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Wu Y, Wu S, Yu Y, Hu X, Zhao T, Jiang Y, Ke B. Blinking characteristics analyzed by a deep learning model and the relationship with tear film stability in children with long-term use of orthokeratology. Front Cell Dev Biol 2025; 12:1517240. [PMID: 39935789 PMCID: PMC11811098 DOI: 10.3389/fcell.2024.1517240] [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: 10/25/2024] [Accepted: 12/30/2024] [Indexed: 02/13/2025] Open
Abstract
Purpose Using deep learning model to observe the blinking characteristics and evaluate the changes and their correlation with tear film characteristics in children with long-term use of orthokeratology (ortho-K). Methods 31 children (58 eyes) who had used ortho-K for more than 1 year and 31 age and gender-matched controls were selected for follow-up in our ophthalmology clinic from 2021/09 to 2023/10 in this retrospective case-control study. Both groups underwent comprehensive ophthalmological examinations, including Ocular Surface Disease Index (OSDI) scoring, Keratograph 5M, and LipiView. A deep learning system based on U-Net and Swim-Transformer was proposed for the observation of blinking characteristics. The frequency of incomplete blinks (IB), complete blinks (CB) and incomplete blinking rate (IBR) within 20 s, as well as the duration of the closing, closed, and opening phases in the blink wave were calculated by our deep learning system. Relative IPH% was proposed and defined as the ratio of the mean of IPH% within 20 s to the maximum value of IPH% to indicate the extent of incomplete blinking. Furthermore, the accuracy, precision, sensitivity, specificity, F1 score of the overall U-Net-Swin-Transformer model, and its consistency with built-in algorithm were evaluated as well. Independent t-test and Mann-Whitney test was used to analyze the blinking patterns and tear film characteristics between the long-term ortho-K wearer group and the control group. Spearman's rank correlation was used to analyze the relationship between blinking patterns and tear film stability. Results Our deep learning system demonstrated high performance (accuracy = 98.13%, precision = 96.46%, sensitivity = 98.10%, specificity = 98.10%, F1 score = 0.9727) in the observation of blinking patterns. The OSDI scores, conjunctival redness, lipid layer thickness (LLT), and tear meniscus height did not change significantly between two groups. Notably, the ortho-K group exhibited shorter first (11.75 ± 7.42 s vs. 14.87 ± 7.93 s, p = 0.030) and average non-invasive tear break-up times (NIBUT) (13.67 ± 7.0 s vs. 16.60 ± 7.24 s, p = 0.029) compared to the control group. They demonstrated a higher IB (4.26 ± 2.98 vs. 2.36 ± 2.55, p < 0.001), IBR (0.81 ± 0.28 vs. 0.46 ± 0.39, p < 0.001), relative IPH% (0.3229 ± 0.1539 vs. 0.2233 ± 0.1960, p = 0.004) and prolonged eye-closing phase (0.18 ± 0.08 s vs. 0.15 ± 0.07 s, p = 0.032) and opening phase (0.35 ± 0.12 s vs. 0.28 ± 0.14 s, p = 0.015) compared to controls. In addition, Spearman's correlation analysis revealed a negative correlation between incomplete blinks and NIBUT (for first-NIBUT, r = -0.292, p = 0.004; for avg-NIBUT, r = -0.3512, p < 0.001) in children with long-term use of ortho-K. Conclusion The deep learning system based on U-net and Swim-Transformer achieved optimal performance in the observation of blinking characteristics. Children with long-term use of ortho-K presented an increase in the frequency and rate of incomplete blinks and prolonged eye closing phase and opening phase. The increased frequency of incomplete blinks was associated with decreased tear film stability, indicating the importance of monitoring children's blinking patterns as well as tear film status in clinical follow-up.
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Affiliation(s)
- Yue Wu
- Department of Ophthalmology, Renji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Siyuan Wu
- Department of Ophthalmology, Renji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Yinghai Yu
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, National Clinical Research Center for Eye Diseases, Shanghai, China
- School of Health Science and Engineering, University of Shanghai for Science and Technology, Shanghai, China
| | - Xiaojun Hu
- Department of Ophthalmology, Shanghai General Hospital, Shanghai Jiao Tong University School of Medicine, National Clinical Research Center for Eye Diseases, Shanghai, China
| | - Ting Zhao
- Department of Ophthalmology, Renji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Yan Jiang
- Department of Ophthalmology, Renji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
| | - Bilian Ke
- Department of Ophthalmology, Renji Hospital, Shanghai Jiao Tong University School of Medicine, Shanghai, China
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Song Y, Chen J, Qin G, Xu L, He W, Yu S, Pazo EE, He X. A protocol for a single center, randomized, controlled trial assessing the effects of spectacles or orthokeratology on dry eye parameters in children and adolescents. Heliyon 2024; 10:e37779. [PMID: 39323780 PMCID: PMC11422608 DOI: 10.1016/j.heliyon.2024.e37779] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/22/2023] [Revised: 09/08/2024] [Accepted: 09/10/2024] [Indexed: 09/27/2024] Open
Abstract
Background The prevalence of myopia among adolescents is increasing precipitously in China, and the popularity of orthokeratology (OK) lenses as an effective treatment for controlling myopia progression is rising. This protocol assessed and compared the clinical dry eye parameters in children and adolescents with myopia treated with spectacles or OK lenses. Methods and analysis This single-masked randomized control trial will include 300 participants (aged 8-17 years) with myopia treated with OK lens (study group) or spectacles (control group). We will record the ocular surface disease index, visual analog scale score, noninvasive tear breakup time, tear meniscus height, meibomian gland score, ocular redness score, visual acuity, tear Matrix Metalloproteinase-9 concentration, tear Lymphotoxin alpha levels at baseline, and after 1-, 3-, 6-, and 12-month. Discussion This study will be a standardized, scientific, clinical trial designed to evaluate the dry eye parameters in children and adolescents with myopia treated with OK lenses for myopia control. Ethics and dissemination This study has been approved by the Ethics Committee of He Eye Specialist Hospital [ethics approval number: IRB(2023)K024.01]. Before participating in the trial, written informed consent will be obtained from all patient's parents or guardians. The findings of this study will be showcased at both local and international conferences and will also be submitted for publication in reputable peer-reviewed journals. Trial registration number Clinicaltrials.gov: NCT06023108 {2a, 2b}.
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Affiliation(s)
- Yilin Song
- He Eye Specialist Hospital, Shenyang, China
- Dalian Medical University, Dalian, China
| | | | | | - Ling Xu
- He Eye Specialist Hospital, Shenyang, China
| | - Wei He
- He Eye Specialist Hospital, Shenyang, China
| | - Sile Yu
- He Eye Specialist Hospital, Shenyang, China
- He University, College of Public Health, Shenyang, China
| | | | - Xingru He
- He Eye Specialist Hospital, Shenyang, China
- He University, College of Public Health, Shenyang, China
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Yang Y, Wu Q, Pan W, Wen L, Luo Z, Wu H, Ran G, Yang Z, Li X. Characteristics of the Ocular Surface in Myopic Child Candidates of Orthokeratology Lens Wear. Ophthalmol Ther 2023; 12:3067-3079. [PMID: 37665499 PMCID: PMC10640462 DOI: 10.1007/s40123-023-00793-y] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2023] [Accepted: 08/09/2023] [Indexed: 09/05/2023] Open
Abstract
INTRODUCTION The purpose of this study was to investigate the characteristics of objective ocular surface parameters using non-invasive objective instruments in children with myopia who are candidates for orthokeratology lens wear. METHODS Children with myopia who are candidates for orthokeratology lens wear were retrospectively investigated. The subjects were divided into three age groups. The Keratograph 5M and LipiView interferometry were used to assess non-invasive tear meniscus height (TMH), non-invasive tear film break-up time (NIBUT), conjunctival hyperemia redness score (RS), meibomian gland loss (MGL) score, lipid layer thickness (LLT), and blink pattern analysis, including the number of partial blinks (PB) and total blinks (TB), as well as the partial blink rate (PBR). RESULTS A total of 1119 children with myopia (2070 eyes) aged 7-18 years were selected. The mean TMH, NIBUT, and LLT of the subjects was 0.21 mm, 12.45 s, and 65.28 nm, respectively. The mean RS and upper and lower MGL scores were 0.64, 1.00, and 1.06, respectively. The mean PB, TB, and PBR was 5.13, 6.46, and 0.81, respectively. Age was significantly correlated to all ocular surface parameters (p = 0.00), except for PB. NIBUT and LLT did not differ between male participants and female participants (all p > 0.05). TMH, RS, and upper and lower MGL were significantly higher in male participants than in female participants (all p < 0.01). In addition, NIBUT was positively associated with TMH (r = 0.13, p = 0.00) and LLT (r = 0.28, p = 0.00). Both upper and lower MGL were positively correlated with TMH, PB, and TB (all p = 0.00), whereas upper MGL was negatively correlated with NIBUT and LLT (all p < 0.05). TB was negatively correlated with NIBUT and LLT (all p = 0.00). PB had no relation with TMH, NIBUT, and LLT (all p > 0.05). In addition, PBR was positively correlated with NIBUT and LLT (all p = 0.00) but not with TMH, RS, or MGL (all p > 0.05). Overall, 57.00% had a TMH ≤ 0.2 mm, 43.20% had a NIBUT ≤ 10 s, 48.10% had an LLT ≤ 60 nm, and 88.10% had a PBR > 0.4. CONCLUSIONS Child orthokeratology candidates have enhanced tear secretion and increased meibomian gland deficiency with aging. In addition, the adult dry eye diagnostic criteria may apply to orthokeratology candidates aged 12-18 years but should be lower for younger candidates. Given the proportion of abnormal risk, it is necessary to assess tear film status and blink pattern by reliable and feasible objective examination before fitting orthokeratology.
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Affiliation(s)
- Yuanfang Yang
- Aier School of Ophthalmology, Central South University, Changsha, 410015, China
- Aier Institute of Optometry and Vision Science, Changsha, 410015, China
- Hunan Province Optometry Engineering and Technology Research Center, Changsha, 410015, China
- Hunan Province International Cooperation Base for Optometry Science and Technology, Changsha, 410015, China
| | - Qinghui Wu
- Changsha Aier Eye Hospital, Changsha, 410015, China
| | - Wei Pan
- Aier Institute of Optometry and Vision Science, Changsha, 410015, China
| | - Longbo Wen
- Aier Institute of Optometry and Vision Science, Changsha, 410015, China
| | - Zhiwei Luo
- Aier Institute of Optometry and Vision Science, Changsha, 410015, China
| | - Haoran Wu
- Aier Institute of Optometry and Vision Science, Changsha, 410015, China
| | - Guangyao Ran
- Aier School of Ophthalmology, Central South University, Changsha, 410015, China
- Aier Institute of Optometry and Vision Science, Changsha, 410015, China
| | - Zhikuan Yang
- Aier School of Ophthalmology, Central South University, Changsha, 410015, China
- Changsha Aier Eye Hospital, Changsha, 410015, China
- Aier Institute of Optometry and Vision Science, Changsha, 410015, China
- Hunan Province Optometry Engineering and Technology Research Center, Changsha, 410015, China
- Hunan Province International Cooperation Base for Optometry Science and Technology, Changsha, 410015, China
| | - Xiaoning Li
- Changsha Aier Eye Hospital, Changsha, 410015, China.
- Aier College of Ophthalmology & Optometry, Hubei University of Science and Technology, Xianning, 437000, China.
- Aier Institute of Optometry and Vision Science, Changsha, 410015, China.
- Hunan Province Optometry Engineering and Technology Research Center, Changsha, 410015, China.
- Hunan Province International Cooperation Base for Optometry Science and Technology, Changsha, 410015, China.
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Li L, Lai T, Zou J, Guo L, Lin Z, Lin J, Xue Y. Effects of orthokeratology lenses on tear film and tarsal glands and control of unilateral myopia in children. Front Cell Dev Biol 2023; 11:1197262. [PMID: 37427374 PMCID: PMC10325714 DOI: 10.3389/fcell.2023.1197262] [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: 03/30/2023] [Accepted: 05/22/2023] [Indexed: 07/11/2023] Open
Abstract
Introduction: To investigate the effects of an orthokeratology lens on the tear film and tarsal glands and myopia control in children with unilateral myopia using an intelligent analysis model. Methods: We retrospectively reviewed the medical records from November 2020 to November 2022 of 68 pediatric patients with unilateral myopia in Fujian Provincial Hospital who had been wearing an orthokeratology lens for more than 1 year. The 68 myopic eyes were included in the treatment group, while the 68 healthy, untreated contralateral eyes were included in the control group. Tear film break-up times (TBUTs) were compared between the two groups at various intervals, and an intelligent analysis model was used to compare the deformation coefficients of 10 meibomian glands in the central area and the different positions of the glands in the two groups after 12 months of treatment. Changes in axial length and equivalent spherical power were also compared between the groups before and after 12 months of treatment. Results: In the treatment group, TBUTs differed significantly between 1 and 12 months after treatment, although no significant differences from baseline were observed at 3 or 6 months. No significant differences in TBUTs were observed at any time point in the control group. After 12 months of treatment, significant between-group differences were observed for glands 2, 3, 4, 5, 6, 7, 8, and 10 (numbered from the temporal to nasal regions). The treatment group also exhibited significant differences in deformation coefficients at different detection positions in the central region, with glands 5 and 6 exhibiting the highest deformation coefficients. Increases in axial length and equivalent spherical power were significantly greater in the control group than in the treatment group after 12 months of treatment. Discussion: Wearing orthokeratology lenses at night can effectively control myopia progression in children with unilateral myopia. However, long-term use of these lenses may lead to meibomian gland deformation and impact tear film function, and the extent of deformation may vary at different positions in the central region.
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Affiliation(s)
- Li Li
- Shengli Clinical Medical College of Fujian Medical University, Fuzhou, China
- Ophthalmology Department, Fujian Provincial Hospital South Branch, Fujian Provincial Hospital, Fuzhou, China
- Division of Ophthalmology, Department of Surgery, University of Melbourne, Melbourne, VIC, Australia
- Centre for Eye Research Australia, Royal Victorian Eye and Ear Hospital, Melbourne, VIC, Australia
| | - Taichen Lai
- Department of Clinical Medicine, Fujian Medical University, Fuzhou, China
| | - Jing Zou
- Department of Clinical Medicine, Fujian Medical University, Fuzhou, China
| | - Linling Guo
- Department of Clinical Medicine, Fujian Medical University, Fuzhou, China
| | - Zhiming Lin
- College of Computer and Big Data, Fuzhou University, Fuzhou, China
| | - Jiawen Lin
- College of Computer and Big Data, Fuzhou University, Fuzhou, China
| | - Ying Xue
- Shengli Clinical Medical College of Fujian Medical University, Fuzhou, China
- Ophthalmology Department, Fujian Provincial Hospital South Branch, Fujian Provincial Hospital, Fuzhou, China
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Decrease in Tear Film Lipid Layer Thickness in Patients with Keratoconus. J Clin Med 2022; 11:jcm11185252. [PMID: 36142899 PMCID: PMC9503260 DOI: 10.3390/jcm11185252] [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: 07/13/2022] [Revised: 09/01/2022] [Accepted: 09/04/2022] [Indexed: 11/17/2022] Open
Abstract
Keratoconus (KC) is a progressive corneal disorder characterized by thinning and protrusion, mostly of the inferotemporal and central corneal regions. Dysfunction of the meibomian gland, the excretions of which form the lipid layer of the tear film, has been reported to be associated with KC. Thus, this manuscript investigates the correlation among lipid layer thickness (LLT), partial blink rate (PBR), and KC of different degrees. This retrospective study included 54 patients and 24 healthy controls. The anterior corneal curvature, LLT, and PBR were taken from the unilateral eye of all 78 participants. The difference in those ocular parameters between the moderate and severe groups and the control group is significant. No significant association was found between anterior corneal curvature and LLT (r = −0.2, p = 0.15) across all the patients. However, there was a significant negative correlation between anterior corneal curvature and LLT in moderate (r = −0.6, p < 0.05) and severe (r = −0.7, p < 0.05) keratoconus cases. The results also show a significant negative correlation between anterior corneal curvature and PBR (r = −0.41, p < 0.05). Therefore, we conclude that the severity of keratoconus is associated with the thinning of LLT and the reduction of PBR. This may relate to a further epithelial abnormality with the reduced protection of tear film from the air, leading to the release of proteolytic enzymes that degrade stromal collagen and weaken the cornea.
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