1.Research on attention-enhanced networks for subtype classification of age-related macular degeneration in optical coherence tomography.
Minghui CHEN ; Wenyi YANG ; Shiyi XU ; Yanqi LU ; Zhengqi YANG ; Fugang LI ; Zhensheng GU
Journal of Biomedical Engineering 2025;42(5):901-909
Subtype classification of age-related macular degeneration (AMD) based on optical coherence tomography (OCT) images serves as an effective auxiliary tool for clinicians in diagnosing disease progression and formulating treatment plans. To improve the classification accuracy of AMD subtypes, this study proposes a keypoint-based, attention-enhanced residual network (KPA-ResNet). The proposed architecture adopts a 50-layer residual network (ResNet-50) as the backbone, preceded by a keypoint localization module based on heatmap regression to outline critical lesion regions. A two-dimensional relative self-attention mechanism is incorporated into convolutional layers to enhance the representation of key lesion areas. Furthermore, the network depth is appropriately increased and an improved residual module, ConvNeXt, is introduced to enable comprehensive extraction of high-dimensional features and enrich the detail of lesion boundary contours, ultimately achieving higher classification accuracy of AMD subtypes. Experimental results demonstrate that KPA-ResNet achieves significant improvements in overall classification accuracy compared with conventional convolutional neural networks. Specifically, for the wet AMD subtypes, the classification accuracies for inactive choroidal neovascularization (CNV) and active CNV reach 92.8% and 95.2%, respectively, representing substantial improvement over ResNet-50. These findings validate the superior performance of KPA-ResNet in AMD subtype classification tasks. This work provides a high-accuracy, generalizable network architecture for OCT-based AMD subtype classification and offers new insights into integrating attention mechanisms with convolutional neural networks in ophthalmic image analysis.
Tomography, Optical Coherence/methods*
;
Humans
;
Macular Degeneration/diagnostic imaging*
;
Neural Networks, Computer
2.Cohen syndrome in a child caused by compound heterozygous variants in VPS13B gene.
Xin MEI ; Xiao-Liang HE ; Wei-Na GAO ; Meng-Yao WANG ; Jing-Wen SHEN ; Jing WEI ; Yun XUE
Chinese Journal of Contemporary Pediatrics 2025;27(6):740-745
A 7-year-old girl was admitted to the hospital with rapidly progressive vision loss. Since 1 year of age, she had exhibited developmental delay accompanied by visual impairment and neutropenia. Combined with genetic testing and molecular pathogenicity analysis, she was diagnosed with Cohen syndrome (CS) caused by compound heterozygous variants in VPS13B (c.6940+1G>T and c.2911C>T). The c.6940+1G>T variant resulted in exon 38 skipping, leading to a frameshift and premature termination. Reverse transcription quantitative polymerase chain reaction revealed significantly reduced VPS13B gene expression (P<0.05). Bioinformatic analysis suggested that both variants likely produce truncated proteins. This case highlights that integrating clinical features with molecular pathogenicity assessment (DNA, RNA, and protein analysis) can improve early diagnostic accuracy for CS.
Humans
;
Female
;
Child
;
Vesicular Transport Proteins/genetics*
;
Developmental Disabilities/etiology*
;
Muscle Hypotonia/etiology*
;
Myopia/etiology*
;
Heterozygote
;
Intellectual Disability/etiology*
;
Microcephaly/etiology*
;
Obesity/genetics*
;
Growth Disorders/etiology*
;
Retinal Degeneration/genetics*
;
Psychomotor Disorders/genetics*
;
Fingers/abnormalities*
3.Acupuncture Combined with Periocular Injection for Treatment of Hydroxychloroquine Retinopathy with Cystoid Macular Edema: A Case Report.
Tian-Tian LI ; Yan WU ; Ying-Xin YANG ; Yu-Xin XUE ; Chao-Ting MA
Chinese journal of integrative medicine 2025;31(1):68-72
For HCQ retinopathy with CME, acupuncture combined with periocular injection can be used to improve the CME and protect the central vision. Subsequent research endeavors involving a more extensive cohort and extended observation periods are warranted to evaluate the effectiveness and safety profile of the intervention.
Humans
;
Macular Edema/drug therapy*
;
Acupuncture Therapy/methods*
;
Hydroxychloroquine/therapeutic use*
;
Female
;
Retinal Diseases/chemically induced*
;
Middle Aged
;
Combined Modality Therapy
;
Male
4.Genetic and clinical phenotypic analysis of Usher syndrome-associated gene variants.
Heng ZHAO ; Xiuli MA ; Yanli QU ; Guo LI ; Ken LIN ; Rui HUANG ; Lijuan ZHOU ; Jing MA
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2025;39(8):736-742
Objective:To investigate the molecular characteristics and clinical heterogeneity of Usher syndrome(USH) -related gene variants in patients with hereditary hearing loss in southwest China, providing a basis for early diagnosis and clinical management. Methods:Thirteen patients from twelve families with hearing loss who attended the Affiliated Children's Hospital of Kunming Medical University between January 2017 and March 2021 were enrolled. All patients were identified as carrying USH-related gene variants through next-generation sequencing. Sanger sequencing was performed for all patients and their parents to validate the pathogenic variants. Comprehensive clinical evaluations, including medical history collection, otologic and ophthalmologic examinations, and vestibular function assessments, were conducted. Results:Among the 13 patients, 4 were diagnosed with USH type 1 and 2 with USH type 2. A total of 19 pathogenic or likely pathogenic variants were detected in USH-related genes, including MYO7A,CDH23,USH1C, and USH2A. The causative gene was MYO7A in 3 probands, CDH23 in 5, USH1C in 3, and USH2Ain 2. All patients exhibited an autosomal recessive inheritance pattern. Vestibular dysfunction was observed in 4 patients, and retinitis pigmentosa(RP) in 3 patients. Based on the genotype-phenotype correlation, 6 patients were initially diagnosed with USH, while 7 were classified as having non-syndromic hearing loss(NSHL). Conclusion:This study revealed the clinical heterogeneity of USH-related gene variants in patients with hereditary deafness in southwest China. Although the clinical manifestations of USH are complex and there are overlapping characteristics between different subtypes, genetic testing provides an important basis for early diagnosis and precise clinical management. Especially for those with typical hearing loss, early genetic diagnosis can provide a window of time for early detection and intervention of retinitis pigmentosa.
Humans
;
Usher Syndromes/genetics*
;
Myosin VIIa
;
Phenotype
;
Male
;
Female
;
Myosins/genetics*
;
Mutation
;
Cadherins/genetics*
;
Child
;
Extracellular Matrix Proteins/genetics*
;
Adolescent
;
Pedigree
;
High-Throughput Nucleotide Sequencing
;
Cadherin Related Proteins
;
Cytoskeletal Proteins
;
Cell Cycle Proteins
5.Comparison of Congenital Rubella Syndrome Cases at a Philippine Tertiary Hospital from 2009-2012 to 2019-2022
Melissa Anne S. Gonzales ; Alvina Pauline D. Santiago ; Roland Joseph D. Tan
Acta Medica Philippina 2024;58(6):58-63
Background and Objective:
The Philippines does not have a national congenital rubella syndrome (CRS) surveillance or registry. Regular monitoring of CRS cases in hospitals, including in a Philippine tertiary hospital, helped in the past to provide clinico-epidemiologic data on CRS. This study aimed to continue providing clinico-epidemiologic data on CRS cases seen in the Philippine tertiary hospital from 2009-2012 and 2019-2022 and compare the cases seen from said timelines.
Methods:
A cross-sectional study was used, employing chart review of patients newly diagnosed with CRS from 2009-2012 and 2019-2022 in the Department of Ophthalmology and Visual Sciences at the Philippine tertiary hospital.
Results:
Forty-two patients newly diagnosed with CRS from 2009-2012 and 2019-2022 were included. Only 14
(33%) were serologically-confirmed cases (albeit qualitatively). Median age (first and third interquartile ranges) at
consult was 1 year (0.4, 2.5). Twenty-four (57%) patients had maternal history of rashes and/or fever. Trimester of pregnancy when mother became symptomatic was not significantly correlated with chief complaint (p=0.20) and numbers of ophthalmic (p=0.68) and systemic manifestations (p=0.32). Cataract was the most common ophthalmic manifestation present in 40 (95%) patients. Twenty-six (62%) patients had other associated systemic findings of which hearing loss was the most common. Only 29 of 40 patients with cataract underwent lensectomy, with 23 patients having poor visual prognosis prior to surgery (5 with nystagmus alone, 10 with nystagmus and strabismus, and 8 with strabismus alone).
Discussion:
Using ophthalmic manifestations as primary indicator, this study provided an update on the CRS cases in the country. Laboratory confirmation remains a challenge in diagnosing CRS as the tests are costly and not widely available. There was increase from 2009-2012 compared to 2019-2022 in number of patients who underwent surgical treatment for cataract but visual outcomes were suboptimal due to delay in consultation. Although there was a decrease in number of CRS cases seen in the Philippine tertiary hospital, this cannot be attributed to increased rubella-containing vaccine (RCV) coverage alone.
Conclusion
Provision of data from individual hospital-based studies similar to this highlights the need for a national CRS surveillance system or registry. This can better gauge the burden of CRS and identify the gap in RCV coverage.
Rubella Syndrome, Congenital
;
Retinitis Pigmentosa
6.Genetic characteristic analysis of slight-to-moderate sensorineural hearing loss in children.
Rui ZHOU ; Jing GUAN ; Qiuju WANG
Journal of Clinical Otorhinolaryngology Head and Neck Surgery 2024;38(1):18-22
Objective:To analyze genetic factors and phenotype characteristics in pediatric population with slight-to-moderate sensorineural hearing loss. Methods:Children with slight-to-moderate sensorineural hearing loss of and their parents, enrolled from the Chinese Deafness Genome Project, were studied. Hearing levels were assessed using pure tone audiometry, behavioral audiometry, auditory steady state response(ASSR), auditory brainstem response(ABR) thresholds, and deformed partial otoacoustic emission(DPOAE). Classification of hearing loss is according to the 2022 American College of Medical Genetics and Genomics(ACMG) Clinical Practice Guidelines for Hearing Loss. Whole exome sequencing(WES) and deafness gene Panel testing were performed on peripheral venous blood from probands and validations were performed on their parents by Sanger sequencing. Results:All 134 patients had childhood onset, exhibiting bilateral symmetrical slight-to-moderate sensorineural hearing loss, as indicated by audiological examinations. Of the 134 patients, 29(21.6%) had a family history of hearing loss, and the rest were sporadic patients. Genetic causative genes were identified in 66(49.3%) patients. A total of 11 causative genes were detected, of which GJB2 was causative in 34 cases(51.5%), STRC in 10 cases(15.1%), MPZL2 gene in six cases(9.1%), and USH2A in five cases(7.6%).The most common gene detected in slight-to-moderate hearing loss was GJB2, with c. 109G>A homozygous mutation found in 16 cases(47.1%) and c. 109G>A compound heterozygous mutation in 9 cases(26.5%). Conclusion:This study provides a crucial genetic theory reference for early screening and detection of mild to moderate hearing loss in children, highlighting the predominance of recessive inheritance and the significance of gene like GJB2, STRC, MPZL2, USH2A.
Humans
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Child
;
Connexins/genetics*
;
Connexin 26/genetics*
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Hearing Loss, Sensorineural/diagnosis*
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Mutation
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Usher Syndromes
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Hearing Loss, Bilateral
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Audiometry, Pure-Tone
;
Intercellular Signaling Peptides and Proteins
7.Phenotypic and genotypic characterization of patients with retinitis pigmentosa in a tertiary hospital in the Philippines
Tamilyn Chelsea C. Laddaran ; Manuel Benjamin B. Ibanez IV ; Marianne Grace P. Navarrete
Philippine Journal of Ophthalmology 2024;49(2):156-167
OBJECTIVES
To determine the phenotypic and genotypic characterization of individuals with retinitis pigmentosa (RP), identify their genetic etiologies, and provide counseling to affected patients.
METHODSThis non-interventional, observational study evaluated 18 patients with clinically-diagnosed RP from 15 different families. The patients underwent complete ophthalmological examination with retinal functional and morphologic assessment. Genetic testing was done using next-generation sequencing.
RESULTSTen gene mutations with 22 variants were identified. The inheritance pattern was predominantly autosomal recessive (70%). The most common mutation was EYS (27.8%). One possible novel gene, RGS7, and novel variants of CNGB1 were identified. Characteristic RP profiles were observed, with syndromic findings noted in USH2A and BBS5 mutations.
CONCLUSIONPhenotypic characteristics among different gene mutations have distinct features. This is the first study in the country to demonstrate the genotypic heterogeneity of RP, displaying 22 variants with 3 noted novel mutations.
Human ; Retinitis Pigmentosa ; Philippines ; Genotype ; Phenotype
8.Joint effects of meteorological factors and PM2.5 on age-related macular degeneration: a national cross-sectional study in China.
Jiayu HE ; Yuanyuan LIU ; Ai ZHANG ; Qianfeng LIU ; Xueli YANG ; Naixiu SUN ; Baoqun YAO ; Fengchao LIANG ; Xiaochang YAN ; Yang LIU ; Hongjun MAO ; Xi CHEN ; Nai-Jun TANG ; Hua YAN
Environmental Health and Preventive Medicine 2023;28():3-3
BACKGROUND:
Weather conditions are a possible contributing factor to age-related macular degeneration (AMD), a leading cause of irreversible loss of vision. The present study evaluated the joint effects of meteorological factors and fine particulate matter (PM2.5) on AMD.
METHODS:
Data was extracted from a national cross-sectional survey conducted across 10 provinces in rural China. A total of 36,081 participants aged 40 and older were recruited. AMD was diagnosed clinically by slit-lamp ophthalmoscopy, fundus photography, and spectral domain optical coherence tomography (OCT). Meteorological data were calculated by European Centre for Medium-Range Weather Forecasts (ECMWF) reanalysis and were matched to participants' home addresses by latitude and longitude. Participants' individual PM2.5 exposure concentrations were calculated by a satellite-based model at a 1-km resolution level. Multivariable-adjusted logistic regression models paired with interaction analysis were performed to investigate the joint effects of meteorological factors and PM2.5 on AMD.
RESULTS:
The prevalence of AMD in the study population was 2.6% (95% CI 2.42-2.76%). The average annual PM2.5 level during the study period was 63.1 ± 15.3 µg/m3. A significant positive association was detected between AMD and PM2.5 level, temperature (T), and relative humidity (RH), in both the independent and the combined effect models. For PM2.5, compared with the lowest quartile, the odds ratios (ORs) with 95% confidence intervals (CIs) across increasing quartiles were 0.828 (0.674,1.018), 1.105 (0.799,1.528), and 2.602 (1.516,4.468). Positive associations were observed between AMD and temperature, with ORs (95% CI) of 1.625 (1.059,2.494), 1.619 (1.026,2.553), and 3.276 (1.841,5.830), across increasing quartiles. In the interaction analysis, the estimated relative excess risk due to interaction (RERI) and the attributable proportion (AP) for combined atmospheric pressure and PM2.5 was 0.864 (0.586,1.141) and 1.180 (0.768,1.592), respectively, indicating a synergistic effect between PM2.5 and atmospheric pressure.
CONCLUSIONS
This study is among the first to characterize the coordinated effects of meteorological factors and PM2.5 on AMD. The findings warrant further investigation to elucidate the relationship between ambient environment and AMD.
Humans
;
Adult
;
Middle Aged
;
Cross-Sectional Studies
;
Air Pollutants/analysis*
;
Particulate Matter/analysis*
;
China/epidemiology*
;
Macular Degeneration/etiology*
;
Meteorological Concepts
9.Analysis of the epidemiological burden of age-related macular degeneration in China based on the data of global burden of disease.
Yanhui LIN ; Limo GAO ; Wenmin JIANG
Journal of Central South University(Medical Sciences) 2023;48(1):106-113
OBJECTIVES:
Age-related macular degeneration (AMD) is one of the 3 major eye diseases recognized by WHO to prevent blindness, and which is the main cause of irreversible visual impairment in the elderly. This study aims to analyze the disease epidemiological burden, and provide a theoretical foundation for the prevention and control of AMD in China based on the data in global burden of disease (GBD) 2019.
METHODS:
The prevalent cases/prevalence, disability-adjusted life year (DALYs)/DALY rate of AMD and socio-demographic index (SDI) for global and China were searched from the GBD 2019 database to analyze the epidemiological trend, age-period-gender trend of AMD in China from 1990 to 2019, and to evaluate the relations between the prevalence and SDI.
RESULTS:
In 2019, the prevalence of AMD in China was at a high level in the world, and the number of prevalent cases were 1.93 times of that in 1990. The prevalence and DALY rates continued to rise. The age trend of AMD in China was high at the middle of the age stages and low at the two ends, and which was higher in the female than in the male. With the increase of SDI, the prevalence of AMD was increased linearly.
CONCLUSIONS
The disease burden of AMD in China is increased significantly and is positively correlated with the social development from 1990 to 2019. It is of great significance to study the relationship between epidemilolgical data of AMD and social development level for diagnosis treatment and policy of AMD.
Humans
;
Male
;
Female
;
Aged
;
Global Burden of Disease
;
Quality-Adjusted Life Years
;
Prevalence
;
Macular Degeneration/epidemiology*
;
China/epidemiology*
10.Observation of the Curative Effect of the Dexamethasone Vitreous Cavity Implant for the Treatment of Irvine-Gass Syndrome.
Yu MAO ; Li Qin GAO ; Li Yun JIA ; Si Meng HOU ; Yuan Yuan XIAO ; Xi Wen JI ; Shuang WANG
Biomedical and Environmental Sciences 2023;36(8):725-731
OBJECTIVE:
To investigate the clinical efficacy of dexamethasone vitreous cavity implants (Ozurdex) for the treatment of macular edema (Irvine-Gass Syndrome) after cataract surgery.
METHOD:
Eight patients (eight eyes) with Irvine-Gass syndrome were enrolled for vitreous injections with Ozurdex. The patients included six men (six eyes) and two women (two eyes) with a mean age of 67.12 ± 11.92 years. Changes in the patients best-corrected visual acuity (BCVA), central macular thickness (CMT), and intraocular pressure were compared before and after treatment.
RESULT:
The mean visual acuity BCVA of the patients was 0.81 ± 0.26 before implantation, which improved to 0.20 ± 0.12, 0.13 ± 0.09, and 0.15 ± 0.13 at 2 weeks, 1 month, and 3 months after implantation, respectively ( P < 0.001). The patient's mean CMT before implantation was 703.00 ± 148.88 μm, and it reduced to 258.87 ± 37.40 μm, 236.25 ± 28.74 μm, and 278.00 ± 76.82 μm at 2 weeks, 1 month, and 3 months after implantation, respectively ( P < 0.001).
CONCLUSION
The dexamethasone vitreous cavity implant (Ozurdex) is a safe and effective treatment, which can effectively improve patient's visual acuity and reduce macular edema associated with cataract surgery.
Male
;
Humans
;
Female
;
Middle Aged
;
Aged
;
Macular Edema/etiology*
;
Dexamethasone/therapeutic use*
;
Intraocular Pressure
;
Prostheses and Implants
;
Cataract


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