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1.
Vestn Oftalmol ; 140(3): 117-124, 2024.
Article in Russian | MEDLINE | ID: mdl-38962987

ABSTRACT

This review is devoted to the English- and Russian-language terminology of quantitative metrics that are used in the evaluation of images obtained by optical coherence tomography angiography (OCT-A). The paper presents an analysis of the use of terms characterizing intraretinal blood flow (vascular density, perfusion density, skeletonized density, etc.), area and shape of the foveal avascular zone, and choriocapillaris blood flow. The factors causing the heterogeneity of OCT-A terminology are described, including the lack of a unified international nomenclature for OCT-A, features of their Russian translation, inconsistency of the parameters in optical coherence tomography systems of different manufacturers. The article also considers ways to standardize the terminology.


Subject(s)
Retinal Vessels , Tomography, Optical Coherence , Tomography, Optical Coherence/methods , Humans , Retinal Vessels/diagnostic imaging , Terminology as Topic , Retinal Diseases/diagnostic imaging , Retinal Diseases/diagnosis , Fluorescein Angiography/methods , Choroid/blood supply , Choroid/diagnostic imaging
2.
Int Ophthalmol ; 44(1): 311, 2024 Jul 04.
Article in English | MEDLINE | ID: mdl-38963456

ABSTRACT

PURPOSE: To study the effect of brimonidine on vascular density and flow index of optic nerve head (ONH) and macula in primary open angle glaucoma (POAG) using optical coherence tomography angiography (OCTA). METHODS: Twenty-three brimonidine-naïve POAG patients were started on brimonidine. They underwent OCTA ONH and macula before commencing brimonidine and one month thereafter. Systemic arterial blood pressure (SABP) and intraocular pressure (IOP) were measured at each visit to calculate mean ocular perfusion pressure (MOPP). The OCT angiograms were analyzed using ImageJ software to calculate ONH and macular flow indices. RESULTS: Thirty-seven eyes (23 patients) with a mean age of 56.7 ± 12.49 years were included of whom 60.8% were males. Brimonidine was associated with an increase in the superficial flow index (SFI) (P-value = 0.02) and optic nerve head flow index (ONHFI) (P-value = 0.01). Also, superficial vascular density (SVD) for whole image, superior-hemi and fovea increased (P-value = 0.03, 0.02, 0.03 respectively). ONH inferior-hemi vascular density decreased (P-value = 0.01) despite an increase in inferior quadrant retinal nerve fiber layer thickness (RNFLT) (P-value = 0.03). There was no statistically significant correlation between flow indices and MOPP at baseline and follow-up. A moderate negative correlation was found between SVD and DVD at the fovea and MOPP at baseline and follow-up (P-value = 0.03, 0.05) (P-value = 0.02, 0.01) respectively. CONCLUSIONS: Brimonidine was associated with an increase in SFI, ONHFI and SVD indicating improved GCC and RNFL perfusion in POAG. Despite the increase in inferior quadrant RNFLT, the concomitant decrease in inferior-hemi ONHVD precluded a conclusion of hemodynamically-mediated improvement of RNFLT.


Subject(s)
Brimonidine Tartrate , Fluorescein Angiography , Glaucoma, Open-Angle , Intraocular Pressure , Macula Lutea , Optic Disk , Retinal Vessels , Tomography, Optical Coherence , Humans , Glaucoma, Open-Angle/physiopathology , Glaucoma, Open-Angle/drug therapy , Glaucoma, Open-Angle/diagnosis , Male , Optic Disk/blood supply , Brimonidine Tartrate/administration & dosage , Brimonidine Tartrate/pharmacology , Brimonidine Tartrate/therapeutic use , Middle Aged , Female , Tomography, Optical Coherence/methods , Macula Lutea/blood supply , Macula Lutea/diagnostic imaging , Intraocular Pressure/physiology , Intraocular Pressure/drug effects , Retinal Vessels/diagnostic imaging , Retinal Vessels/physiopathology , Retinal Vessels/drug effects , Fluorescein Angiography/methods , Regional Blood Flow/physiology , Regional Blood Flow/drug effects , Aged , Fundus Oculi , Prospective Studies , Visual Fields/physiology , Retinal Ganglion Cells/pathology , Retinal Ganglion Cells/drug effects , Antihypertensive Agents/therapeutic use , Nerve Fibers/pathology , Nerve Fibers/drug effects , Adult , Follow-Up Studies
3.
Sci Rep ; 14(1): 15219, 2024 07 02.
Article in English | MEDLINE | ID: mdl-38956117

ABSTRACT

Blinding eye diseases are often related to changes in retinal structure, which can be detected by analysing retinal blood vessels in fundus images. However, existing techniques struggle to accurately segment these delicate vessels. Although deep learning has shown promise in medical image segmentation, its reliance on specific operations can limit its ability to capture crucial details such as the edges of the vessel. This paper introduces LMBiS-Net, a lightweight convolutional neural network designed for the segmentation of retinal vessels. LMBiS-Net achieves exceptional performance with a remarkably low number of learnable parameters (only 0.172 million). The network used multipath feature extraction blocks and incorporates bidirectional skip connections for the information flow between the encoder and decoder. In addition, we have optimised the efficiency of the model by carefully selecting the number of filters to avoid filter overlap. This optimisation significantly reduces training time and improves computational efficiency. To assess LMBiS-Net's robustness and ability to generalise to unseen data, we conducted comprehensive evaluations on four publicly available datasets: DRIVE, STARE, CHASE_DB1, and HRF The proposed LMBiS-Net achieves significant performance metrics in various datasets. It obtains sensitivity values of 83.60%, 84.37%, 86.05%, and 83.48%, specificity values of 98.83%, 98.77%, 98.96%, and 98.77%, accuracy (acc) scores of 97.08%, 97.69%, 97.75%, and 96.90%, and AUC values of 98.80%, 98.82%, 98.71%, and 88.77% on the DRIVE, STARE, CHEASE_DB, and HRF datasets, respectively. In addition, it records F1 scores of 83.43%, 84.44%, 83.54%, and 78.73% on the same datasets. Our evaluations demonstrate that LMBiS-Net achieves high segmentation accuracy (acc) while exhibiting both robustness and generalisability across various retinal image datasets. This combination of qualities makes LMBiS-Net a promising tool for various clinical applications.


Subject(s)
Deep Learning , Image Processing, Computer-Assisted , Neural Networks, Computer , Retinal Vessels , Retinal Vessels/diagnostic imaging , Humans , Image Processing, Computer-Assisted/methods , Algorithms
4.
Zhonghua Yan Ke Za Zhi ; 60(7): 566-569, 2024 Jul 11.
Article in Chinese | MEDLINE | ID: mdl-38955758

ABSTRACT

Fundus imaging plays a pivotal role in diagnosing retinal and choroidal diseases. Optical coherence tomography angiography (OCTA), by capturing signals to reconstruct vascular structures, offers a clear depiction of retinal vasculature with notable advantages such as rapid scanning and non-invasiveness. Although OCTA, due to its underlying principles, cannot dynamically assess vascular function, exploring its future applications and potential to eventually replace traditional fundus angiography remains a key focus in the medical community. OCTA provides multiple parameters that conventional fundus angiography cannot obtain. With the expanding coverage area of OCTA scans and improvements in artifact elimination, the detection rate of various retinal and choroidal diseases has significantly increased, making the widespread clinical application of OCTA an inevitable trend. Although ultra-widefield OCTA cannot yet fully replace angiography in clinical practice, with continued clinical practice, expanded clinical research, and ongoing technological innovation, OCTA is expected to gradually replace fundus angiography in the future.


Subject(s)
Fluorescein Angiography , Fundus Oculi , Retinal Diseases , Tomography, Optical Coherence , Tomography, Optical Coherence/methods , Humans , Fluorescein Angiography/methods , Retinal Diseases/diagnostic imaging , Choroid Diseases/diagnostic imaging , Retinal Vessels/diagnostic imaging
5.
Sensors (Basel) ; 24(12)2024 Jun 20.
Article in English | MEDLINE | ID: mdl-38931797

ABSTRACT

The precise segmentation of retinal vasculature is crucial for the early screening of various eye diseases, such as diabetic retinopathy and hypertensive retinopathy. Given the complex and variable overall structure of retinal vessels and their delicate, minute local features, the accurate extraction of fine vessels and edge pixels remains a technical challenge in the current research. To enhance the ability to extract thin vessels, this paper incorporates a pyramid channel attention module into a U-shaped network. This allows for more effective capture of information at different levels and increased attention to vessel-related channels, thereby improving model performance. Simultaneously, to prevent overfitting, this paper optimizes the standard convolutional block in the U-Net with the pre-activated residual discard convolution block, thus improving the model's generalization ability. The model is evaluated on three benchmark retinal datasets: DRIVE, CHASE_DB1, and STARE. Experimental results demonstrate that, compared to the baseline model, the proposed model achieves improvements in sensitivity (Sen) scores of 7.12%, 9.65%, and 5.36% on these three datasets, respectively, proving its strong ability to extract fine vessels.


Subject(s)
Neural Networks, Computer , Retinal Vessels , Humans , Retinal Vessels/diagnostic imaging , Algorithms , Microvessels/diagnostic imaging , Image Processing, Computer-Assisted/methods , Diabetic Retinopathy/diagnostic imaging , Retina/diagnostic imaging
6.
BMC Ophthalmol ; 24(1): 245, 2024 Jun 10.
Article in English | MEDLINE | ID: mdl-38858679

ABSTRACT

BACKGROUND: Diabetes, a health crisis afflicting millions worldwide, is increasing rapidly in prevalence. The microvascular complications triggered by diabetes have emerged as the principal cause of renal disease and blindness. The retinal microvascular network may be sensitive to early systemic vascular structural and functional changes. Therefore, this research endeavored to discern the systemic determinants influencing the retinal microvascular network in patients with and without diabetes. METHODS: The Kailuan Eye Study is a cross-sectional study based on the community-based cohort Kailuan Study. Participants underwent optical coherence tomography angiography (OCTA) (Zeiss Cirrus 5000; Carl Zeiss Meditec) and comprehensive systemic examination. Metrics such as perfusion density (PD), vascular density (VD), foveal avascular zone (FAZ) parameters of the superficial capillary plexus (SCP) in the macula were assessed. RESULTS: This study included 860 eligible participants (average age = 62.75 ± 6.52 years; 21.9% female), of which 449 were diabetics. People with diabetes had diminished PD and VD in the entire macular and parafoveal regions compared to people without diabetes. Reduced PD in the whole macular region was correlated with higher fasting plasma glucose (FPG, mmol/L) concentration (Beta = -0.19, 95% CI = -0.42 to -0.36, P < 0.001), longer axial length (AL, mm) (Beta = -0.13, 95%CI = -0.48 to -0.25, P = 0.002), and elevated heart rate (Beta = -0.10, 95%CI = -0.14 to -0.19, P = 0.014), after adjusting for younger age (Beta = -0.18, 95%CI = -0.24 to -0.35, P < 0.001), consistent with VD of the whole macular region. A higher FPG level was significantly correlated with lower SCP density of both PD and VD in the macular and parafoveal region (P < 0.05 for all), as well as increased systolic blood pressure and low-density lipoprotein cholesterol concentration (P < 0.01 for all). CONCLUSIONS: In this large-sample cross-sectional study, OCTA evaluation revealed that high prevalence of diabetes and elevated FPG levels were correlated with reduced retinal VD and PD. Hypertension and hyperlipidemia are important risk factors for the development of atherosclerotic cardiovascular disease but have no significant effect on retinal microvascular abnormalities.


Subject(s)
Diabetic Retinopathy , Fluorescein Angiography , Retinal Vessels , Tomography, Optical Coherence , Humans , Cross-Sectional Studies , Male , Middle Aged , Female , Tomography, Optical Coherence/methods , Retinal Vessels/diagnostic imaging , Retinal Vessels/pathology , Fluorescein Angiography/methods , Diabetic Retinopathy/physiopathology , Diabetic Retinopathy/diagnosis , Diabetic Retinopathy/epidemiology , Aged , Diabetes Mellitus/epidemiology , Diabetes Mellitus/physiopathology , Blood Glucose/metabolism
7.
Sci Rep ; 14(1): 13450, 2024 06 11.
Article in English | MEDLINE | ID: mdl-38862584

ABSTRACT

This study tested if a high-resolution, multi-modal, multi-scale retinal imaging instrument can provide novel information about structural abnormalities in vivo. The study examined 11 patients with very mild to moderate non-proliferative diabetic retinopathy (NPDR) and 10 healthy subjects using fundus photography, optical coherence tomography (OCT), OCT angiography (OCTA), adaptive optics scanning laser ophthalmoscopy (AO-SLO), adaptive optics OCT and OCTA (AO-OCT(A)). Of 21 eyes of 11 patients, 11 had very mild NPDR, 8 had mild NPDR, 2 had moderate NPDR, and 1 had no retinopathy. Using AO-SLO, capillary looping, inflections and dilations were detected in 8 patients with very mild or mild NPDR, and microaneurysms containing hyperreflective granular elements were visible in 9 patients with mild or moderate NPDR. Most of the abnormalities were seen to be perfused in the corresponding OCTA scans while a few capillary loops appeared to be occluded or perfused at a non-detectable flow rate, possibly because of hypoperfusion. In one patient with moderate NPDR, non-perfused capillaries, also called ghost vessels, were identified by alignment of corresponding en face AO-OCT and AO-OCTA images. The combination of multiple non-invasive imaging methods could identify prominent microscopic abnormalities in diabetic retinopathy earlier and more detailed than conventional fundus imaging devices.


Subject(s)
Capillaries , Diabetic Retinopathy , Ophthalmoscopy , Tomography, Optical Coherence , Humans , Tomography, Optical Coherence/methods , Diabetic Retinopathy/diagnostic imaging , Diabetic Retinopathy/pathology , Female , Male , Ophthalmoscopy/methods , Middle Aged , Capillaries/diagnostic imaging , Capillaries/pathology , Adult , Retinal Vessels/diagnostic imaging , Retinal Vessels/pathology , Aged , Fluorescein Angiography/methods
8.
Sci Rep ; 14(1): 12790, 2024 06 04.
Article in English | MEDLINE | ID: mdl-38834830

ABSTRACT

This prospective study evaluated the relationship between laser speckle contrast imaging (LSCI) ocular blood flow velocity (BFV) and five birth parameters: gestational age (GA), postmenstrual age (PMA) and chronological age (CA) at the time of measurement, birth weight (BW), and current weight (CW) in preterm neonates at risk for retinopathy of prematurity (ROP). 38 Neonates with BW < 2 kg, GA < 32 weeks, and PMA between 27 and 47 weeks underwent 91 LSCI sessions. Correlation tests and regression analysis were performed to quantify relationships between birth parameters and ocular BFV. Mean ocular BFV index in this cohort was 8.8 +/- 4.0 IU. BFV positively correlated with PMA (r = 0.3, p = 0.01), CA (r = 0.3, p = 0.005), and CW (r = 0.3, p = 0.02). BFV did not correlate with GA nor BW (r = - 0.2 and r = - 0.05, p > 0.05). Regression analysis with mixed models demonstrated that BFV increased by 1.2 for every kilogram of CW, by 0.34 for every week of CA, and by 0.36 for every week of PMA (p = 0.03, 0.004, 0.007, respectively). Our findings indicate that increased age and weight are associated with increased ocular BFV measured using LSCI in premature infants. Future studies investigating the associations between ocular BFV and ROP clinical severity must control for age and/or weight of the infant.


Subject(s)
Birth Weight , Gestational Age , Retinopathy of Prematurity , Humans , Infant, Newborn , Female , Male , Prospective Studies , Infant, Premature , Blood Flow Velocity , Retinal Vessels/diagnostic imaging , Retinal Vessels/physiopathology , Retina/physiopathology , Retina/diagnostic imaging , Risk Factors , Regional Blood Flow
9.
Sci Rep ; 14(1): 13948, 2024 06 17.
Article in English | MEDLINE | ID: mdl-38886448

ABSTRACT

Endothelial dysfunction is a key factor promoting atherosclerosis and cardiovascular complications. Hemodialysis patients typically show various cardiovascular complications and impaired retinal venular dilation has been described as a risk factor for mortality. Non-invasive retinal vessel analysis provides insight into the microvasculature and endothelial function. Static retinal vessel analysis determines arteriolar and venular vessel diameters and dynamic retinal vessel analysis measures microvascular function by flicker-light induced stimulation, which results in physiological dilation of retinal vessels. We measured 220 healthy individuals and compared them to our preexisting cohort of hemodialysis patients (275 for static and 214 for dynamic analysis). Regarding static vessel diameters, hemodialysis patients and healthy individuals did not significantly differ between vessel diameters. Dynamic retinal vessel analysis showed attenuated dilation of the arteriole of hemodialysis patients with 1.6% vs 2.3% in healthy individuals (p = 0.009). Case-control matching for age (mean 65.4 years) did not relevantly diminish the difference. Hemodialysis patients also exhibited reduced venular dilation after matching for age (3.2% vs 3.8%, p = 0.019). Hemodialysis patients showed microvascular dysfunction compared to healthy individuals when using dynamic retinal vessel analysis. Further studies should focus on dynamic retinal vessel analysis which can add insights into the microvascular function and risk factors in multimorbid patients.


Subject(s)
Endothelium, Vascular , Renal Dialysis , Retinal Vessels , Humans , Renal Dialysis/adverse effects , Male , Female , Retinal Vessels/physiopathology , Retinal Vessels/diagnostic imaging , Middle Aged , Aged , Case-Control Studies , Endothelium, Vascular/physiopathology , Adult , Risk Factors , Venules/physiopathology , Venules/pathology
10.
Optom Vis Sci ; 101(5): 276-283, 2024 May 01.
Article in English | MEDLINE | ID: mdl-38857040

ABSTRACT

SIGNIFICANCE: An understanding of factors that affect the foveal avascular zone (FAZ) in healthy eyes may aid in the early identification of patients at risk of retinal pathology, thereby allowing better management and preventive measures to be implemented. PURPOSE: The size and shape of the FAZ can change due to retinal diseases associated with oxidative stress, including diabetic retinopathy, glaucoma, and macular degeneration. This study aimed to assess the relationship, if any, between factors that may affect the superficial FAZ (i.e., vessel density, vessel perfusion, overweight/obesity) and possible links with macular pigment optical density in young, healthy participants. METHODS: One hundred thirty-nine participants aged 18 to 35 years were recruited to this cross-sectional study. The superficial FAZ area, foveal vascularity, and central macular thickness (CMT) were assessed using the Cirrus 5000. Health parameters, body mass index, trunk fat %, and macular pigment were analyzed to determine possible associations with the superficial FAZ. RESULTS: Mean FAZ area was 0.23 ± 0.08 mm2. Females had a significantly larger mean FAZ area than males (p=0.002). The FAZ area was positively correlated with body mass index (Pearson's r = 0.189, p=0.026). Significant correlates of the FAZ area in the multivariate model included vessel perfusion (central), CMT, and trunk fat %, collectively explaining 65.1% of the overall variability. CONCLUSIONS: Study findings suggest that reduced vessel perfusion, thinner CMT, and higher trunk fat % are plausible predictors of a larger FAZ area in healthy Caucasian adults. Low macular pigment optical density was, however, not associated with increased FAZ size in young healthy eyes. Noninvasive optical coherence tomography angiography testing, in association with these predictors, may aid in the early detection and monitoring of retinal diseases associated with oxidative stress.


Subject(s)
Fluorescein Angiography , Fovea Centralis , Retinal Vessels , Tomography, Optical Coherence , Humans , Tomography, Optical Coherence/methods , Female , Male , Adult , Cross-Sectional Studies , Fovea Centralis/blood supply , Fovea Centralis/diagnostic imaging , Young Adult , Adolescent , Fluorescein Angiography/methods , Retinal Vessels/diagnostic imaging , Fundus Oculi , Healthy Volunteers , Body Mass Index
11.
Lasers Med Sci ; 39(1): 154, 2024 Jun 11.
Article in English | MEDLINE | ID: mdl-38862806

ABSTRACT

PURPOSE: To investigate the diagnostic ability of retinal superficial vasculature evaluation by optic coherence tomography angiography (OCTA) combined with visual field (VF) testing for early primary open-angle glaucoma (POAG). PATIENTS AND METHODS: In this cross-sectional study, 84 participants were included, including 11 in the ocular hypertension (OHT) group, 11 in the preperimetric POAG (pre-POAG) group, 29 in the early POAG group and 33 in the control group. All participants underwent 6 × 6 mm2 scans of macula and optic nerved head by optic coherence tomography (OCT) and OCTA, along with white-on-white and blue-on-yellow VF testing by static automated perimetry. The ability of diagnosing early glaucoma by either various examinations separately or combination of examinations in both terms of function and structure was studied using the receiver operating characteristic (ROC) curve and the area under the curve (AUC). RESULTS: The superficial retinal vessel densities (VD) in peri-nasal, para-temporal, peri-temporal and peri-inferior regions around the macula, as well as vessel area densities (VAD) in all peripapillary regions, were significantly different among the four groups, with lower VD or VAD in the early POAG patients compared to the normal individuals. The diagnostic ability of peripapillary superficial retinal VAD alone or VF testing alone was limited for early POAG only. However, the combination of these two was more effective in distinguishing normal individuals from OHT subjects or pre-POAG patients without VF defects, with better performance than the combination of peripapillary retinal nerve fiber layer (RNFL) thickness and VF indicators. CONCLUSIONS: Peripapillary retinal vessel densities were generally lower in early POAG patients compared to normal individuals. The combination of peripapillary superficial retinal VAD by OCTA with white-on-white VF testing improved the ability to distinguish POAG patients at early stage without function impairment, which may help in providing reference and guidance for the following-up and treatment of suspected POAG patients.


Subject(s)
Glaucoma, Open-Angle , Microvessels , Retinal Vessels , Tomography, Optical Coherence , Visual Field Tests , Humans , Glaucoma, Open-Angle/physiopathology , Glaucoma, Open-Angle/diagnosis , Glaucoma, Open-Angle/diagnostic imaging , Cross-Sectional Studies , Male , Middle Aged , Visual Field Tests/methods , Female , Tomography, Optical Coherence/methods , Microvessels/diagnostic imaging , Retinal Vessels/diagnostic imaging , Retinal Vessels/physiopathology , Aged , ROC Curve , Visual Fields/physiology , Adult , Optic Disk/blood supply , Optic Disk/diagnostic imaging , Early Diagnosis
12.
Invest Ophthalmol Vis Sci ; 65(6): 9, 2024 Jun 03.
Article in English | MEDLINE | ID: mdl-38837167

ABSTRACT

Purpose: Optical coherence tomography (OCT) representations in clinical practice are static and do not allow for a dynamic visualization and quantification of blood flow. This study aims to present a method to analyze retinal blood flow dynamics using time-resolved structural OCT. Methods: We developed novel imaging protocols to acquire video-rate time-resolved OCT B-scans (1024 × 496 pixels, 10 degrees field of view) at four different sensor integration times (integration time of 44.8 µs at a nominal A-scan rate of 20 kHz, 22.4 µs at 40 kHz, 11.2 µs at 85 kHz, and 7.24 µs at 125 kHz). The vessel centers were manually annotated for each B-scan and surrounding subvolumes were extracted. We used a velocity model based on signal-to-noise ratio (SNR) drops due to fringe washout to calculate blood flow velocity profiles in vessels within five optic disc diameters of the optic disc rim. Results: Time-resolved dynamic structural OCT revealed pulsatile SNR changes in the analyzed vessels and allowed the calculation of potential blood flow velocities at all integration times. Fringe washout was stronger in acquisitions with longer integration times; however, the ratio of the average SNR to the peak SNR inside the vessel was similar across all integration times. Conclusions: We demonstrated the feasibility of estimating blood flow profiles based on fringe washout analysis, showing pulsatile dynamics in vessels close to the optic nerve head using structural OCT. Time-resolved dynamic OCT has the potential to uncover valuable blood flow information in clinical settings.


Subject(s)
Regional Blood Flow , Retinal Vessels , Tomography, Optical Coherence , Tomography, Optical Coherence/methods , Humans , Retinal Vessels/physiology , Retinal Vessels/diagnostic imaging , Blood Flow Velocity/physiology , Regional Blood Flow/physiology , Optic Disk/blood supply , Optic Disk/diagnostic imaging , Signal-To-Noise Ratio , Male , Female , Adult , Middle Aged
13.
Invest Ophthalmol Vis Sci ; 65(6): 6, 2024 Jun 03.
Article in English | MEDLINE | ID: mdl-38833259

ABSTRACT

Purpose: To develop Choroidalyzer, an open-source, end-to-end pipeline for segmenting the choroid region, vessels, and fovea, and deriving choroidal thickness, area, and vascular index. Methods: We used 5600 OCT B-scans (233 subjects, six systemic disease cohorts, three device types, two manufacturers). To generate region and vessel ground-truths, we used state-of-the-art automatic methods following manual correction of inaccurate segmentations, with foveal positions manually annotated. We trained a U-Net deep learning model to detect the region, vessels, and fovea to calculate choroid thickness, area, and vascular index in a fovea-centered region of interest. We analyzed segmentation agreement (AUC, Dice) and choroid metrics agreement (Pearson, Spearman, mean absolute error [MAE]) in internal and external test sets. We compared Choroidalyzer to two manual graders on a small subset of external test images and examined cases of high error. Results: Choroidalyzer took 0.299 seconds per image on a standard laptop and achieved excellent region (Dice: internal 0.9789, external 0.9749), very good vessel segmentation performance (Dice: internal 0.8817, external 0.8703), and excellent fovea location prediction (MAE: internal 3.9 pixels, external 3.4 pixels). For thickness, area, and vascular index, Pearson correlations were 0.9754, 0.9815, and 0.8285 (internal)/0.9831, 0.9779, 0.7948 (external), respectively (all P < 0.0001). Choroidalyzer's agreement with graders was comparable to the intergrader agreement across all metrics. Conclusions: Choroidalyzer is an open-source, end-to-end pipeline that accurately segments the choroid and reliably extracts thickness, area, and vascular index. Especially choroidal vessel segmentation is a difficult and subjective task, and fully automatic methods like Choroidalyzer could provide objectivity and standardization.


Subject(s)
Choroid , Tomography, Optical Coherence , Humans , Choroid/blood supply , Choroid/diagnostic imaging , Tomography, Optical Coherence/methods , Male , Female , Middle Aged , Aged , Deep Learning , Retinal Vessels/diagnostic imaging , Fovea Centralis/diagnostic imaging , Fovea Centralis/blood supply , Adult , Reproducibility of Results
14.
Sci Rep ; 14(1): 12718, 2024 06 03.
Article in English | MEDLINE | ID: mdl-38830921

ABSTRACT

This study evaluated retinal and choroidal microvascular changes in night shift medical workers and its correlation with melatonin level. Night shift medical workers (group A, 25 workers) and non-night shift workers (group B, 25 workers) were recruited. The images of macula and optic nerve head were obtained by swept-source OCT-angiography. Vessel density of retina, choriocapillaris (CC), choriocapillaris flow deficit (CC FD), choroidal thickness (CT) and choroidal vascularity index (CVI) were measured. 6-sulfatoxymelatonin concentration was analyzed from the morning urine. CC FD and CVI were significantly decreased and CT was significantly increased in group A (all P < 0.05). 6-sulfatoxymelatonin concentration was significantly lower in group A (P < 0.05), which was significantly positively correlated with CC FD size (r = 0.318, P = 0.024) and CVI of the most regions (maximum r-value was 0.482, P < 0.001), and was significantly negatively associated with CT of all regions (maximum r-value was - 0.477, P < 0.001). In night shift medical workers, the reduction of melatonin was significantly correlated with CT thickening, CVI reduction and CC FD reduction, which suggested that they might have a higher risk of eye diseases. CC FD could be a sensitive and accurate indicator to reflect CC perfusion.


Subject(s)
Choroid , Melatonin , Microvessels , Retinal Vessels , Tomography, Optical Coherence , Humans , Choroid/blood supply , Choroid/diagnostic imaging , Tomography, Optical Coherence/methods , Male , Adult , Female , Melatonin/urine , Melatonin/analogs & derivatives , Microvessels/diagnostic imaging , Retinal Vessels/diagnostic imaging , Middle Aged , Shift Work Schedule/adverse effects , Angiography/methods , Retina/diagnostic imaging
15.
Transl Vis Sci Technol ; 13(6): 23, 2024 Jun 03.
Article in English | MEDLINE | ID: mdl-38940757

ABSTRACT

Purpose: To compare changes in superficial retinal vascular density (SRVD), deep retinal vascular density (DRVD), and retinal thickness (RT) of the macular zone after repeated low-level red light (RLRL) and 0.01% atropine exposure in premyopic schoolchildren. Methods: Prospective randomized trial. Sixty-nine schoolchildren with cycloplegic refraction >-0.75 D and ≤0.50 D were randomly assigned to RLRL and 0.01% atropine groups. SRVD, DRVD, and RT were measured using swept-source optical coherence tomography at baseline and six months. The macular zone was divided into three concentric rings (fovea, parafovea, and perifovea) using the Early Treatment Diabetic Retinopathy Study. Results: After six months, the whole, parafoveal, and perifoveal SRVD significantly increased in the two groups (all P < 0.05). Multivariate regression analyses showed that none of these changes varied significantly between the two groups (all P > 0.05), whereas foveal SRVD remained stable in both groups (all P > 0.05). In the RLRL group, the whole and perifoveal DRVD increased significantly (all P < 0.05), whereas no statistical difference was observed in the foveal and parafoveal DRVD. DRVD remained stable in the 0.01% atropine group (all P > 0.05). No significant differences were observed in RT changes between the two groups (all P > 0.05). In comparison, there were no significant changes in SRVD, DRVD, or RT after six months in the placebo group in our previous study. Conclusions: SRVD increased similarly in the RLRL and 0.01% atropine groups, whereas DRVD increased only in the former group. There were no significant RT changes in either group after six months of treatment in premyopic schoolchildren. Translational Relevance: This research observed the effects of low-level red light and 0.01% atropine on retinal vasculature, offering valuable insights into myopia progression prevention.


Subject(s)
Atropine , Mydriatics , Retinal Vessels , Tomography, Optical Coherence , Humans , Atropine/administration & dosage , Atropine/pharmacology , Male , Female , Child , Prospective Studies , Retinal Vessels/drug effects , Retinal Vessels/diagnostic imaging , Mydriatics/administration & dosage , Mydriatics/pharmacology , Myopia/drug therapy , Myopia/pathology , Ophthalmic Solutions/administration & dosage , Ophthalmic Solutions/therapeutic use , Phototherapy/methods , Microvascular Density/drug effects , Red Light
16.
Acta Neuropathol Commun ; 12(1): 109, 2024 Jun 28.
Article in English | MEDLINE | ID: mdl-38943220

ABSTRACT

The relationship between amyloidosis and vasculature in cognitive impairment and Alzheimer's disease (AD) pathogenesis is increasingly acknowledged. We conducted a quantitative and topographic assessment of retinal perivascular amyloid plaque (AP) distribution in individuals with both normal and impaired cognition. Using a retrospective dataset of scanning laser ophthalmoscopy fluorescence images from twenty-eight subjects with varying cognitive states, we developed a novel image processing method to examine retinal peri-arteriolar and peri-venular curcumin-positive AP burden. We further correlated retinal perivascular amyloidosis with neuroimaging measures and neurocognitive scores. Our study unveiled that peri-arteriolar AP counts surpassed peri-venular counts throughout the entire cohort (P < 0.0001), irrespective of the primary, secondary, or tertiary vascular branch location, with a notable increase among cognitively impaired individuals. Moreover, secondary branch peri-venular AP count was elevated in the cognitively impaired (P < 0.01). Significantly, peri-venular AP count, particularly in secondary and tertiary venules, exhibited a strong correlation with clinical dementia rating, Montreal cognitive assessment score, hippocampal volume, and white matter hyperintensity count. In conclusion, our exploratory analysis detected greater peri-arteriolar versus peri-venular amyloidosis and a marked elevation of amyloid deposition in secondary branch peri-venular regions among cognitively impaired subjects. These findings underscore the potential feasibility of retinal perivascular amyloid imaging in predicting cognitive decline and AD progression. Larger longitudinal studies encompassing diverse populations and AD-biomarker confirmation are warranted to delineate the temporal-spatial dynamics of retinal perivascular amyloid deposition in cognitive impairment and the AD continuum.


Subject(s)
Amyloidosis , Atrophy , Cognitive Dysfunction , Hippocampus , Humans , Male , Female , Aged , Cognitive Dysfunction/pathology , Cognitive Dysfunction/diagnostic imaging , Hippocampus/pathology , Hippocampus/diagnostic imaging , Atrophy/pathology , Amyloidosis/pathology , Amyloidosis/diagnostic imaging , Aged, 80 and over , Retrospective Studies , Middle Aged , Plaque, Amyloid/pathology , Plaque, Amyloid/diagnostic imaging , Retinal Diseases/pathology , Retinal Diseases/diagnostic imaging , Retinal Vessels/pathology , Retinal Vessels/diagnostic imaging , Ophthalmoscopy/methods
17.
Invest Ophthalmol Vis Sci ; 65(6): 11, 2024 Jun 03.
Article in English | MEDLINE | ID: mdl-38842830

ABSTRACT

Purpose: To evaluate microvascular intereye differences in diabetic patients with same-stage diabetic retinopathy (DR) in both eyes as assessed using optical coherence tomography angiography (OCTA). Methods: In this cross-sectional study, fovea-centered swept-source 6 × 6 mm OCTA scans were acquired using a 200 kHz OCTA device. Vessel density (VD) and fractal dimension were calculated on binarized, vessel-segmented images in the superficial capillary plexus (SCP) and deep capillary plexus (DCP). Foveal avascular zone (FAZ) area (FAZA) and perimeter (FAZP) was measured and FAZ circularity (FAZC) calculated. Absolute difference (δabs) and asymmetry index between eyes was assessed and compared across DR stages. Differences of VD, FD, and FAZ parameters between left and right eye were evaluated using linear mixed models. Results: A total of 336 eyes of 168 diabetic patients without DR and with DR stages ranging from mild nonproliferative to proliferative DR were included for analysis. The intereye comparison revealed significantly lower VD in the SCP (estimate [95% CI] = -0.009 [-0.01; -0.006], P < 0.01), as well as a significantly lower FD in the SCP (-0.007 [-0.009; -0.005], P < 0.01) of the left compared to the right eye. FAZC of the left compared to the right eye was lower in eyes without DR, moderate DR, and PDR (P < 0.05). FAZ δabs and asymmetry index were higher in more advanced disease stages (P < 0.05). Conclusions: OCTA metrics provide important information on the retinal microvasculature in systemic diseases such as DR. Our results reveal a significant intereye difference with lower VD and FD in the SCP as well as higher FAZ impairment of the left compared to the right eye.


Subject(s)
Diabetic Retinopathy , Fluorescein Angiography , Retinal Vessels , Tomography, Optical Coherence , Humans , Diabetic Retinopathy/diagnosis , Diabetic Retinopathy/physiopathology , Diabetic Retinopathy/diagnostic imaging , Cross-Sectional Studies , Tomography, Optical Coherence/methods , Male , Female , Middle Aged , Retinal Vessels/diagnostic imaging , Retinal Vessels/pathology , Fluorescein Angiography/methods , Aged , Microvascular Density , Fovea Centralis/blood supply , Fovea Centralis/diagnostic imaging , Fovea Centralis/pathology , Adult , Fundus Oculi , Capillaries/pathology , Capillaries/diagnostic imaging , Microvessels/pathology , Microvessels/diagnostic imaging , Visual Acuity/physiology
18.
Invest Ophthalmol Vis Sci ; 65(6): 10, 2024 Jun 03.
Article in English | MEDLINE | ID: mdl-38842831

ABSTRACT

Purpose: To investigate whether fractal dimension (FD)-based oculomics could be used for individual risk prediction by evaluating repeatability and robustness. Methods: We used two datasets: "Caledonia," healthy adults imaged multiple times in quick succession for research (26 subjects, 39 eyes, 377 color fundus images), and GRAPE, glaucoma patients with baseline and follow-up visits (106 subjects, 196 eyes, 392 images). Mean follow-up time was 18.3 months in GRAPE; thus it provides a pessimistic lower bound because vasculature could change. FD was computed with DART and AutoMorph. Image quality was assessed with QuickQual, but no images were initially excluded. Pearson, Spearman, and intraclass correlation (ICC) were used for population-level repeatability. For individual-level repeatability, we introduce measurement noise parameter λ, which is within-eye standard deviation (SD) of FD measurements in units of between-eyes SD. Results: In Caledonia, ICC was 0.8153 for DART and 0.5779 for AutoMorph, Pearson/Spearman correlation (first and last image) 0.7857/0.7824 for DART, and 0.3933/0.6253 for AutoMorph. In GRAPE, Pearson/Spearman correlation (first and next visit) was 0.7479/0.7474 for DART, and 0.7109/0.7208 for AutoMorph (all P < 0.0001). Median λ in Caledonia without exclusions was 3.55% for DART and 12.65% for AutoMorph and improved to up to 1.67% and 6.64% with quality-based exclusions, respectively. Quality exclusions primarily mitigated large outliers. Worst quality in an eye correlated strongly with λ (Pearson 0.5350-0.7550, depending on dataset and method, all P < 0.0001). Conclusions: Repeatability was sufficient for individual-level predictions in heterogeneous populations. DART performed better on all metrics and might be able to detect small, longitudinal changes, highlighting the potential of robust methods.


Subject(s)
Fractals , Humans , Female , Reproducibility of Results , Male , Middle Aged , Adult , Risk Assessment/methods , Aged , Glaucoma/diagnosis , Glaucoma/physiopathology , Follow-Up Studies , Retina/diagnostic imaging , Retinal Vessels/diagnostic imaging
19.
Front Immunol ; 15: 1404785, 2024.
Article in English | MEDLINE | ID: mdl-38835770

ABSTRACT

Purpose: To investigate the longitudinal alterations of retinal microvasculature in patients with primary coronavirus disease 2019 (COVID-19) infection. Methods: A cohort of participants, who had never been infected with COVID-19, was recruited between December 2022 and May 2023 at Peking Union Medical College Hospital in Beijing, China. Participants underwent comprehensive ophthalmologic examinations and fundus imaging, which included color fundus photography, autofluorescence photography, swept-source optical coherence tomography (SS-OCT) and SS-OCT angiography (SS-OCTA). If participants were infected with COVID-19 during the study, follow-ups with consistent imaging modality were conducted within one week and two months after recovery from the infection. Results: 31 patients (61 eyes), with a mean age of 31.0 ± 7.2 years old, were eligible for this study. All participants contracted mild COVID-19 infection within one month of baseline data collection. The average period was 10.9 ± 2.0 days post-infection for the first follow-up and 61.0 ± 3.5 days for the second follow-up. No clinical retinal microvasculopathy features were observed during the follow-ups. However, SS-OCTA analysis showed a significant increase in macular vessel density (MVD) from 60.76 ± 2.88% at baseline to 61.59 ± 3.72%(p=0.015) at the first follow-up, which subsequently returned to the baseline level of 60.23 ± 3.33% (p=0.162) at the two-month follow-up. The foveal avascular zone (FAZ) remained stable during the follow-ups with areas of 0.339 ± 0.097mm2, 0.342 ± 0.093mm2, and 0.344 ± 0.098mm2 at the baseline, first follow-up (p=0.09) and second follow-up (p=0.052), respectively. Central macular thickness, cube volume and ganglion cell-inner plexiform layer showed a transient decrease at the first follow-up(p<0.001, p=0.039, p=0.002, respectively), and increased to baseline level at the two-month follow-up(p=0.401, p=0.368, p=0.438, respectively). Conclusion: Mild COVID-19 infection may temporarily and reversibly impact retinal microvasculature, characterized by a transient increase in retinal blood flow during the early recovery phase, which returns to the pre-infection level two months post-infection.


Subject(s)
COVID-19 , Microvessels , Retinal Vessels , SARS-CoV-2 , Tomography, Optical Coherence , Humans , COVID-19/pathology , Male , Female , Adult , Retinal Vessels/diagnostic imaging , Retinal Vessels/pathology , Longitudinal Studies , Microvessels/diagnostic imaging , Microvessels/pathology , Middle Aged , Young Adult , China/epidemiology
20.
Retina ; 44(7): 1217-1223, 2024 Jul 01.
Article in English | MEDLINE | ID: mdl-38900579

ABSTRACT

PURPOSE: To describe the progression from outer retinal neovascularization (ORNV) to exudative subretinal new vessels (SRNVs) in idiopathic macular telangiectasia type 2. METHODS: A total of 135 patients (270 eyes) imaged with optical coherence tomography angiography were included. MAIN OUTCOME MEASURES: Ellipsoid zone loss, outer retinal hyperreflectivity, ORNV, and SRNVs. Outer retinal neovascularization was defined as a flow signal passing through the outer plexiform layer, with or without vertical linear outer retinal hyperreflectivity on the optical coherence tomography B-scan. Subretinal new vessels were defined as an abnormal capillary network with a peripheral anastomotic arcade seen on en face optical coherence tomography angiography and a convex hyperreflectivity at the retinal pigment epithelium. RESULTS: Subretinal new vessels were observed in 38/270 eyes (14%). Subretinal new vessels were at a fibrotic stage in 24/38 eyes and at an exudative stage in 6/38 eyes, and a progression from ORNV to SRNVs was documented in 8/38 eyes. All cases showed an ellipsoid zone loss. In seven eyes (2.5%), SRNVs were also associated with subepithelial neovascularization. No retinochoroidal anastomosis was detected. The visual acuity dropped when SRNVs were present. CONCLUSION: In this case series, SRNVs were found in 14% of eyes. In all cases, they were associated with an ellipsoid zone loss and with outer retinal hyperreflectivity. A progression from ORNV to SRNVs was observed.


Subject(s)
Fluorescein Angiography , Retinal Neovascularization , Retinal Telangiectasis , Retinal Vessels , Tomography, Optical Coherence , Visual Acuity , Humans , Tomography, Optical Coherence/methods , Female , Male , Retinal Neovascularization/diagnosis , Retinal Neovascularization/etiology , Fluorescein Angiography/methods , Aged , Middle Aged , Retinal Telangiectasis/diagnosis , Retinal Telangiectasis/complications , Retinal Vessels/pathology , Retinal Vessels/diagnostic imaging , Retrospective Studies , Fundus Oculi , Disease Progression , Retinal Pigment Epithelium/pathology , Aged, 80 and over , Adult
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