1.An adaptive multi-label classification model for diabetic retinopathy lesion recognition.
Xina LIU ; Jun XIE ; Junjun HOU ; Xinying XU ; Yan GUO
Journal of Biomedical Engineering 2025;42(5):892-900
Diabetic retinopathy is a common blinding complication in diabetic patients. Compared with conventional fundus color photography, fundus fluorescein angiography can dynamically display retinal vessel permeability changes, offering unique advantages in detecting early small lesions such as microaneurysms. However, existing intelligent diagnostic research on diabetic retinopathy images primarily focuses on fundus color photography, with relatively insufficient research on complex lesion recognition in fluorescein angiography images. This study proposed an adaptive multi-label classification model (D-LAM) to improve the recognition accuracy of small lesions by constructing a category-adaptive mapping module, a label-specific decoding module, and an innovative loss function. Experimental results on a self-built dataset demonstrated that the model achieved a mean average precision of 96.27%, a category F1-score of 91.21%, and an overall F1-score of 94.58%, with particularly outstanding performance in recognizing small lesions such as microaneurysms (AP = 1.00), significantly outperforming existing methods. The research provides reliable technical support for clinical diagnosis of diabetic retinopathy based on fluorescein angiography.
Diabetic Retinopathy/diagnostic imaging*
;
Humans
;
Fluorescein Angiography
;
Microaneurysm/diagnostic imaging*
;
Retinal Vessels
;
Algorithms
2.Brain White Matter Changes in Non-demented Individuals with Color Discrimination Deficits and Their Association with Cognitive Impairment: A NODDI Study.
Jiejun ZHANG ; Peilin HUANG ; Lin LIN ; Yingzhe CHENG ; Weipin WENG ; Jiahao ZHENG ; Yixin SUN ; Shaofan JIANG ; Xiaodong PAN
Neuroscience Bulletin 2025;41(8):1364-1376
Previous studies have found associations between color discrimination deficits and cognitive impairments besides aging. However, investigations into the microstructural pathology of brain white matter (WM) associated with these deficits remain limited. This study aimed to examine the microstructural characteristics of WM in the non-demented population with abnormal color discrimination, utilizing Neurite Orientation Dispersion and Density Imaging (NODDI), and to explore their correlations with cognitive functions and cognition-related plasma biomarkers. The tract-based spatial statistic analysis revealed significant differences in specific brain regions between the abnormal color discrimination group and the healthy controls, characterized by increased isotropic volume fraction and decreased neurite density index and orientation dispersion index. Further analysis of region-of-interest parameters revealed that the isotropic volume fraction in the bilateral anterior thalamic radiation, superior longitudinal fasciculus, cingulum, and forceps minor was significantly correlated with poorer performance on neuropsychological assessments and to varying degrees various cognition-related plasma biomarkers. These findings provide neuroimaging evidence that WM microstructural abnormalities in non-demented individuals with abnormal color discrimination are associated with cognitive dysfunction, potentially serving as early markers for cognitive decline.
Humans
;
White Matter/pathology*
;
Male
;
Female
;
Cognitive Dysfunction/physiopathology*
;
Middle Aged
;
Aged
;
Color Perception/physiology*
;
Brain/pathology*
;
Neuropsychological Tests
;
Diffusion Tensor Imaging
3.Optic cup and disc segmentation model based on linear attention and dual attention.
Zijun LAN ; Jun XIE ; Yan GUO ; Zhe ZHANG ; Bin SUN
Journal of Biomedical Engineering 2023;40(5):920-927
Glaucoma is one of blind causing diseases. The cup-to-disc ratio is the main basis for glaucoma screening. Therefore, it is of great significance to precisely segment the optic cup and disc. In this article, an optic cup and disc segmentation model based on the linear attention and dual attention is proposed. Firstly, the region of interest is located and cropped according to the characteristics of the optic disc. Secondly, linear attention residual network-34 (ResNet-34) is introduced as a feature extraction network. Finally, channel and spatial dual attention weights are generated by the linear attention output features, which are used to calibrate feature map in the decoder to obtain the optic cup and disc segmentation image. Experimental results show that the intersection over union of the optic disc and cup in Retinal Image Dataset for Optic Nerve Head Segmentation (DRISHTI-GS) dataset are 0.962 3 and 0.856 4, respectively, and the intersection over union of the optic disc and cup in retinal image database for optic nerve evaluation (RIM-ONE-V3) are 0.956 3 and 0.784 4, respectively. The proposed model is better than the comparison algorithm and has certain medical value in the early screening of glaucoma. In addition, this article uses knowledge distillation technology to generate two smaller models, which is beneficial to apply the models to embedded device.
Humans
;
Optic Disk/diagnostic imaging*
;
Glaucoma/diagnosis*
;
Algorithms
;
Diagnostic Techniques, Ophthalmological
;
Databases, Factual
4.The effect of fluorescein angiography on renal function: A meta-analysis and systematic review
Kevin Elissandro C. Gumabon ; Paolo Nikolai H. So ; Anne Margaret J. Ang
Acta Medica Philippina 2023;57(3):42-49
Background:
Contrast-induced nephropathy (CIN) is a complication that occurs in patients undergoing an imaging procedure with intravenous injection of contrast media, most notably iodinated dyes. Fluorescein angiography is a diagnostic procedure performed by ophthalmologists to determine abnormalities in retinal blood vessels. It uses sodium fluorescein, an organic dye, to capture and visualize these blood vessels. There have been conflicting data and practices on how to approach the procedure especially in patients with renal insufficiency.
Objective:
To determine the risk of CIN among patients undergoing fluorescein angiography.
Methods:
We searched PubMed, HerdIn, Cochrane Library, and Google Scholar, for published articles on the
topic. Other sources were searched for unpublished data or ongoing clinical trials. All research articles pertaining to fluorescein angiography and its effect on renal function with serum creatinine monitoring were included. Two independent authors separately screened records, assessed full texts, and extracted data. We used RevMan computer software to analyze data from the included studies. The primary outcome was the risk of CIN among patients undergoing fluorescein angiography based on the differences on serum creatinine levels and estimated glomerular filtration rates pre- and post-angiography, while the secondary outcome included risk factors for CIN.
Results:
A total of 6 studies were included in the meta-analysis. Four studies had poor quality as assessed using the Newcastle-Ottawa Scale. One study was deemed to have good quality. Data analysis showed that hemoglobin (p = 0.002) and albumin (p < 0.001) levels may be associated with CIN using sodium fluorescein but were not independent risk factors for CIN (multivariable logistic regression, p = 0.648 and p = 0.069, respectively); while sex, diabetes mellitus and chronic kidney disease were not significantly associated. As a primary outcome, only 6.8% of included patients had CIN with serum creatinine levels post-exposure showed significant differences from baseline values (mean difference 0.05; 95% CI 0.02, 0.07; I2 = 49%), but translating it to eGFR yielded non-significant differences (mean difference -0.37; 95% CI -2.33, 1.59; I2 = 0%).
Conclusion
Among patients undergoing fluorescein angiography, sodium fluorescein does not pose an increased risk for CIN.
fluorescein angiography
;
renal function
5.Agreement between clinical and angiographic staging of diabetic retinopathy in a Tertiary Government Hospital in the Philippines
Philippine Journal of Ophthalmology 2022;47(1):9-14
Objective
The main objective of this study is to determine the agreement between the clinical staging of
diabetic retinopathy (DR) with fluorescein angiography (FA) staging in an actual clinic.
Diabetic Retinopathy
;
Fluorescein Angiography
;
Ophthalmoscopy
;
Diabetes Mellitus
6.Comparative study on retinal microvasculature changes between acute and chronic central serous chorioretinopathy.
Xiaogang WANG ; Jie ZHANG ; Renhe YU ; Liang ZHOU
Journal of Central South University(Medical Sciences) 2022;47(8):1075-1081
OBJECTIVES:
Central serous chorioretinopathy (CSC) is generally a common fundus disease in young and middle-aged Asian men. Acute and chronic CSC can lead to different degrees of injury to the retinal blood flow. This study aims to observe and compare the blood flow density in different retinal capillary layers in patients with acute and chronic CSC using optical coherence tomography angiography (OCTA) technology.
METHODS:
Twelve patients with acute CSC and 8 patients with chronic CSC including 12 eyes with acute CSC (acute CSC eye group), 11 eyes with chronic CSC (chronic CSC eye group), and 17 normal eyes (normal eye group) were enrolled in this study. All patients underwent 3 mm×3 mm, 6 mm×6 mm macular OCTA scanning. The retinal microvascu-lature was divided into superficial vascular complexes (SVC), intermediate capillary plexuses (ICP), and deep capillary plexuses (DCP) using the projection resolved-OCTA algorithm. Inner retina includes SVC, ICP, and DCP. The vessel density in each retinal layer and the inner retina were calculated and compared.
RESULTS:
Macular OCTA scanning of 3 mm×3 mm showed that there was no significant difference in blood flow density of SVC and ICP among the 3 groups (both P>0.05); blood flow density of DCP and inner retina in the chronic CSC eye group was significantly lower than that in the acute CSC eye group and the normal eye group (all P<0.05); there was no significant difference in retinal blood flow density of different layer between the acute CSC eye group and the normal eye group (all P>0.05). Macular OCTA scanning of 6 mm×6 mm showed that inner retinal blood flow density of the chronic CSC eye group was significantly lower than that of the acute CSC eye group and the normal eye group (both P<0.05); there was no significant difference in blood flow density of SVC among the 3 groups (P>0.05).
CONCLUSIONS
The vessel density of DCP and inner retina in the eyes with chronic CSC are significantly reduced, which may result in impaired visual function. Therefore, we recommend that patients with acute CSC should be properly treated to avoid progressing into chronic CSC.
Central Serous Chorioretinopathy/diagnostic imaging*
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Fluorescein Angiography/methods*
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Humans
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Male
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Microvessels/diagnostic imaging*
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Middle Aged
;
Retina
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Tomography, Optical Coherence/methods*
7.Autofluorescence combined with spectral domain optical coherence tomography for diagnosis and follow-up of acute Vogt-Koyanagi-Harada disease.
Shuwei TIAN ; Jing YAO ; Jianming WANG ; Jie ZHANG ; Aiyi ZHOU
Journal of Southern Medical University 2021;41(1):135-140
OBJECTIVE:
To evaluate the value of fundus autofluorescence (FAF) imaging combined with spectral domain optical coherence tomography (SD-OCT) in diagnosis, prognostic assessment and follow-up observation of acute Vogt-KoyanagiHarada (VKH) disease.
METHODS:
Clinical data were collected from 12 patients (23 eyes) with acute VKH disease treated in our hospital from May, 2018 to November, 2019, including detailed medical history, best corrected visual acuity (BCVA), and results of slit lamp biomicroscopy, fundus photography, SD-OCT, fundus fluorescein angiography (FFA) and FAF imaging.SDOCT and FAF imaging were repeated after a course of treatment and in follow-up examination, and the results were compared with those at the time of admission.
RESULTS:
VKH disease involved both eyes in 11 patients (91.7%).Fundus photography showed optic disc edema in 16 eyes (69.6%), and multiple retinal neuroepithelial detachment was detected by SD-OCT in all the involved eyes (100%).IN all the eyes, FFA revealed small and dense fluorescein leakage in the early stage and fluorescein accumulation in advanced stages of VHK disease to form multiple dye pooling in the areas of serous detachment.Hyperauto fluorescence was a common finding in FAF imaging (100%), and the area involved was consistent with that of fluorescein accumulation shown by FAF imaging.Ten eyes (43.5%) showed patches of relative hypoautofluorescence in the hyperauto fl uorescence areas, and granular hyperauto fl uorescence was found in the lesions in 4 eyes (17.4%).During the remission period of VKH disease, FAF imaging showed normal finding in 8 eyes (34.8%) and reduced areas (by 55.2%) and intensity (by 46.5%) of hyperautofluorescence in 9 eyes (39.1%).In 6 eyes (26.1%), only a few hyperautofluorescent spots scattered in the macula were observed.SD-OCT demonstrated significantly reduced (by 69.5% on average) or even disappearance of subretinal fluid in the eyes.The fluorescence intensity in FAF imaging showed a significant positive correlation with the volume of subretinal fluid detected by SD-OCT (
CONCLUSIONS
The combination of fluorescein angiography, FAF imaging and SD-OCT can significantly improve the diagnostic accuracy of VKH disease.FAF imaging combined with SD-OCT provides an effective and noninvasive modality for evaluation of remission and monitoring the changes in VKH disease.
Acute Disease
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Fluorescein Angiography
;
Follow-Up Studies
;
Humans
;
Retinal Detachment/diagnostic imaging*
;
Tomography, Optical Coherence
;
Uveomeningoencephalitic Syndrome/diagnostic imaging*
8.The 21st century gonioscopy: A technical paper.
Jocelyn Therese M. Remo ; Jaesser T. Tan
Health Sciences Journal 2021;10(2):63-68
OBJECTIVE:
The aim of this paper was to create a Portable Gonioscopy System (PGS) that is effcient and cost-effective in documenting iridocorneal angles.
METHODS:
A 4-mirror gonioscopy prism lens was attached to a portable USB microscope with a built-in camera. The microscope was then connected to a laptop for viewing of the images. A lubricant was instilled and the portable gonioscope was placed parallel to the cornea for viewing and recording of iridocorneal angles. Images were fled and stored in a laptop.
RESULTS:
The portable gonioscopy system allowed suffcient viewing and recording of the iridocorneal angles. The total cost of producing the portable gonioscopy system was PHP 25,000.00.
CONCLUSION
Iridocorneal angles can be visualized and recorded using the portable gonioscopy system. This device requires skill and expertise from professional prototypist to create. Like gonioscopy, this system also has a steep learning curve. The researchers are continuously improving the device adding more features and making it more affordable and easier to use.
gonioscopy
9.Finite element analysis of determining corneal biomechanical properties in vivo based on Corvis ST.
Qiaoyu MENG ; Xiaojun WANG ; Weiyi CHEN ; Xiaona LI ; Rui HE
Journal of Biomedical Engineering 2020;37(4):608-613
The decrease of corneal stiffness is the key factor leading to keratoconus, and the corneal collagen fiber stiffness and fiber dispersion are closely related to the corneal biomechanical properties. In this paper, a finite element model of human cornea based on corneal microstructure, namely collagen fiber, was established before and after laser assisted in situ keratomileusis (LASIK). By simulating the Corvis ST process and comparing with the actual clinical results, the hyperelastic constitutive parameters and corneal collagen fiber stiffness modulus of the corneal material were determined before and after refractive surgery. After LASIK, the corneal collagen fiber stiffness modulus increased significantly, and was highly correlated with central corneal thickness (CCT). The predictive relationship between the corneal collagen fiber stiffness modulus and the corresponding CCT before and after surgery was: = exp(9.14 - 0.009CCT ), = exp(8.82 - 0.008CCT ). According to the results of this study, the central corneal thickness of the patient can be used to estimate the preoperative and postoperative collagen fiber stiffness modulus, and then a personalized corneal model that is more consistent with the actual situation of the patient can be established, providing a theoretical reference for more accurately predicting the safe surgical cutting amount of the cornea.
Biomechanical Phenomena
;
Cornea
;
Corneal Topography
;
Finite Element Analysis
;
Humans
;
Keratomileusis, Laser In Situ
;
Myopia
10.Rate of progression of visual field loss in primary open angle glaucoma versus primary angle closure glaucoma patients managed in a Tertiary Hospital
Jesa Nadine V. Protasio ; Nilo Vincent II DG. FlorCruz
Philippine Journal of Ophthalmology 2020;45(1):19-27
OBJECTIVES: To compare the rate of progression of visual field loss in mean defect (MD) decibels (dB)/year in primary open angle glaucoma (POAG) versus primary angle closure glaucoma (PACG) patients managed in a tertiary hospital and to assess the impact of baseline age, baseline MD, and intraocular pressure (IOP) on the rate of progression of visual field loss.
METHODS: This was a retrospective review of medical records of patients who were seen at the Glaucoma Clinic of a tertiary hospital from August to October 2018. The following data were recorded: diagnosis, number of reliable automated visual fields (AVFs), number of years followed, baseline age, baseline MD, MD of all subsequent AVFs, IOP at the time of each test, and IOP-lowering interventions. Rate of visual field progression expressed in dB/year was calculated using linear regression analysis. T–test was done to compare the baseline data and rates of progression of visual field loss between the POAG and PACG cohorts. Correlation using Pearson’s r and multivariate analyses were performed to evaluate the effect of baseline age, baseline MD, and IOP on rate of progression of visual field loss.
RESULTS: The mean rates of progression of visual field loss in POAG and PACG eyes were 0.12 ± 0.68 dB/year and 0.10 ± 0.59 dB/year, respectively (p=0.8525). Despite treatment, 4.35% of the study eyes were identified as fast progressors while 1.09% were catastrophic progressors. In the POAG group (n=33), laser treatment was negatively correlated with rate of progression of visual field loss (r= -0.5072, p=0.0026). Multivariate analysis showed that baseline MD (p=0.017), mean IOP on follow–up (p=0.020), and laser treatment (p=0.004) were significant factorsaffecting the rate of progression of visual field loss in POAG eyes. In the PACG group (n=59), both baseline MD (r= -0.2798, p=0.0318) and mean IOP on follow–up (r= 0.368, p=0.0041) correlated with rate of progression of visual field loss. Only mean IOP on follow–up was found to be significant on multivariate analysis.
CONCLUSION: While most glaucoma patients managed in a tertiary hospital have a slow rate of progression of visual field loss, a few were still identified as fast and catastrophic progressors. Factors associated with rate of progression of visual field loss were baseline MD, mean IOP on follow–up, and laser treatment for POAG, and mean IOP on follow–up for PACG.
Visual Fields
;
Visual Field Tests
;
Vision Disorders
;
Glaucoma


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