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Rashid ZA, Mashige KP, Moodley VR. Prevalence and demographic profile of keratoconus among high school students in Kenya. Int Ophthalmol 2025; 45:21. [PMID: 39779526 PMCID: PMC11711645 DOI: 10.1007/s10792-024-03370-9] [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: 08/20/2024] [Accepted: 11/29/2024] [Indexed: 01/11/2025]
Abstract
PURPOSE To determine the prevalence and demographic profile of keratoconus (KC) among high school students in Nairobi County, Kenya. METHODS In this population-based, prospective, cross-sectional study, multistage cluster sampling was used to select the participants. All students underwent visual acuity measurement, auto-refraction, retinoscopy and corneal topography. Students with a scissors reflex on retinoscopy or corneal topography patterns suspicious of KC were referred for corneal tomography. RESULTS A total of 3051 students from 29 schools, with a mean age of 17.4 ± 1.6 years (range: 13-25 years) were screened. The prevalence of KC was 1.7% (n = 51) (95% CI, 1.2-2.2) and of KC suspects was 3.8% (n = 117) (95% CI, 3.2-4.6). There were no significant associations between the prevalence of KC and gender, age or ethnicity (all p > 0.05). In the KC group, 88.2% (n = 45) were unaware of their condition, 52.9% (n = 27) were treated for allergic conjunctivitis, 45.1% (n = 23) required spectacles, 11.8% (n = 6) were recommended contact lenses in at least one eye and 49.0% (n = 25) were recommended corneal cross-linking. CONCLUSIONS Among adolescents, the results of this study indicate a higher prevalence of KC compared to that reported in South Korea, Norway, Brazil and Caucasians in New Zealand, but less than that reported in some countries in the Middle East. Given the high prevalence revealed in this study, a national school screening program and clinical guidelines for screening, diagnosis and management of KC is recommended.
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Affiliation(s)
- Zahra Aly Rashid
- Discipline of Optometry, School of Health Sciences, University of KwaZulu-Natal, Durban, South Africa.
| | | | - Vanessa Raquel Moodley
- Discipline of Optometry, School of Health Sciences, University of KwaZulu-Natal, Durban, South Africa
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Singh RB, Koh S, Sharma N, Woreta FA, Hafezi F, Dua HS, Jhanji V. Keratoconus. Nat Rev Dis Primers 2024; 10:81. [PMID: 39448666 DOI: 10.1038/s41572-024-00565-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 09/25/2024] [Indexed: 10/26/2024]
Abstract
Keratoconus is a progressive eye disorder primarily affecting individuals in adolescence and early adulthood. The ectatic changes in the cornea cause thinning and cone-like steepening leading to irregular astigmatism and reduced vision. Keratoconus is a complex disorder with a multifaceted aetiology and pathogenesis, including genetic, environmental, biomechanical and cellular factors. Environmental factors, such as eye rubbing, UV light exposure and contact lens wearing, are associated with disease progression. On the cellular level, a complex interplay of hormonal changes, alterations in enzymatic activity that modify extracellular membrane stiffness, and changes in biochemical and biomechanical signalling pathways disrupt collagen cross-linking within the stroma, contributing to structural integrity loss and distortion of normal corneal anatomy. Clinically, keratoconus is diagnosed through clinical examination and corneal imaging. Advanced imaging platforms have improved the detection of keratoconus, facilitating early diagnosis and monitoring of disease progression. Treatment strategies for keratoconus are tailored to disease severity and progression. In early stages, vision correction with glasses or soft contact lenses may suffice. As the condition advances, rigid gas-permeable contact lenses or scleral lenses are prescribed. Corneal cross-linking has emerged as a pivotal treatment aimed at halting the progression of corneal ectasia. In patients with keratoconus with scarring or contact lens intolerance, surgical interventions are performed.
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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, Leiden, Netherlands
| | - Shizuka Koh
- Department of Innovative Visual Science, Osaka University Graduate School of Medicine, Osaka, Japan
| | - Namrata Sharma
- Dr. Rajendra Prasad Centre for Ophthalmic Sciences, All India Institute of Medical Sciences, New Delhi, India
| | - Fasika A Woreta
- Wilmer Eye Institute, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Farhad Hafezi
- ELZA Institute, Zurich, Switzerland
- EMAGine AG, Zug, Switzerland
- Department of Ophthalmology, NYU Grossman School of Medicine, New York, NY, USA
| | - Harminder S Dua
- Department of Ophthalmology, University of Nottingham, Nottingham, UK
| | - Vishal Jhanji
- Department of Ophthalmology, University of Pittsburgh School of Medicine, Pittsburgh, PA, USA.
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Stanescu N, Arnon R, Yahalomi T, Nemet A, Cohen I, Pikkel J. The association between elevated blood estradiol level and corneal ectasia in women. Eur J Ophthalmol 2024:11206721241266002. [PMID: 39056134 DOI: 10.1177/11206721241266002] [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: 07/28/2024]
Abstract
PURPOSE This study aims to investigate the association between blood estradiol level and two different etiologies of corneal ectasia in premenopausal women. METHODS This is an observational case-control study with three groups of women. Group 1 included women with keratoconus. Group 2 included women with post refractive surgery ectasia (PRSE). Group 3 was the control group. Venous blood for the measurement of estradiol was collected in order to assess the relationship between estradiol levels and ectasia. Participant's age, regular cycle (yes/no) and oral contraceptive pills (OCP) use (yes/no) was also documented. We compared the differences in estradiol levels between the 3 groups. Logistic regression was used to detect variables' effect on participants' chance to ectasia. RESULTS Ninety-six women were enrolled: 36 (37%), 29 (30%), and 31 (32%) in the keratoconus, PRSE, and control group, respectively. The mean age of the participants was 29.8 ± 3.2, 31.9 ± 2.6, and 30.7 ± 3.5 years, respectively (p = 0.04, between groups 1 and 2). Estradiol levels [pg/mL] were 38.0 ± 2.4, 43.4 ± 2.4, and 28.6 ± 3.9, respectively (p < 0.001, between any pair of groups). Two multivariate logistic regression models adjusted to age, regular cycle, and OCP use, indicated that higher blood estradiol levels were associated with an increased risk of ectasia (OR = 2.71 and 2.44, respectively; p < 0.001). CONCLUSION Corneal ectasia may be associated with elevated blood estradiol levels. Estradiol measurements could be useful in women with keratoconus or in women who undergo refractive surgery.
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Affiliation(s)
- Nir Stanescu
- Department of Ophthalmology, Assuta Samson Hospital, Ashdod, Israel
- Faculty of Medicine, Ben-Gurion University of the Negev, Be'er Sheva, Israel
| | - Roee Arnon
- Department of Ophthalmology, Assuta Samson Hospital, Ashdod, Israel
- Faculty of Medicine, Ben-Gurion University of the Negev, Be'er Sheva, Israel
| | - Tal Yahalomi
- Department of Ophthalmology, Assuta Samson Hospital, Ashdod, Israel
- Faculty of Medicine, Ben-Gurion University of the Negev, Be'er Sheva, Israel
| | - Achia Nemet
- Department of Ophthalmology, Assuta Samson Hospital, Ashdod, Israel
- Faculty of Medicine, Ben-Gurion University of the Negev, Be'er Sheva, Israel
| | - Itzhak Cohen
- Faculty of Engineering, Shenkar College of Engineering and Design, Ramat-Gan, Israel
| | - Joseph Pikkel
- Department of Ophthalmology, Assuta Samson Hospital, Ashdod, Israel
- Faculty of Medicine, Ben-Gurion University of the Negev, Be'er Sheva, Israel
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Lombardo M, Alunni Fegatelli D, Serrao S, Vestri A, Lombardo G. Estimated prevalence of keratoconus in the largest metropolitan area of Italy. Eur J Ophthalmol 2024; 34:649-655. [PMID: 38425220 DOI: 10.1177/11206721241235984] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 03/02/2024]
Abstract
PURPOSE To estimate the prevalence of keratoconus in a population of subjects undergoing first eye examination in an eye clinic in Italy. METHODS A single-center, cross-sectional, study was conducted involving patients who underwent first eye examination at an eye clinic in Rome between September 2021 and June 2022. The prevalence of keratoconus was determined by Placido-disk corneal topography using the maximum keratometry (Kmax) value and the Cone Magnitude and Location Index (CLMI) for keratoconus screening. Subjective analysis was performed by two experienced corneal specialists, who classified the outcome into two groups: normal and keratoconus. Risk factors, including family history of keratoconus, allergy or atopy, thyroid disease, eye rubbing habit and gender were also examined. RESULTS A total of 512 subjects between 7 and 81 years old were evaluated. The inter-observer agreement to classify subjects in normal or keratoconus group was excellent (k = 1.0); the estimated prevalence in the specific population was 2.1%. Presence of positive family history (9% of keratoconus vs 5% normal), concomitant allergy or atopy (27% vs 9%) and eye rubbing habit (18% vs 4%) were associated with a higher risk of disease. CONCLUSION This study reported a high estimated prevalence of keratoconus in a metropolitan area of Italy, as found in recent studies in the Mediterranean and Middle East countries. Screening for keratoconus is highly recommendable and easily feasible with corneal topography under expert supervision and may be indicated primarily in young population to improve early detection and prompt therapeutic management for halting disease progression.
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Affiliation(s)
- Marco Lombardo
- Studio Italiano di Oftalmologia, Via Livenza 3, 00198, Rome, Italy
- Vision Engineering Italy srl, Via Livenza 3, 00198, Rome, Italy
| | - Danilo Alunni Fegatelli
- Department of Public health and Infectious diseases, University of Rome "La Sapienza", Piazzale Aldo Moro 5, 00185, Rome, Italy
| | - Sebastiano Serrao
- Studio Italiano di Oftalmologia, Via Livenza 3, 00198, Rome, Italy
- Vision Engineering Italy srl, Via Livenza 3, 00198, Rome, Italy
| | - Annarita Vestri
- Department of Public health and Infectious diseases, University of Rome "La Sapienza", Piazzale Aldo Moro 5, 00185, Rome, Italy
| | - Giuseppe Lombardo
- Vision Engineering Italy srl, Via Livenza 3, 00198, Rome, Italy
- CNR-IPCF, Istituto per i Processi Chimico-Fisici, Viale F. Stagno D'Alcontres 37, 98158, Messina, Italy
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Singh RB, Parmar UPS, Jhanji V. Prevalence and Economic Burden of Keratoconus in the United States. Am J Ophthalmol 2024; 259:71-78. [PMID: 37951332 DOI: 10.1016/j.ajo.2023.11.009] [Citation(s) in RCA: 4] [Impact Index Per Article: 4.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/06/2023] [Revised: 11/04/2023] [Accepted: 11/05/2023] [Indexed: 11/13/2023]
Abstract
PURPOSE To assess the prevalence and economic burden of keratoconus in the United States. DESIGN Retrospective cohort study. METHODS Patients enrolled in Medicaid and Children's Health Insurance Program (CHIP) who were diagnosed with keratoconus between 2016 and 2019 were included. The data reported to the Centers for Disease Control and Prevention (CDC) Vision and Eye Health Surveillance System (VEHSS) were analyzed. The crude prevalence rates (national and statewise) were obtained from the database and extrapolated to estimate the keratoconus case count in the United States. The keratoconus prevalence was compared between male and female individuals using the Mann-Whitney test, whereas Brown-Forsythe 1-way analysis of variance was used to compare prevalence between age and racial groups. The Dunnett T3 multiple comparison test was used for intergroup comparison. Finally, the economic burden of keratoconus was assessed by inflation-adjusted direct costs to patients and total cases in the country. RESULTS In the cohort of 69,502,000 patients enrolled for Medicaid and CHIP, the national prevalence of keratoconus was computed to be 0.04% in 2019 and had increased from 0.03% in 2016. The highest prevalence of keratoconus was observed in patients 18 to 39 years of age, followed by patients 40 to 64 years of age; comparable prevalence rates were observed in these age groups in the Black population. The prevalence was moderately higher in female compared to male individuals; however, significantly higher keratoconus prevalence was observed in Black female individuals compared to male individuals. A significantly high prevalence of keratoconus was observed in the Black population, followed by Hispanic population. In 2019, the average inflation-adjusted lifetime cost of keratoconus treatment was USD 28,766.69, with a cumulative economic burden of USD 3.8 billion. CONCLUSIONS In the United States, keratoconus is most prevalent in individuals 18 to 39 years of age. The keratoconus prevalence is higher in the Black population, specifically female individuals, and the diagnosis is often delayed in these patients.
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Affiliation(s)
- Rohan Bir Singh
- From the Department of Ophthalmology (R.B.S.), Massachusetts Eye and Ear, Harvard Medical School, Boston, Massachusetts, USA; Department of Population, Policy and Practice Research (R.B.S.), Great Ormond Street Institute of Child Health, University College London, London, UK; Discipline of Ophthalmology and Visual Sciences (R.B.S.), Adelaide Medical School, University of Adelaide, Adelaide, Australia
| | - Uday Pratap Singh Parmar
- Department of Ophthalmology (U.P.S.P.), Government Medical College and Hospital, Chandigarh, India
| | - Vishal Jhanji
- Vision Institute (V.J.), Department of Ophthalmology, University of Pittsburgh School of Medicine, Pittsburgh, Pennsylvania, USA.
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Risser G, Mechleb N, Muselier A, Gatinel D, Zéboulon P. Novel deep learning approach to estimate rigid gas permeable contact lens base curve for keratoconus fitting. Cont Lens Anterior Eye 2023; 46:102063. [PMID: 37777429 DOI: 10.1016/j.clae.2023.102063] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/18/2023] [Revised: 09/13/2023] [Accepted: 09/25/2023] [Indexed: 10/02/2023]
Abstract
INTRODUCTION Rigid gas permeable contact lenses (RGP) are the most efficient means of providing optimal vision in keratoconus. RGP fitting can be challenging and time-consuming for ophthalmologists and patients. Deep learning predictive models could simplify this process. OBJECTIVE To develop a deep learning model to predict the base curve (R0) of rigid gas permeable contact lenses for keratoconus patients. METHODS We conducted a retrospective study at the Rothschild Foundation Hospital between June 2012 and April 2021. We included all keratoconus patients fitted with Menicon Rose K2® lenses. The data was divided into a training set to develop the model and a test set to evaluate the model's performance. We used a U-net architecture. The raw matrix of anterior axial curvature in millimeters was extracted from Scheimpflug examinations for each patient and used as input for the model. The mean absolute error (MAE) between the prediction and the prescribed R0 was calculated. Univariate and multivariate analyses were conducted to assess the model's errors. RESULTS Three hundred fifty-eight eyes from 202 patients were included: 287 eyes were included in the training dataset, and 71 were included in the testing dataset. Our model's Pearson coefficient of determination (R2) was calculated at 0.83, compared to 0.75 for the manufacturer's recommendation (mean keratometry, Km). The mean square error of our model was calculated at 0.04, compared to 0.11 for Km. The predicted R0 MAE (0.16 ± 0.13) was statistically significantly different from the Km MAE (0.23 ± 0.23) (p = 0.02). In multivariate analysis, an apex center outside the central 5 mm region was the only factor significantly increasing the prediction absolute error. CONCLUSION Our deep learning approach demonstrated superior precision in predicting rigid gas permeable contact lens base curves for keratoconus patients compared to the manufacturer's recommendation. This approach has the potential to be particularly beneficial in complex fitting cases and can help reduce the time spent by ophthalmologists and patients during the process.
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Affiliation(s)
- Grégoire Risser
- Anterior Segment and Refractive Surgery Department, Rothschild Foundation Hospital, Paris, France
| | - Nicole Mechleb
- Anterior Segment and Refractive Surgery Department, Rothschild Foundation Hospital, Paris, France.
| | - Aurore Muselier
- Anterior Segment and Refractive Surgery Department, Rothschild Foundation Hospital, Paris, France
| | - Damien Gatinel
- Anterior Segment and Refractive Surgery Department, Rothschild Foundation Hospital, Paris, France; CEROC (Center of Expertise and Research in Optics for Clinicians), Paris, France.
| | - Pierre Zéboulon
- Anterior Segment and Refractive Surgery Department, Rothschild Foundation Hospital, Paris, France
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Zhang X, Ding L, Sun L, Sun B, Huang Y, Qian Y, Zhou X. Assessment of Keratoconus Risk in Very Asymmetric Ectasia Using Corneal Tomographic and Biomechanical Parameters. Clin Ophthalmol 2023; 17:3569-3577. [PMID: 38026612 PMCID: PMC10676676 DOI: 10.2147/opth.s439739] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/11/2023] [Accepted: 11/14/2023] [Indexed: 12/01/2023] Open
Abstract
Purpose To investigate the relationship between corneal tomographic or biomechanical parameters and risk of keratoconus in very asymmetric ectasia (VAE). Methods This retrospective case-control single-centre study included patients with VAE and normal controls. The VAE group had clinical ectasia in one eye and normal topography (VAE-NT) in the fellow eye; VAE-NT eyes were selected for analysis. The control group was selected from corneal refractive surgery candidates; the right eye was enrolled. Scheimpflug-based corneal tomography (Pentacam) and corneal biomechanical assessment (Corvis ST) were performed. Univariate and multivariable logistic regression were performed using Cox proportional hazards models to evaluate keratoconus-associated risk factors. A two-piecewise linear regression model was applied to examine the threshold effect of selected vital paragmeters on the risk of keratoconus according to a smoothing plot. Results Threshold effect between tomographic integration and risk of keratoconus was observed. Discrepancy between the central corneal thickness and thinnest corneal thickness (discrepancy CCT vs TCT) greater than 5 μm, discrepancy between the apex corneal thickness and thinnest corneal thickness (discrepancy ACT vs TCT) greater than 3 μm, vector distance between CCT and TCT (distance CCT vs TCT) greater than 0.65 mm indicated a significant increased risk of keratoconus. Risk of keratoconus decreased when distance CCT vs TCT was less than 0.65 mm. Conclusion Discrepancy CCT vs TCT, discrepancy ACT vs TCT, and distance CCT vs TCT can be used as indicators for risk assessment of early keratoconus.
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Affiliation(s)
- Xiaoyu Zhang
- Eye Institute and Department of Ophthalmology, Eye & ENT Hospital, Fudan University, Shanghai, 200031, People’s Republic of China
- Key Laboratory of Myopia, Chinese Academy of Medical Sciences, Shanghai, 200031, People’s Republic of China
- Shanghai Research Center of Ophthalmology and Optometry, Eye & ENT Hospital, Fudan University, Shanghai, 200031, People’s Republic of China
| | - Lan Ding
- Eye Institute and Department of Ophthalmology, Eye & ENT Hospital, Fudan University, Shanghai, 200031, People’s Republic of China
- Key Laboratory of Myopia, Chinese Academy of Medical Sciences, Shanghai, 200031, People’s Republic of China
- Shanghai Research Center of Ophthalmology and Optometry, Eye & ENT Hospital, Fudan University, Shanghai, 200031, People’s Republic of China
| | - Ling Sun
- Eye Institute and Department of Ophthalmology, Eye & ENT Hospital, Fudan University, Shanghai, 200031, People’s Republic of China
- Key Laboratory of Myopia, Chinese Academy of Medical Sciences, Shanghai, 200031, People’s Republic of China
- Shanghai Research Center of Ophthalmology and Optometry, Eye & ENT Hospital, Fudan University, Shanghai, 200031, People’s Republic of China
| | - Bingqing Sun
- Eye Institute and Department of Ophthalmology, Eye & ENT Hospital, Fudan University, Shanghai, 200031, People’s Republic of China
- Key Laboratory of Myopia, Chinese Academy of Medical Sciences, Shanghai, 200031, People’s Republic of China
- Shanghai Research Center of Ophthalmology and Optometry, Eye & ENT Hospital, Fudan University, Shanghai, 200031, People’s Republic of China
| | - Yangyi Huang
- Eye Institute and Department of Ophthalmology, Eye & ENT Hospital, Fudan University, Shanghai, 200031, People’s Republic of China
- Key Laboratory of Myopia, Chinese Academy of Medical Sciences, Shanghai, 200031, People’s Republic of China
- Shanghai Research Center of Ophthalmology and Optometry, Eye & ENT Hospital, Fudan University, Shanghai, 200031, People’s Republic of China
| | - Yishan Qian
- Eye Institute and Department of Ophthalmology, Eye & ENT Hospital, Fudan University, Shanghai, 200031, People’s Republic of China
- Key Laboratory of Myopia, Chinese Academy of Medical Sciences, Shanghai, 200031, People’s Republic of China
- Shanghai Research Center of Ophthalmology and Optometry, Eye & ENT Hospital, Fudan University, Shanghai, 200031, People’s Republic of China
| | - Xingtao Zhou
- Eye Institute and Department of Ophthalmology, Eye & ENT Hospital, Fudan University, Shanghai, 200031, People’s Republic of China
- Key Laboratory of Myopia, Chinese Academy of Medical Sciences, Shanghai, 200031, People’s Republic of China
- Shanghai Research Center of Ophthalmology and Optometry, Eye & ENT Hospital, Fudan University, Shanghai, 200031, People’s Republic of China
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Niu X, Xu M, Zhu J, Zhang S, Yang Y. Identification of the immune-associated characteristics and predictive biomarkers of keratoconus based on single-cell RNA-sequencing and bulk RNA-sequencing. Front Immunol 2023; 14:1220646. [PMID: 37965330 PMCID: PMC10641680 DOI: 10.3389/fimmu.2023.1220646] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 05/10/2023] [Accepted: 10/17/2023] [Indexed: 11/16/2023] Open
Abstract
Background Whether keratoconus (KC) is an inflammatory disease is currently debated. Hence, we aimed to investigate the immune-related features of KC based on single-cell RNA sequencing (scRNA-seq) and bulk RNA sequencing (bulk RNA-seq) data. Methods scRNA-seq data were obtained from the Genome Sequence Archive (GSA), bulk RNA-seq data were obtained from the Gene Expression Omnibus (GEO), and immune-associated genes(IAGs) were obtained from the ImmPort database. Cell clusters of KC were annotated, and different cell clusters were then selected. The IAG score of each cell was calculated using the AUCell package. Three bulk RNA-seq datasets were merged and used to identify the differentially expressed genes (DEGs), biological functions, and immune characteristics. Weighted gene coexpression network analysis (WGCNA) was used to select the IAG score-related hub genes. Based on scRNA-seq and bulk RNA-seq analyses, three machine learning algorithms, including random forest (RF), support vector machine (SVM), and least absolute shrinkage and selection operator (LASSO) regression analysis, were used to identify potential prognostic markers for KC. A predictive nomogram was developed based on prognostic markers. Results Six cell clusters were identified in KC, and decreased corneal stromal cell-5 (CSC-5) and increased CSC-6 were found in KC. CSC and immune cell clusters had the highest IAG scores. The bulk RNA-seq analysis identified 1362 DEGs (553 upregulated and 809 downregulated) in KC. We found different immune cell populations and differentially expressed cytokines in KC. More than three key IAG score-related modules and 367 genes were identified. By integrating the scRNA-seq and bulk RNA-seq analyses, 250 IAGs were selected and then incorporated into three machine learning models, and 10 IAGs (CEP112, FYN, IFITM1, IGFBP5, LPIN2, MAP1B, RNASE1, RUNX3, SMIM10, and SRGN) were identified as potential prognostic genes that were significantly associated with cytokine and matrix metalloproteinase(MMP)1-14 expression. Finally, a predictive nomogram was constructed and validated. Conclusion Taken together, our results identified CSCs and immune cell clusters that may play a key role during KC progression by regulating immunological features and maintaining cell stability.
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Affiliation(s)
- Xiaoguang Niu
- Aier Eye Hospital of Wuhan University, Wuhan, China
- Department of Ophthalmology, Renmin Hospital of Wuhan University, Wuhan, China
- Hanyang Aier Eye Hospital, Wuhan, China
| | - Man Xu
- Aier Eye Hospital of Wuhan University, Wuhan, China
- Hanyang Aier Eye Hospital, Wuhan, China
| | - Jian Zhu
- Aier Eye Hospital of Wuhan University, Wuhan, China
- Department of Ophthalmology, Renmin Hospital of Wuhan University, Wuhan, China
| | - Shaowei Zhang
- Department of Ophthalmology, Renmin Hospital of Wuhan University, Wuhan, China
| | - Yanning Yang
- Department of Ophthalmology, Renmin Hospital of Wuhan University, Wuhan, China
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Al-Atawi S, Alghamdi A, Alzahrani K. The Lifetime Expenditure in People with Keratoconus in Saudi Arabia. Vision (Basel) 2023; 7:52. [PMID: 37606498 PMCID: PMC10443371 DOI: 10.3390/vision7030052] [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: 03/01/2023] [Revised: 07/10/2023] [Accepted: 07/23/2023] [Indexed: 08/23/2023] Open
Abstract
AIM This study measured and evaluated the socioeconomic burden of people living with keratoconus in Saudi Arabia. METHODS This study employed a cross-sectional design, a Keratoconus Economic Burden Questionnaire, and a convenient sample of 89 keratoconus patients (58.4% male) drawn from multiple regions in Saudi Arabia. It was conducted using online surveys, and the data were analyzed using appropriate quantitative techniques. RESULTS The mean age and annual income of the participants were 33.24 (SD = 6.82) years and USD 9046.52 (SD = 16,866.48), respectively, with only 37% being employed for wages. Up to 94.4% needed glasses or contact lenses at least once a week, and 73.0% received care from optometrists. The condition forced 45.9% of the respondents to change careers or leisure activities, with a further 51.3% having to take time off work. The mean annual out-of-pocket expenses for buying and maintaining glasses or contact lenses, as well as traveling and accommodation for keratoconus-related treatment were USD 2341.76 (SD = 3053.09), with 48.32 incurring upwards of USD 3240 over the period. The treatment costs increased with disease duration, r(89) = 0.216, p < 0.05. Regression results showed that the existence of comorbid eye disease, changing glasses at least once a year, and wearing either glasses or contact lenses at least once a week individually had statistically significant negative effects on the total annual keratoconus treatment costs, while disease duration, utilization of optometrists, and taking time off had a statistically significant increase on the total cost (p < 0.05). CONCLUSION With a prevalence rate of 1 in 375, progressive debilitation, and the lifetime nature of the disease, keratoconus is a critical public health concern in Saudi Arabia. The resulting visual impairment and discomfort, as well as both direct and indirect economic burdens, have considerable impacts on the patient's quality of life.
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Affiliation(s)
- Saleha Al-Atawi
- Optometry Department, Faculty of Applied Medical Science, Al Baha University, Al Baha 4781, Saudi Arabia
| | - Ali Alghamdi
- Faculty of Medicine, Al Baha University, Al Baha 4781, Saudi Arabia
| | - Khaled Alzahrani
- Optometry Department, King Fahad Armed Hospital, Jeddah 23311, Saudi Arabia
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