohsiung City 81362, Taiwan
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83
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Mathew M, Arya AR, Cherian A. Factors associated with poor prognosis in corneal ulcer: A clinical and epidemiological study. KERALA JOURNAL OF OPHTHALMOLOGY 2022. [DOI: 10.4103/kjo.kjo_97_21] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/04/2022] Open
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84
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Kuo MT, Hsu BWY, Lin YS, Fang PC, Yu HJ, Chen A, Yu MS, Tseng VS. Comparisons of deep learning algorithms for diagnosing bacterial keratitis via external eye photographs. Sci Rep 2021; 11:24227. [PMID: 34930952 PMCID: PMC8688438 DOI: 10.1038/s41598-021-03572-6] [Citation(s) in RCA: 17] [Impact Index Per Article: 4.3] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2021] [Accepted: 11/30/2021] [Indexed: 02/08/2023] Open
Abstract
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.
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Affiliation(s)
- Ming-Tse Kuo
- Department of Ophthalmology, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, No.123, Dapi Rd., Niaosong Dist., Kaohsiung City, 833, Taiwan (R.O.C.). .,School of Medicine, Chang Gung University, Taoyuan City, 33302, Taiwan.
| | - Benny Wei-Yun Hsu
- Department of Computer Science, National Yang Ming Chiao Tung University, No. 1001, Daxue Rd., East Dist., Hsinchu City, 300, Taiwan (R.O.C.)
| | - Yi-Sheng Lin
- Department of Computer Science, National Yang Ming Chiao Tung University, No. 1001, Daxue Rd., East Dist., Hsinchu City, 300, Taiwan (R.O.C.)
| | - Po-Chiung Fang
- Department of Ophthalmology, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, No.123, Dapi Rd., Niaosong Dist., Kaohsiung City, 833, Taiwan (R.O.C.).,School of Medicine, Chang Gung University, Taoyuan City, 33302, Taiwan
| | - Hun-Ju Yu
- Department of Ophthalmology, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, No.123, Dapi Rd., Niaosong Dist., Kaohsiung City, 833, Taiwan (R.O.C.)
| | - Alexander Chen
- Department of Ophthalmology, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, No.123, Dapi Rd., Niaosong Dist., Kaohsiung City, 833, Taiwan (R.O.C.)
| | - Meng-Shan Yu
- Department of Ophthalmology, Kaohsiung Chang Gung Memorial Hospital and Chang Gung University College of Medicine, No.123, Dapi Rd., Niaosong Dist., Kaohsiung City, 833, Taiwan (R.O.C.)
| | - Vincent S Tseng
- Department of Computer Science, National Yang Ming Chiao Tung University, No. 1001, Daxue Rd., East Dist., Hsinchu City, 300, Taiwan (R.O.C.).
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85
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Thakral N, Peck FS, Ioannidis P. Multidrug-Resistant Stenotrophomonas maltophilia Keratitis in a Penetrating Keratoplasty Patient. Cureus 2021; 13:e20412. [PMID: 34917445 PMCID: PMC8670621 DOI: 10.7759/cureus.20412] [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] [Accepted: 12/14/2021] [Indexed: 11/05/2022] Open
Abstract
We describe the management of a case of multidrug-resistant Stenotrophomonas maltophilia in a patient who had previously undergone photorefractive keratectomy and subsequent penetrating keratoplasty for Schnyder’s crystalline corneal dystrophy. This pathogen is rare and, in this case, was multi-drug resistant.
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Affiliation(s)
| | - Fraser S Peck
- Pharmaceutical Medicine, Richmond Pharmacology, London, GBR.,Ophthalmology, Eastbourne District General Hospital, Eastbourne, GBR
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86
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Xu S, Guo D, Liu X, Jin X, Shi Y, Wang Y, Zhang N, Zhang H. Ocular pathogens and antibiotic resistance in microbial keratitis over three years in Harbin, Northeast China. Acta Ophthalmol 2021; 99:909-915. [PMID: 33565253 PMCID: PMC9542897 DOI: 10.1111/aos.14789] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/24/2020] [Revised: 12/18/2020] [Accepted: 01/18/2021] [Indexed: 01/06/2023]
Abstract
Purpose Understanding the spectrum of ocular pathogens in a given geographic region is important for devising appropriate practical treatment. Therefore, we examined the pathogen spectrum and antibiotic resistance of microbial keratitis in northeast China. Methods In this retrospective observational study, we reviewed the microbiology laboratory records of patients diagnosed with microbial keratitis in a tertiary eye hospital in Harbin, northeast China, between 2017 and 2019, and analysed the pathogen spectrum and antibiotic susceptibility. Results We collected 462 specimens, of which 282 exhibited positive cultures. Among these cultures, 257 were bacterial and 25 were fungal. Of the 257 bacterial isolates, 214 (83.27%) were gram positive whereas 43 (16.73%) were gram negative. The most prevalent gram‐positive pathogen was coagulase‐negative staphylococcus (CoNS; 58.37%), followed by Staphylococcus aureus (S. aureus; 20.62%) and Streptococcus pneumoniae (2.33%). Of the gram‐negative bacterial isolates, 10 were Pseudomonas aeruginosa (3.89%). The most frequently detected ocular pathogens from fungal isolates were Fusarium species (40%). We also found more culture‐positive cases of bacterial keratitis in summer. Overall, 16.98% S. aureus and 64.00% CoNS isolates were methicillin resistant. These methicillin‐resistant bacteria were also more likely to be resistant to other antibiotics, with multidrug resistance found in 77.78% methicillin‐resistant S. aureus and 90.63% methicillin‐resistant CoNS. However, all gram‐positive isolates were sensitive to vancomycin and linezolid. Conclusion Coagulase‐negative staphylococcus are the most common ocular pathogens in northeast China. We also show the prevalence of methicillin resistance and concurrent multidrug resistance among staphylococcal isolates. Monitoring the patterns of antimicrobial resistance could help in the management selection.
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Affiliation(s)
- Shuo Xu
- Department of Ophthalmology The First Affiliated Hospital of Harbin Medical University Harbin Heilongjiang Province People's Republic of China
| | - Dawen Guo
- Department of Clinical Laboratory The First Affiliated Hospital of Harbin Medical University Harbin Heilongjiang Province People's Republic of China
| | - Xintian Liu
- Department of Ophthalmology The First Affiliated Hospital of Harbin Medical University Harbin Heilongjiang Province People's Republic of China
| | - Xin Jin
- Department of Ophthalmology The First Affiliated Hospital of Harbin Medical University Harbin Heilongjiang Province People's Republic of China
| | - Yan Shi
- Department of Ophthalmology The First Affiliated Hospital of Harbin Medical University Harbin Heilongjiang Province People's Republic of China
| | - Yingbin Wang
- Department of Ophthalmology The First Affiliated Hospital of Harbin Medical University Harbin Heilongjiang Province People's Republic of China
| | - Nan Zhang
- Department of Ophthalmology The First Affiliated Hospital of Harbin Medical University Harbin Heilongjiang Province People's Republic of China
| | - Hong Zhang
- Department of Ophthalmology The First Affiliated Hospital of Harbin Medical University Harbin Heilongjiang Province People's Republic of China
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87
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Verma S, Singh A, Varshney A, Chandru RA, Acharya M, Rajput J, Sangwan VS, Tiwari AK, Bhowmick T, Tiwari A. Infectious Keratitis: An Update on Role of Epigenetics. Front Immunol 2021; 12:765890. [PMID: 34917084 PMCID: PMC8669721 DOI: 10.3389/fimmu.2021.765890] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/27/2021] [Accepted: 11/08/2021] [Indexed: 12/17/2022] Open
Abstract
Epigenetic mechanisms modulate gene expression and function without altering the base sequence of DNA. These reversible, heritable, and environment-influenced mechanisms generate various cell types during development and orchestrate the cellular responses to external stimuli by regulating the expression of genome. Also, the epigenetic modifications influence common pathological and physiological responses including inflammation, ischemia, neoplasia, aging and neurodegeneration etc. In recent past, the field of epigenetics has gained momentum and become an increasingly important area of biomedical research As far as eye is concerned, epigenetic mechanisms may play an important role in many complex diseases such as corneal dystrophy, cataract, glaucoma, diabetic retinopathy, ocular neoplasia, uveitis, and age-related macular degeneration. Focusing on the epigenetic mechanisms in ocular diseases may provide new understanding and insights into the pathogenesis of complex eye diseases and thus can aid in the development of novel treatments for these diseases. In the present review, we summarize the clinical perspective of infectious keratitis, role of epigenetics in infectious keratitis, therapeutic potential of epigenetic modifiers and the future perspective.
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Affiliation(s)
- Sudhir Verma
- Department of Zoology, Deen Dayal Upadhyaya College (University of Delhi), New Delhi, India
| | - Aastha Singh
- Department of Cornea and Uveitis, Dr. Shroff's Charity Eye Hospital, New Delhi, India
| | - Akhil Varshney
- Department of Cornea and Uveitis, Dr. Shroff's Charity Eye Hospital, New Delhi, India
| | - R Arun Chandru
- Pandorum Technologies Ltd., Bangalore Bioinnovation Centre, Bangalore, India
| | - Manisha Acharya
- Department of Cornea and Uveitis, Dr. Shroff's Charity Eye Hospital, New Delhi, India
| | - Jyoti Rajput
- Pandorum Technologies Ltd., Bangalore Bioinnovation Centre, Bangalore, India
| | | | - Amit K Tiwari
- Department of Pharmacology and Experimental Therapeutics, The University of Toledo, Toledo, OH, United States
| | - Tuhin Bhowmick
- Pandorum Technologies Ltd., Bangalore Bioinnovation Centre, Bangalore, India
| | - Anil Tiwari
- Department of Cornea and Uveitis, Dr. Shroff's Charity Eye Hospital, New Delhi, India
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88
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Recent Advances in Photodynamic Therapy against Fungal Keratitis. Pharmaceutics 2021; 13:pharmaceutics13122011. [PMID: 34959293 PMCID: PMC8709008 DOI: 10.3390/pharmaceutics13122011] [Citation(s) in RCA: 18] [Impact Index Per Article: 4.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/22/2021] [Revised: 11/14/2021] [Accepted: 11/20/2021] [Indexed: 01/08/2023] Open
Abstract
Fungal keratitis is a serious clinical infection on the cornea caused by fungi and is one of the leading causes of blindness in Asian countries. The treatment options are currently limited to a few antifungal agents. With the increasing incidence of drug-resistant infections, many patients fail to respond to antibiotics. Riboflavin-mediated corneal crosslinking (similar to photodynamic therapy (PDT)) for corneal ectasia was approved in the US in the early 2000s. Current evidence suggests that PDT could have the potential to inhibit fungal biofilm formation and overcome drug resistance by using riboflavin and rose bengal as photosensitizers. However, only a few clinical trials have been initiated in anti-fungal keratitis PDT treatment. Moreover, the removal of the corneal epithelium and repeated application of riboflavin and rose bengal are required to improve drug penetration before and during PDT. Thus, an improvement in trans-corneal drug delivery is mandatory for a successful and efficient treatment. In this article, we review the studies published to date using PDT against fungal keratitis and aim to enhance the understanding and awareness of this research area. The potential of modifying photosensitizers using nanotechnology to improve the efficacy of PDT on fungal keratitis is also briefly reviewed.
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89
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Das AV, Chaurasia S, Joseph J, Roy A, Das S, Fernandes M. Clinical profile and microbiological trends of therapeutic keratoplasty at a network of tertiary care ophthalmology centers in India. Int Ophthalmol 2021; 42:1391-1399. [PMID: 34822053 PMCID: PMC8613725 DOI: 10.1007/s10792-021-02127-y] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/28/2021] [Accepted: 11/12/2021] [Indexed: 11/29/2022]
Abstract
OBJECTIVE To describe the clinical profile and microbiology trends in patients undergoing therapeutic keratoplasty at a multi-tier ophthalmology hospital network in India. METHODS This cross-sectional hospital-based study included 3147 eyes undergoing therapeutic keratoplasty between Jan 2016 and Dec 2020 (5 years period) as cases. The demographic data, clinical profile and microbiological analysis were collected using an electronic medical record system. RESULTS Of a total of 13,625 eyes with microbial keratitis(non-viral), 3147 (23.1%) underwent therapeutic keratoplasty during the study duration. Majority of patients were males (68.35%), from a rural geography (49.89%) and in 51-60 years age bracket (23.74%). The mean age of the patients was 50.54 ± 15.83 years. Two-thirds of patients were from lower socio-economic strata (66.63%) with an agrarian background (36.51%). Of the 3,147 eyes, fungus (51.8%) was the most common indication of therapeutic keratoplasty followed by bacteria (16.87%) and parasite (1.27%). No organisms could be identified in about a third (29.33%) of the cases. Between 2016 and 2020, the trend of therapeutic keratoplasties for fungal infections steadily grew (39.9% vs 45.49%) while the bacterial infections showed a steady decline (23.15% vs 11.81%). CONCLUSIONS Medical cure rate was seen in majority of those with microbial keratitis, and 23.1% eventually required management with therapeutic keratoplasty. Fungal keratitis was the most common indication for therapeutic keratoplasty. Male gender, rural setting, low socio-economic background and agricultural occupation are common risk factors for patients undergoing therapeutic keratoplasty in India.
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Affiliation(s)
- Anthony Vipin Das
- Department of eyeSmart EMR and AEye, L V Prasad Eye Institute, Hyderabad, Telangana, India
| | - Sunita Chaurasia
- Cornea and Anterior Segment Services, L V Prasad Eye Institute, Hyderabad, 500034, Telangana, India.
| | - Joveeta Joseph
- Jhaveri Microbiology Center, Brien Holden Eye Research Center, L. V. Prasad Eye Institute, Hyderabad, Telangana, India
| | - Aravind Roy
- Kode Venkatadri Chowdary Campus, L V Prasad Eye Institute, Vijayawada, India
| | - Sujata Das
- Mithu Tulsi Chanrai Campus, L V Prasad Eye Institute, Bhubaneswar, Odisha, India
| | - Merle Fernandes
- Grandhi Mallikarjun Rao Varalakshmi Campus, L V Prasad Eye Institute, Vishakhapatnam, Andhra Pradesh, India
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90
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Dave A, Sawant S, Acharya M, Gandhi A, Majumdar A, Mathur U. Post penetrating keratoplasty infectious keratitis: Clinico-microbiological profile and predictors of outcome. Eur J Ophthalmol 2021; 32:2652-2661. [PMID: 34812082 DOI: 10.1177/11206721211062979] [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: 11/17/2022]
Abstract
PURPOSE To study the clinico-microbiological profile, outcomes and prognostic factors of post penetrating keratoplasty (PKP) infectious keratitis. METHODS Retrospective review of medical records of 78 patients with post PKP infectious keratitis presenting between January 2014 and December 2018. Demographic, clinical and microbiological profile was documented and predictors of treatment and graft success were evaluated using univariate and subsequent multivariate logistic regression analysis. RESULTS Mean age of patients was 52.17 ± 15.51 years and mean infiltrate size was 19.39 ± 19.68 mm2. Mean duration of presentation with infection post PKP was 11.66 ± 10.65 months. Culture positivity was seen in 64 eyes (82.05%). Bacterial growth was observed in 47 eyes (60.25%), fungal growth in 17 (21.79%) and no microbiological growth in 14 eyes (17.94%). At 3 months the visual acuity (VA) improved in 37 eyes (47.44%), did not change in 27 (34.62%) and deteriorated in 14 (17.95%). Graft failure was noted in 53 eyes (73.08%). Surgical intervention was needed in 47 (60.25%) eyes of which most common was therapeutic PKP in 32 eyes (41.02%). Treatment failure was noted with fungal infection (p = 0.05), poorer vision at presentation (p = 0.02), larger infiltrate area (p = 0.002) and graft infection developing before 1 year (p = 0.02). Graft failure was noted with associated endophthalmitis (p = 0.02), poorer VA at presentation (p = 0.01) and larger infiltrate area (p = 0.02). CONCLUSION Post PKP infectious keratitis is a sight threatening ocular condition. It is associated with high incidence of graft failure and frequently requires surgical intervention. Fungal etiology, larger infiltrate size, poorer vision at presentation and associated endophthalmitis carries a poorer prognosis.
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Affiliation(s)
- Abhishek Dave
- Cornea & Refractive Surgery Services, 75838Dr Shroff's Charity Eye Hospital, New Delhi, India
| | - Sanil Sawant
- Cornea & Refractive Surgery Services, 75838Dr Shroff's Charity Eye Hospital, New Delhi, India
| | - Manisha Acharya
- Cornea & Refractive Surgery Services, 75838Dr Shroff's Charity Eye Hospital, New Delhi, India
| | - Arpan Gandhi
- Lab Services, 75838Dr Shroff's Charity Eye Hospital, New Delhi, India
| | - Atanu Majumdar
- Department of Statistics, 75838Dr Shroff's Charity Eye Hospital, New Delhi, India
| | - Umang Mathur
- Cornea & Refractive Surgery Services, 75838Dr Shroff's Charity Eye Hospital, New Delhi, India
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91
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Singh RB, Das S, Chodosh J, Sharma N, Zegans ME, Kowalski RP, Jhanji V. Paradox of complex diversity: Challenges in the diagnosis and management of bacterial keratitis. Prog Retin Eye Res 2021; 88:101028. [PMID: 34813978 DOI: 10.1016/j.preteyeres.2021.101028] [Citation(s) in RCA: 14] [Impact Index Per Article: 3.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/28/2021] [Revised: 11/09/2021] [Accepted: 11/12/2021] [Indexed: 12/12/2022]
Abstract
Bacterial keratitis continues to be one of the leading causes of corneal blindness in the developed as well as the developing world, despite swift progress since the dawn of the "anti-biotic era". Although, we are expeditiously developing our understanding about the different causative organisms and associated pathology leading to keratitis, extensive gaps in knowledge continue to dampen the efforts for early and accurate diagnosis, and management in these patients, resulting in poor clinical outcomes. The ability of the causative bacteria to subdue the therapeutic challenge stems from their large genome encoding complex regulatory networks, variety of unique virulence factors, and rapid secretion of tissue damaging proteases and toxins. In this review article, we have provided an overview of the established classical diagnostic techniques and therapeutics for keratitis caused by various bacteria. We have extensively reported our recent in-roads through novel tools for accurate diagnosis of mono- and poly-bacterial corneal infections. Furthermore, we outlined the recent progress by our group and others in understanding the sub-cellular genomic changes that lead to antibiotic resistance in these organisms. Finally, we discussed in detail, the novel therapies and drug delivery systems in development for the efficacious management of bacterial keratitis.
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Affiliation(s)
- Rohan Bir Singh
- Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, MA, USA; Department of Ophthalmology, Leiden University Medical Center, 2333, ZA Leiden, the Netherlands
| | - Sujata Das
- Cornea and Anterior Segment Services, LV Prasad Eye Institute, Bhubaneshwar, India
| | - James Chodosh
- Department of Ophthalmology, Massachusetts Eye and Ear, Harvard Medical School, Boston, MA, USA
| | - Namrata Sharma
- Dr. Rajendra Prasad Centre for Ophthalmic Sciences, All India Institute of Medical Sciences, New Delhi, India
| | - Michael E Zegans
- Department of Ophthalmology, Geisel School of Medicine at Dartmouth, Hanover, NH, USA
| | - Regis P Kowalski
- Department of Ophthalmology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA; The Charles T Campbell Ophthalmic Microbiology Laboratory, University of Pittsburgh Medical Center, Pittsburgh, PA, USA
| | - Vishal Jhanji
- Department of Ophthalmology, University of Pittsburgh Medical Center, Pittsburgh, PA, USA; The Charles T Campbell Ophthalmic Microbiology Laboratory, University of Pittsburgh Medical Center, Pittsburgh, PA, USA.
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92
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Clinical Characteristics and Outcomes of Fungal Keratitis in the United Kingdom 2011-2020: A 10-Year Study. J Fungi (Basel) 2021; 7:jof7110966. [PMID: 34829253 PMCID: PMC8624743 DOI: 10.3390/jof7110966] [Citation(s) in RCA: 22] [Impact Index Per Article: 5.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/04/2021] [Revised: 11/08/2021] [Accepted: 11/08/2021] [Indexed: 12/27/2022] Open
Abstract
Fungal keratitis (FK) is a serious ocular infection that often poses significant diagnostic and therapeutic dilemmas. This study aimed to examine the causes, clinical characteristics, outcomes, and prognostic factors of FK in the UK. All culture-positive and culture-negative presumed FK (with complete data) that presented to Queen’s Medical Centre, Nottingham, and the Queen Victoria Hospital, East Grinstead, between 2011 and 2020 were included. We included 117 patients (n = 117 eyes) with FK in this study. The mean age was 59.0 ± 19.6 years (range, 4–92 years) and 51.3% of patients were female. Fifty-three fungal isolates were identified from 52 (44.4%) culture-positive cases, with Candida spp. (33, 62.3%), Fusarium spp. (9, 17.0%), and Aspergillus spp. (5, 9.4%) being the most common organisms. Ocular surface disease (60, 51.3%), prior corneal surgery (44, 37.6%), and systemic immunosuppression (42, 35.9%) were the three most common risk factors. Hospitalisation for intensive treatment was required for 95 (81.2%) patients, with a duration of 18.9 ± 16.3 days. Sixty-six (56.4%) patients required additional surgical interventions for eradicating the infection. Emergency therapeutic/tectonic keratoplasty was performed in 29 (24.8%) cases, though 13 (44.8%) of them failed at final follow-up. The final corrected-distance-visual-acuity (CDVA) was 1.67 ± 1.08 logMAR. Multivariable logistic regression analyses demonstrated increased age, large infiltrate size (>3 mm), and poor presenting CDVA (<1.0 logMAR) as significant negative predictive factors for poor visual outcome (CDVA of <1.0 logMAR) and poor corneal healing (>60 days of healing time or occurrence of corneal perforation requiring emergency keratoplasty; all p < 0.05). In conclusion, FK represents a difficult-to-treat ocular infection that often results in poor visual outcomes, with a high need for surgical interventions. Innovative treatment strategies are urgently required to tackle this unmet need.
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93
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Shi H, Ding J, Chen C, Yao Q, Zhang W, Fu Y, Wang X, Ruan J. Antimicrobial Action of Biocompatible Silver Microspheres and Their Role in the Potential Treatment of Fungal Keratitis. ACS Biomater Sci Eng 2021; 7:5090-5098. [PMID: 34634199 DOI: 10.1021/acsbiomaterials.1c00815] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/19/2022]
Abstract
Silver nanoparticles have drawn considerable attention as excellent antimicrobial agents because of their characteristics, including broad antimicrobial spectrum, durable antimicrobial property, and large specific surface area. However, the toxicity of silver nanoparticles limits the in vivo application in the antimicrobial therapy field. Here, we developed a novel silver-based biomaterial to achieve favorable biocompatibility as well as enhanced antimicrobial activity. Silver microspheres (AgMPs) were synthesized using bovine serum albumin as a template and H2O2 as an activator. Electron microscopy results showed that AgMPs had a honeycombed inner structure with an approximate diameter of 800 nm. The minimum inhibitory concentration results exhibited that AgMPs had effective antimicrobial action against bacteria and fungi when the concentration was greater than 32 and 16 μg/mL, respectively. The cell proliferation results suggested that AgMPs have no influence on corneal epithelial cell growth when the concentration was under 25 μg/mL. The in vivo antifungal therapy experiments demonstrated that 25 μg/mL AgMPs could effectively combat Candida smooth wound infections. Overall, AgMPs exhibited substantial antimicrobial action on fungi in addition to biosafety on corneal epithelial cells at a concentration within 16-25 μg/mL. Our study shows that AgMPs can be used as an ocular surface drop candidate to treat fungal keratitis.
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Affiliation(s)
- Hanhan Shi
- Department of Ophthalmology, Ninth People's Hospital, Shanghai JiaoTong University School of Medicine, Shanghai 20025, P.R. China.,Shanghai Key Laboratory of Orbital Diseases and Ocular Oncology, Shanghai 20025, People's Republic of China
| | - Jieying Ding
- Department of Clinical Laboratory, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200011, China
| | - Cancan Chen
- School of Life Science, Wuchang University of Technology, Wuhan 430223, China
| | - Qinke Yao
- Department of Ophthalmology, Ninth People's Hospital, Shanghai JiaoTong University School of Medicine, Shanghai 20025, P.R. China.,Shanghai Key Laboratory of Orbital Diseases and Ocular Oncology, Shanghai 20025, People's Republic of China
| | - Weijie Zhang
- Department of Ophthalmology, Ninth People's Hospital, Shanghai JiaoTong University School of Medicine, Shanghai 20025, P.R. China.,Shanghai Key Laboratory of Orbital Diseases and Ocular Oncology, Shanghai 20025, People's Republic of China
| | - Yao Fu
- Department of Ophthalmology, Ninth People's Hospital, Shanghai JiaoTong University School of Medicine, Shanghai 20025, P.R. China.,Shanghai Key Laboratory of Orbital Diseases and Ocular Oncology, Shanghai 20025, People's Republic of China
| | - Xiansong Wang
- Department of Thoracic Surgery, Shanghai Key Laboratory of Tissue Engineering, Shanghai Ninth People's Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai 200011, China
| | - Jing Ruan
- Department of Ophthalmology, Ninth People's Hospital, Shanghai JiaoTong University School of Medicine, Shanghai 20025, P.R. China.,Shanghai Key Laboratory of Orbital Diseases and Ocular Oncology, Shanghai 20025, People's Republic of China
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Ting DSJ, Li J, Verma CS, Goh ETL, Nubile M, Mastropasqua L, Said DG, Beuerman RW, Lakshminarayanan R, Mohammed I, Dua HS. Evaluation of Host Defense Peptide (CaD23)-Antibiotic Interaction and Mechanism of Action: Insights From Experimental and Molecular Dynamics Simulations Studies. Front Pharmacol 2021; 12:731499. [PMID: 34690770 PMCID: PMC8528955 DOI: 10.3389/fphar.2021.731499] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/27/2021] [Accepted: 09/27/2021] [Indexed: 11/13/2022] Open
Abstract
Background/Aim: Host defense peptides (HDPs) have the potential to provide a novel solution to antimicrobial resistance (AMR) in view of their unique and broad-spectrum antimicrobial activities. We had recently developed a novel hybrid HDP based on LL-37 and human beta-defensin-2, named CaD23, which was shown to exhibit good in vivo antimicrobial efficacy against Staphylococcus aureus in a bacterial keratitis murine model. This study aimed to examine the potential CaD23-antibiotic synergism and the secondary structure and underlying mechanism of action of CaD23. Methods: Peptide-antibiotic interaction was evaluated against S. aureus, methicillin-resistant S. aureus (MRSA), and Pseudomonas aeruginosa using established checkerboard and time-kill assays. Fractional inhibitory concentration index (FICI) was calculated and interpreted as synergistic (FIC<0.5), additive (FIC between 0.5-1.0), indifferent (FIC between >1.0 and ≤4), or antagonistic (FIC>4). SYTOX green uptake assay was performed to determine the membrane-permeabilising action of CaD23. Molecular dynamics (MD) simulations were performed to evaluate the interaction of CaD23 with bacterial and mammalian mimetic membranes. Circular dichroism (CD) spectroscopy was also performed to examine the secondary structures of CaD23. Results: CaD23-amikacin and CaD23-levofloxacin combination treatment exhibited a strong additive effect against S. aureus SH1000 (FICI = 0.60-0.69) and MRSA43300 (FICI = 0.56-0.60) but an indifferent effect against P. aeruginosa (FIC = 1.03-1.15). CaD23 (at 25 μg/ml; 2xMIC) completely killed S. aureus within 30 min. When used at sub-MIC concentration (3.1 μg/ml; 0.25xMIC), it was able to expedite the antimicrobial action of amikacin against S. aureus by 50%. The rapid antimicrobial action of CaD23 was attributed to the underlying membrane-permeabilising mechanism of action, evidenced by the SYTOX green uptake assay and MD simulations studies. MD simulations revealed that cationicity, alpha-helicity, amphiphilicity and hydrophobicity (related to the Trp residue at C-terminal) play important roles in the antimicrobial action of CaD23. The secondary structures of CaD23 observed in MD simulations were validated by CD spectroscopy. Conclusion: CaD23 is a novel alpha-helical, membrane-active synthetic HDP that can enhance and expedite the antimicrobial action of antibiotics against Gram-positive bacteria when used in combination. MD simulations serves as a powerful tool in revealing the peptide secondary structure, dissecting the mechanism of action, and guiding the design and optimisation of HDPs.
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Affiliation(s)
- Darren Shu Jeng Ting
- Academic Ophthalmology, Division of Clinical Neuroscience, School of Medicine, University of Nottingham, Nottingham, United Kingdom.,Department of Ophthalmology, Queen's Medical Centre, Nottingham, United Kingdom.,Anti-Infectives Research Group, Singapore Eye Research Institute, Singapore, Singapore
| | - Jianguo Li
- Anti-Infectives Research Group, Singapore Eye Research Institute, Singapore, Singapore.,Bioinformatics Institute (AStar), Singapore, Singapore
| | - Chandra S Verma
- Bioinformatics Institute (AStar), Singapore, Singapore.,School of Biological Sciences, Nanyang Technological University, Singapore, Singapore.,Department of Biological Sciences, National University of Singapore, Singapore, Singapore
| | - Eunice T L Goh
- Anti-Infectives Research Group, Singapore Eye Research Institute, Singapore, Singapore
| | - Mario Nubile
- Ophthalmic Clinic, University "G d'Annunzio" of Chieti-Pescara, Chieti, Italy
| | | | - Dalia G Said
- Academic Ophthalmology, Division of Clinical Neuroscience, School of Medicine, University of Nottingham, Nottingham, United Kingdom.,Department of Ophthalmology, Queen's Medical Centre, Nottingham, United Kingdom
| | - Roger W Beuerman
- Anti-Infectives Research Group, Singapore Eye Research Institute, Singapore, Singapore
| | | | - Imran Mohammed
- Academic Ophthalmology, Division of Clinical Neuroscience, School of Medicine, University of Nottingham, Nottingham, United Kingdom
| | - Harminder S Dua
- Academic Ophthalmology, Division of Clinical Neuroscience, School of Medicine, University of Nottingham, Nottingham, United Kingdom.,Department of Ophthalmology, Queen's Medical Centre, Nottingham, United Kingdom
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95
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Chiang PH, Lai JN, Chiang YC, Hu KC, Hsu MY, Wei JCC. Association Between Subconjunctival Hemorrhage and Acute Coronary Syndrome: A 14-Year Nationwide Population-Based Cohort Study. Front Cardiovasc Med 2021; 8:728570. [PMID: 34660729 PMCID: PMC8518183 DOI: 10.3389/fcvm.2021.728570] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/21/2021] [Accepted: 08/24/2021] [Indexed: 11/13/2022] Open
Abstract
Purpose: Subconjunctival hemorrhage (SCH) is usually a benign ocular disorder that causes painless, redness under the conjunctiva. However, since SCH and acute coronary syndrome (ACS) share many vascular risk factors, studies have suggested that these two disorders may be significantly associated with each other, and evaluate the concomitance of ACS in patients with SCH. Methods: This population-based cohort study, enrolled 35,260 Taiwanese patients, and used the Taiwan National Health Insurance Research Database to identify patients with ACS and SCH. Outcomes were compared between the with and without SCH groups. The study population was followed until the date of ACS onset, the date of withdrawal, death, or December 31st 2013, whichever came first. Results: Of the 85,925 patients identified with SCH between 1996 and 2013, 68,295 were excluded based on the study's exclusion criteria, and a total of 17,630 patients with SCH who were diagnosed by ophthalmologists between 2000 and 2012 were eligible for analysis. After 1:1 propensity score matching for 5-year age groups, gender, and the index year, the results showed that SCH was more common in the 40–59 age group (53.82%) and females (58.66%). As for the ACS-related risk factors, patients with diabetes mellitus (aHR = 1.58, 95% CI = [1.38, 1.81]), hypertension (aHR = 1.71, 95% CI = [1.49, 1.96]) and patients taking aspirin (aHR = 1.67, 95% CI = [1.47, 1.90]) had a notably higher risk of ACS. However, it was found that there were no significant differences in the occurrence of ACS between the non-SCH and SCH patients. Conclusion: This results of this study regarding the risk factors and epidemiology of SCH and ACS were in keeping with previously reported findings. However, the results revealed no significant association between SCH and ACS.
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Affiliation(s)
- Ping-Hao Chiang
- Institute of Medicine, Chung Shan Medical University, Taichung, Taiwan.,Department of Allergy, Immunology & Rheumatology, Chung Shan Medical University Hospital, Taichung, Taiwan
| | - Jung-Nien Lai
- School of Chinese Medicine, College of Chinese Medicine, China Medical University, Taichung, Taiwan.,Department of Chinese Medicine, China Medical University Hospital, Taichung, Taiwan
| | - Yun-Chi Chiang
- Institute of Medicine, Chung Shan Medical University, Taichung, Taiwan.,Department of Allergy, Immunology & Rheumatology, Chung Shan Medical University Hospital, Taichung, Taiwan
| | - Kai-Chieh Hu
- Management Office for Health Data, China Medical University Hospital, Taichung, Taiwan.,College of Medicine, China Medical University, Taichung, Taiwan
| | - Min-Yen Hsu
- Institute of Medicine, Chung Shan Medical University, Taichung, Taiwan.,Department of Ophthalmology, Chung Shan Medical University Hospital, Taichung, Taiwan.,Biotechnology Center, National Chung Hsing University, Taichung, Taiwan
| | - James Cheng-Chung Wei
- Institute of Medicine, Chung Shan Medical University, Taichung, Taiwan.,Department of Allergy, Immunology & Rheumatology, Chung Shan Medical University Hospital, Taichung, Taiwan.,Graduate Institute of Integrated Medicine, China Medical University, Taichung, Taiwan
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96
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Study of the Effect of Nutrient Environment on the Biological Characteristics of Fusarium solani Clinical Corneal Isolates. J Ophthalmol 2021; 2021:6666303. [PMID: 34608418 PMCID: PMC8487384 DOI: 10.1155/2021/6666303] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/16/2020] [Accepted: 08/27/2021] [Indexed: 11/17/2022] Open
Abstract
Purpose The biological characteristics of Fusarium solani clinical corneal isolates growing in different nutritional conditions in vitro were studied in order to find out the key point of pathogenicity. Methods Five kinds of media with different glucose and nitrogen concentrations were prepared as the liquid and solid forms. The clinical isolates were as follows: 2 Fusarium solani strains. The clinical corneal isolates and the standard strains were inoculated in the solid and liquid media. They were all incubated at 296 for 96 h and observed at defined time points. The optical density was recorded to generate the growth curves in liquid media. Morphologic changes of colonies in the solid media were determined under the light microscope. Results The clinical isolates of Fusarium solani showed stronger reproductive capacity in the abominable nutritional condition. Besides, when the glucose concentration in the medium was consistent with the glucose concentration of aqueous in diabetic patients, the clinical isolates would show the biological features of quicker growth rate and stronger reproductive capacity. Conclusions Nitrogen source is essential for fungus reproduction. The clinical isolates showed stronger environmental adaptability under different nutritional conditions and more sensitive to environmental changes.
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97
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Aoki T, Fukuoka H, Inatomi T, Horiuchi N, Kamei K, Sotozono C. A Case of Black Fungal Keratitis Caused by Biatriospora mackinnonii. Cornea 2021; 40:1344-1347. [PMID: 33528226 DOI: 10.1097/ico.0000000000002676] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/26/2020] [Accepted: 12/17/2020] [Indexed: 11/26/2022]
Abstract
PURPOSE To report a novel case of fungal keratitis caused by Biatriospora mackinnonii (Pyrenochaeta mackinnonii), a dematiaceous fungus (black fungus) that rarely causes dermatological infection, in a patient treated for ocular cicatricial pemphigoid. METHODS An 81-year-old patient with ocular cicatricial pemphigoid was referred to our hospital because of persistent corneal epithelial defects in his left eye. On examination, a slightly elevated dark lesion in the middle of the erosion and hypopyon was observed in that eye, with smear examination of the obtained specimen revealed a filamentous fungal-like material. Initially, treatment included miconazole and fluconazole ophthalmic solution eye drops, natamycin ophthalmic ointment, and systemic voriconazole, followed surgical scraping of the mass, an anterior chamber lavage, and a subconjunctival injection of miconazole. However, the focus had resistance to the treatment and finally led to corneal perforation; hence, therapeutic penetrating keratoplasty (PKP) was subsequently performed. RESULTS Mycological testing revealed that the lesions were Candida parapsiliosis and black fungus, with the black fungus classified as B. mackinnonii via DNA sequencing of the internal transcribed spacer and the D1/D2 domains of the 28S rRNA gene. Fungal keratitis caused by B. mackinnonii was resistant to the antifungal drugs, yet was ameliorated by PKP, with no recurrence of fungal keratitis for more than 2 years postoperative. CONCLUSIONS To the best of our knowledge, this is the first reported case of fungal keratitis caused by B. mackinnonii; however, in this case, PKP surgery resulted in a favorable outcome.
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Affiliation(s)
- Takanori Aoki
- Department of Ophthalmology, Kyoto Prefectural University of Medicine, Kyoto, Japan
| | - Hideki Fukuoka
- Department of Ophthalmology, Kyoto Prefectural University of Medicine, Kyoto, Japan
| | - Tsutomu Inatomi
- Department of Ophthalmology, Kyoto Prefectural University of Medicine, Kyoto, Japan
- National Center for Geriatrics and Gerontology, Aichi, Japan; and
| | - Noriko Horiuchi
- Department of Ophthalmology, Kyoto Prefectural University of Medicine, Kyoto, Japan
| | - Katsuhiko Kamei
- Department of Ophthalmology, Kyoto Prefectural University of Medicine, Kyoto, Japan
| | - Chie Sotozono
- Department of Ophthalmology, Kyoto Prefectural University of Medicine, Kyoto, Japan
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98
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Wang L, Chen K, Wen H, Zheng Q, Chen Y, Pu J, Chen W. Feasibility assessment of infectious keratitis depicted on slit-lamp and smartphone photographs using deep learning. Int J Med Inform 2021; 155:104583. [PMID: 34560490 DOI: 10.1016/j.ijmedinf.2021.104583] [Citation(s) in RCA: 23] [Impact Index Per Article: 5.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/05/2021] [Revised: 09/09/2021] [Accepted: 09/14/2021] [Indexed: 12/26/2022]
Abstract
BACKGROUND This study aims to investigate how infectious keratitis depicted on slit-lamp and smartphone photographs can be reliably assessed using deep learning. MATERIALS AND METHODS We retrospectively collected a dataset consisting of 5,673 slit-lamp photographs and 400 smartphone photographs acquired on different subjects. Based on multiple clinical tests (e.g., cornea scraping), these photographs were diagnosed and classified into four categories, including normal (i.e., no keratitis), bacterial keratitis (BK), fungal keratitis (FK), and herpes simplex virus stromal keratitis (HSK). We preprocessed these slit-lamp images into two separate subgroups: (1) global images and (2) regional images. The cases in each group were randomly split into training, internal validation, and independent testing sets. Then, we implemented a deep learning network based on the InceptionV3 by fine-tuning its architecture and used the developed network to classify these slit-lamp images. Additionally, we investigated the performance of the InceptionV3 model in classifying infectious keratitis depicted on smartphone images. We, in particular, clarified whether the computer model trained on the global images outperformed the one trained on the regional images. The quadratic weighted kappa (QWK) and the receiver operating characteristic (ROC) analysis were used to assess the performance of the developed models. RESULTS Our experiments on the independent testing sets showed that the developed models achieved the QWK of 0.9130 (95% CI: 88.99-93.61%) and 0.8872 (95% CI: 86.13-91.31%), and 0.5379 (95% CI, 48.89-58.69%) for the global images, the regional images, and the smartphone images, respectively. The area under the ROC curves (AUCs) were 0.9588 (95% CI: 94.28-97.48%), 0.9425 (95% CI: 92.35-96.15%), and 0.8529 (95% CI: 81.79-88.79%) for the same test sets, respectively. CONCLUSION The deep learning solution demonstrated very promising performance in assessing infectious keratitis depicted on slit-lamp photographs and the images acquired by smartphones. In particular, the model trained on the global images outperformed that trained on the regional images.
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Affiliation(s)
- Lei Wang
- School of Ophthalmology and Optometry, Eye Hospital, Wenzhou Medical University, Wenzhou 325027, China; Key Laboratory of Computer Network and Information Integration (Southeast University), Ministry of Education, Nanjing 211189, China.
| | - Kuan Chen
- School of Ophthalmology and Optometry, Eye Hospital, Wenzhou Medical University, Wenzhou 325027, China
| | - Han Wen
- School of Ophthalmology and Optometry, Eye Hospital, Wenzhou Medical University, Wenzhou 325027, China
| | - Qinxiang Zheng
- School of Ophthalmology and Optometry, Eye Hospital, Wenzhou Medical University, Wenzhou 325027, China
| | - Yang Chen
- Key Laboratory of Computer Network and Information Integration (Southeast University), Ministry of Education, Nanjing 211189, China
| | - Jiantao Pu
- Departments of Radiology and Bioengineering, University of Pittsburgh, Pittsburgh, PA 15213, USA
| | - Wei Chen
- School of Ophthalmology and Optometry, Eye Hospital, Wenzhou Medical University, Wenzhou 325027, China.
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99
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Ting DSJ, Goh ETL, Mayandi V, Busoy JMF, Aung TT, Periayah MH, Nubile M, Mastropasqua L, Said DG, Htoon HM, Barathi VA, Beuerman RW, Lakshminarayanan R, Mohammed I, Dua HS. Hybrid derivative of cathelicidin and human beta defensin-2 against Gram-positive bacteria: A novel approach for the treatment of bacterial keratitis. Sci Rep 2021; 11:18304. [PMID: 34526600 PMCID: PMC8443647 DOI: 10.1038/s41598-021-97821-3] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/03/2021] [Accepted: 08/24/2021] [Indexed: 02/06/2023] Open
Abstract
Bacterial keratitis (BK) is a major cause of corneal blindness globally. This study aimed to develop a novel class of antimicrobial therapy, based on human-derived hybrid host defense peptides (HyHDPs), for treating BK. HyHDPs were rationally designed through combination of functional amino acids in parent HDPs, including LL-37 and human beta-defensin (HBD)-1 to -3. Minimal inhibitory concentrations (MICs) and time-kill kinetics assay were performed to determine the concentration- and time-dependent antimicrobial activity and cytotoxicity was evaluated against human corneal epithelial cells and erythrocytes. In vivo safety and efficacy of the most promising peptide was examined in the corneal wound healing and Staphylococcus aureus (ATCC SA29213) keratitis murine models, respectively. A second-generation HyHDP (CaD23), based on rational hybridization of the middle residues of LL-37 and C-terminal of HBD-2, was developed and was shown to demonstrate good efficacy against methicillin-sensitive and methicillin-resistant S. aureus [MIC = 12.5-25.0 μg/ml (5.2-10.4 μM)] and S. epidermidis [MIC = 12.5 μg/ml (5.2 μM)], and moderate efficacy against P. aeruginosa [MIC = 25-50 μg/ml (10.4-20.8 μM)]. CaD23 (at 25 μg/ml or 2× MIC) killed all the bacteria within 30 min, which was 8 times faster than amikacin (25 μg/ml or 20× MIC). After 10 consecutive passages, S. aureus (ATCC SA29213) did not develop any antimicrobial resistance (AMR) against CaD23 whereas it developed significant AMR (i.e. a 32-fold increase in MIC) against amikacin, a commonly used treatment for BK. Pre-clinical murine studies showed that CaD23 (0.5 mg/ml) achieved a median reduction of S. aureus bioburden by 94% (or 1.2 log10 CFU/ml) while not impeding corneal epithelial wound healing. In conclusion, rational hybridization of human-derived HDPs has led to generation of a potentially efficacious and safe topical antimicrobial agent for treating Gram-positive BK, with no/minimal risk of developing AMR.
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Affiliation(s)
- Darren Shu Jeng Ting
- Academic Ophthalmology, Division of Clinical Neuroscience, School of Medicine, University of Nottingham, Nottingham, UK
- Department of Ophthalmology, Queen's Medical Centre, Nottingham, UK
- Anti-Infectives Research Group, Singapore Eye Research Institute, Singapore, Singapore
| | - Eunice Tze Leng Goh
- Anti-Infectives Research Group, Singapore Eye Research Institute, Singapore, Singapore
| | - Venkatesh Mayandi
- Anti-Infectives Research Group, Singapore Eye Research Institute, Singapore, Singapore
| | - Joanna M F Busoy
- Anti-Infectives Research Group, Singapore Eye Research Institute, Singapore, Singapore
| | - Thet Tun Aung
- Anti-Infectives Research Group, Singapore Eye Research Institute, Singapore, Singapore
| | | | - Mario Nubile
- Ophthalmic Clinic, University "G d'Annunzio" of Chieti-Pescara, Chieti, Italy
| | | | - Dalia G Said
- Academic Ophthalmology, Division of Clinical Neuroscience, School of Medicine, University of Nottingham, Nottingham, UK
- Department of Ophthalmology, Queen's Medical Centre, Nottingham, UK
| | - Hla M Htoon
- Anti-Infectives Research Group, Singapore Eye Research Institute, Singapore, Singapore
| | | | - Roger W Beuerman
- Anti-Infectives Research Group, Singapore Eye Research Institute, Singapore, Singapore
- Department of Ophthalmology, The University of Tennessee Health Science Center, Memphis, USA
| | | | - Imran Mohammed
- Academic Ophthalmology, Division of Clinical Neuroscience, School of Medicine, University of Nottingham, Nottingham, UK
| | - Harminder S Dua
- Academic Ophthalmology, Division of Clinical Neuroscience, School of Medicine, University of Nottingham, Nottingham, UK.
- Department of Ophthalmology, Queen's Medical Centre, Nottingham, UK.
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100
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Stapleton F, Lim CHL, Kweon S, Tan D, Mehta JS. Cosmetic Contact Lens-Related Corneal Infections in Asia. Am J Ophthalmol 2021; 229:176-183. [PMID: 33727002 DOI: 10.1016/j.ajo.2021.03.005] [Citation(s) in RCA: 13] [Impact Index Per Article: 3.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/07/2021] [Revised: 03/02/2021] [Accepted: 03/03/2021] [Indexed: 11/29/2022]
Abstract
PURPOSE To explore demographics, disease characteristics, and wear habits in cosmetic contact lens (CL)-related corneal infections in Asia. DESIGN Prospective multicenter cross-sectional study. METHODS Cases of CL-related corneal infection presenting over a 12-month period were prospectively identified from 11 centers in 8 countries in Asia. Case demographics, clinical features, microbiology, and compliance characteristics were compared between wearers using CLs for cosmetic purposes and those using CLs for the correction of refractive errors. RESULTS Six hundred and ninety-four CL wearers with corneal infection presented: 204 cosmetic CL (29.4%) and 490 (70.6%) refractive CL wearers. Cosmetic CL infections comprised 7%-54% of cases across the region. Compared with noncosmetic CL wearers, cosmetic CLs wearers were significantly more likely to be female (90% vs 59%), young (aged <25, 68% vs 44%), and to have a shorter period of wear experience. Lenses worn by cosmetic CL wearers were more likely to be hydrogel materials and manufactured with the pigment located on the back surface of the CL. Presenting disease characteristics and visual outcomes were similar in both groups. Causative organisms were similar between the 2 groups; however, there was a higher rate of Acanthamoeba disease (9%) in cosmetic wearers, compared with refractive wearers (1%; P < .005). CONCLUSIONS Cosmetic CL infections represent a significant proportion of CL-related infections in Asia. Cosmetic CL users with corneal infections are generally young, female, and wearing hydrogel CLs. Internet supply, quality control, and regulation of the sale of these products provide significant challenges in managing this population of vulnerable wearers.
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