Optic Disk

视盘
  • 文章类型: Journal Article
    目的:本研究旨在使用基于人工智能(AI)的彩色眼底照片(CFP)分析,定量评估远视儿童视神经乳头和视网膜血管参数与年龄和等效球面屈光度(SER)的关系。
    方法:这项横断面研究包括324名年龄在3-12岁的远视儿童。将参与者分为低远视(SER0.5D至2.0D)和中度至高度远视(SER≥2.0D)组。眼底参数,如视盘面积和平均血管直径,使用AI自动和定量检测。单变量分析中的显著变量(p<0.05)包括在逐步多元线性回归中。
    结果:总体而言,包括324名儿童,低172和中至高远视152。中位视盘面积和血管直径分别为1.42mm2和65.09µm,分别。高度远视儿童的上神经视网膜边缘(NRR)宽度和血管直径均大于低,中度远视儿童。在单变量分析中,轴向长度与较小的上NRR宽度显着相关(β=-3.030,p<0.001),更小的时间NRR宽度(β=-1.469,p=0.020)和更小的血管直径(β=-0.076,p<0.001)。视盘面积和垂直盘直径随年龄的变化呈轻度负相关。
    结论:基于AI的CFP分析显示,高度远视儿童的平均血管直径较大,但垂直杯盘比小于低远视儿童。这表明AI可以提供远视儿童眼底参数的定量数据。
    OBJECTIVE: This study aimed to quantitatively evaluate optic nerve head and retinal vascular parameters in children with hyperopia in relation to age and spherical equivalent refraction (SER) using artificial intelligence (AI)-based analysis of colour fundus photographs (CFP).
    METHODS: This cross-sectional study included 324 children with hyperopia aged 3-12 years. Participants were divided into low hyperopia (SER+0.5 D to+2.0 D) and moderate-to-high hyperopia (SER≥+2.0 D) groups. Fundus parameters, such as optic disc area and mean vessel diameter, were automatically and quantitatively detected using AI. Significant variables (p<0.05) in the univariate analysis were included in a stepwise multiple linear regression.
    RESULTS: Overall, 324 children were included, 172 with low and 152 with moderate-to-high hyperopia. The median optic disc area and vessel diameter were 1.42 mm2 and 65.09 µm, respectively. Children with high hyperopia had larger superior neuroretinal rim (NRR) width and larger vessel diameter than those with low and moderate hyperopia. In the univariate analysis, axial length was significantly associated with smaller superior NRR width (β=-3.030, p<0.001), smaller temporal NRR width (β=-1.469, p=0.020) and smaller vessel diameter (β=-0.076, p<0.001). A mild inverse correlation was observed between the optic disc area and vertical disc diameter with age.
    CONCLUSIONS: AI-based CFP analysis showed that children with high hyperopia had larger mean vessel diameter but smaller vertical cup-to-disc ratio than those with low hyperopia. This suggests that AI can provide quantitative data on fundus parameters in children with hyperopia.
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  • 文章类型: Journal Article
    目的:应用光学相干断层扫描血管造影(OCTA)研究溴莫尼定对原发性开角型青光眼(POAG)视神经乳头(ONH)和黄斑血管密度和血流指数的影响。
    方法:23例未服用溴莫尼定的POAG患者开始服用溴莫尼定。在开始使用溴莫尼定之前和之后一个月,他们接受了OCTAONH和黄斑。每次就诊时测量全身动脉压(SABP)和眼内压(IOP)以计算平均眼灌注压(MOPP)。使用ImageJ软件分析OCT血管造影照片以计算ONH和黄斑血流指数。
    结果:37只眼(23例),平均年龄56.7±12.49岁,其中60.8%为男性。溴莫尼定与浅表血流指数(SFI)(P值=0.02)和视神经头血流指数(ONHFI)(P值=0.01)的增加有关。此外,整个图像的浅表血管密度(SVD),上半和中央凹增加(P值分别为0.03,0.02,0.03)。尽管下象限视网膜神经纤维层厚度(RNFLT)增加(P值=0.03),但ONH下半血管密度降低(P值=0.01)。基线和随访时,流量指数与MOPP之间无统计学意义的相关性。在基线和随访时,中央凹的SVD和DVD与MOPP之间呈中度负相关(P值=0.03,0.05)(P值=0.02,0.01)。
    结论:溴莫尼定与SFI升高有关,ONHFI和SVD表明POAG中GCC和RNFL灌注改善。尽管下象限RNFLT增加,下半ONHVD的同时下降排除了血流动力学介导的RNFLT改善的结论.
    OBJECTIVE: 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.
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  • 文章类型: Journal Article
    本研究旨在使用扫频源光学相干断层扫描(SS-OCT)和其他眼科参数研究血液透析(HD)对终末期患者视神经乳头(ONH)的筛板(LC)的影响。肾脏疾病(ESKD)。这项前瞻性观察性研究包括29例因ESKD而接受HD的患者。ONH参数包括神经管直径(NCD),乳头周围垂直高度(PVH),和前LC深度(LCD),使用SS-OCT进行评估。统计分析HD前后ONH参数的变化。使用Pearson的相关性分析确定了LCD变化与其他眼部和全身测量之间的相关性。平均前LCD从HD前的441.6±139.8μm降至HD后的413.5±141.7μm(P=0.001)。平均NCD和PVH在HD后没有显示显著变化(分别为P=0.841和P=0.574)。前LCD的变化与平均眼灌注压之间存在显着相关性(r=0.397,P=0.036)。我们观察到HD后前部LCD的显着减少。我们的研究表明,HD可以影响ONH,尤其是在LC。
    This study is aimed to investigate the effect of hemodialysis (HD) on the lamina cribrosa (LC) of the optic nerve head (ONH) using swept-source optical coherence tomography (SS-OCT) and other ophthalmological parameters in patients with end-stage kidney disease (ESKD). This prospective observational study included 29 patients who underwent HD for ESKD. ONH parameters including neural canal diameter (NCD), peripapillary vertical height (PVH), and anterior LC depth (LCD), were assessed using SS-OCT. Changes in the ONH parameters before and after HD were statistically analysed. Correlations between changes in the LCD and other ocular and systemic measurements were identified using Pearson\'s correlation analyses. The mean anterior LCD significantly decreased from 441.6 ± 139.8 μm before HD to 413.5 ± 141.7 μm after HD (P = 0.001). Mean NCD and PVH did not show significant changes after HD (P = 0.841 and P = 0.574, respectively). A significant correlation was found between changes in the anterior LCD and the mean ocular perfusion pressure (r = 0.397, P = 0.036). We observed a significant decrease in anterior LCD after HD. Our study suggests that HD can influence the ONH, especially in the LC.
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  • 文章类型: Journal Article
    探讨光学相干断层扫描(OCT)分析的视盘参数与有症状的玻璃体后脱离(PVD)患者周边视网膜撕裂的发生之间的关联。
    这项横断面研究纳入了75例急性PVD症状患者,根据是否发生周边视网膜撕裂将患者分为两组。
    当比较视网膜撕裂和对照组之间的平均视网膜神经纤维层(RNFL)厚度(μm)时,研究表明,患有视网膜撕裂的患者有明显更高的(87.18[95%置信区间(CI),84.47至89.9]vs81.14[95%CI,77.81至84.46],P=0.005)平均RNFL厚度。此外,我们观察到泪液组和对照组之间的杯体积(mm3)大小存在显着差异(0.13,0.06至0.22vs0.07,0.04至0.1,P=0.036,Mann-WhitneyU检验),分别。线性回归显示平均RNFL厚度随着年龄的增加而显著降低(P=0.029)。但两组之间没有显着差异。泪液组与对照组在边缘面积方面无统计学差异,光盘面积,和平均杯盘比。
    具有较高的平均RNFL厚度和通过OCT测量的较大杯体积的患者更容易发生周边视网膜撕裂。由于创伤和随后的炎症,乳头周围平均RNFL厚度增加,可能与视网膜上更粘附的后透明膜有关,也可能表明视网膜撕裂发生的周边视网膜区域的粘连增强。视神经乳头的OCT分析可用于日常临床实践中,作为有症状的PVD患者周围视网膜撕裂发展的预测因子。
    UNASSIGNED: To investigate association between optic disc parameters analyzed by optical coherence tomography (OCT) and occurrence of peripheral retinal tears in patients with symptomatic posterior vitreous detachment (PVD).
    UNASSIGNED: This cross-sectional study enrolled 75 patients with symptoms of acute PVD, who were allocated into two groups based on whether a peripheral retinal tear occurred or not.
    UNASSIGNED: When comparing the average retinal nerve fiber layer (RNFL) thickness (μm) between retinal tear and control groups, it was shown that patients with a retinal tear have a significantly higher (87.18 [95% confidence interval (CI), 84.47 to 89.9] vs 81.14 [95% CI, 77.81 to 84.46], P = 0.005) average RNFL thickness. Furthermore, we observed a significant difference (0.13, 0.06 to 0.22 vs 0.07, 0.04 to 0.1, P = 0.036, Mann-Whitney U-test) in the size of cup volume (mm3) between the tear and control groups, respectively. Linear regression showed a significant decrease (P = 0.029) in average RNFL thickness with increasing age, but without a significant difference between the two groups. There was no statistically significant difference between the tear and control groups in terms of rim area, disc area, and average cup-to-disc ratio.
    UNASSIGNED: Patients with a higher average RNFL thickness and larger cup volume measured by OCT were more prone to develop a peripheral retinal tear. Increased peripapillary average RNFL thickness due to trauma and subsequent inflammation, possibly related to the more adherent posterior hyaloid membrane to the retina, may also indicate strengthened adhesions in the areas of the peripheral retina where retinal tears occur. OCT analysis of the optic nerve head may be used in everyday clinical practice as a predictor of the development of peripheral retinal tears in patients with symptomatic PVD.
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  • 文章类型: Journal Article
    背景:青光眼是一种世界性的眼病,可导致不可逆的视力丧失。早期发现青光眼对减少视力丧失很重要,而视网膜眼底图像检查由于其成本低,是青光眼诊断最常用的解决方案之一。临床上,眼底图像的杯盘比是青光眼诊断的重要指标。近年来,已经有越来越多的算法用于分割和识别视盘(OD)和视杯(OC),但是这些算法的普适性一般较差,分割性能,和分割精度。
    方法:通过改进YOLOv8算法对OD和OC进行分割。首先,设计了一组算法,使REFUGE数据集的结果图像适应YOLOv8算法的输入格式。其次,为了提高分割性能,改进了YOLOV8的网络结构,包括添加ROI(感兴趣区域)模块,将边界框回归损失函数从CIOU修改为Focal-EIoU。最后,通过训练和测试REFUGE数据集,对改进的YOLOv8算法进行了评价。
    结果:实验结果表明,改进的YOLOv8算法在REFUGE数据集上实现了良好的分割性能。在OD和OC分割测试中,F1得分为0.999。
    结论:我们改进了YOLOv8算法,并将改进的模型应用于眼底图像中OD和OC的分割任务。结果表明,改进后的模型在训练速度上远远优于主流的U-Net模型,分割性能,和分割精度。
    BACKGROUND: Glaucoma is a worldwide eye disease that can cause irreversible vision loss. Early detection of glaucoma is important to reduce vision loss, and retinal fundus image examination is one of the most commonly used solutions for glaucoma diagnosis due to its low cost. Clinically, the cup-disc ratio of fundus images is an important indicator for glaucoma diagnosis. In recent years, there have been an increasing number of algorithms for segmentation and recognition of the optic disc (OD) and optic cup (OC), but these algorithms generally have poor universality, segmentation performance, and segmentation accuracy.
    METHODS: By improving the YOLOv8 algorithm for segmentation of OD and OC. Firstly, a set of algorithms was designed to adapt the REFUGE dataset\'s result images to the input format of the YOLOv8 algorithm. Secondly, in order to improve segmentation performance, the network structure of YOLOv8 was improved, including adding a ROI (Region of Interest) module, modifying the bounding box regression loss function from CIOU to Focal-EIoU. Finally, by training and testing the REFUGE dataset, the improved YOLOv8 algorithm was evaluated.
    RESULTS: The experimental results show that the improved YOLOv8 algorithm achieves good segmentation performance on the REFUGE dataset. In the OD and OC segmentation tests, the F1 score is 0.999.
    CONCLUSIONS: We improved the YOLOv8 algorithm and applied the improved model to the segmentation task of OD and OC in fundus images. The results show that our improved model is far superior to the mainstream U-Net model in terms of training speed, segmentation performance, and segmentation accuracy.
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  • 文章类型: Journal Article
    目的:本研究的目的是评估不同类型青光眼的筛板曲率指数,并与临床发现和常规测量方法进行比较。
    方法:在费拉特大学医学院眼科青光眼室随访的18岁以上患者,他们的疾病至少得到了1年的控制,至少有三个可靠的视野,他们的屈光度在-6到+5屈光度之间,除了青光眼之外没有任何会影响视野的疾病,包括在研究中。临床和人口统计学特征,视野,评估光学相干断层扫描和筛板曲率指数(LCCI)的结果。将研究患者分为6组:早期原发性开角型青光眼(POAG)为1组,中晚期POAG为2组,假性剥脱性青光眼(PEXG)为3组,正常眼压性青光眼(NTG)为4组,随后发展为POAG的高眼压患者为5组,健康对照组为6组。
    结果:本研究共纳入101例患者的189只眼。47例患者为男性(46.5%),54例为女性(53.5%)。平均年龄为62.43±1.49岁。LCCI,平均偏差(MD),视野指数(VFI),在所有组中分析了模式标准偏差(PSD)和视网膜神经纤维层厚度(RNFL)值,Pearson相关性分析显示,在所有组中,PSD和RNFL测量值与LCCI值之间具有统计学上的显着相关性。在第2、3和4组中,MD值与LCCI相关,而除第5组外,所有组的VFI值与LCCI相关。当根据事后Tamhane检验将各组进行比较时,LCCI测量显示具有统计学意义的结果与MD一致,VFI,PSD和RNFL值。
    结论:LCCI评估与常规测试基本一致。在这项研究中,同时检查不同类型的青光眼和健康受试者,LCCI有望成为一种详细可靠的评估方法。
    OBJECTIVE: The aim of this study was to evaluate the lamina cribrosa curvature index in different types of glaucoma in comparison with clinical findings and conventional measurement methods.
    METHODS: Patients older than 18 years who were followed up in Glaucoma Unit of Department of Ophthalmology at Fırat University Faculty of Medicine, whose disease had been under control at least for 1 year, who had at least three reliable visual fields, whose refractive error was between - 6 and + 5 diopter and who did not have any disease other than glaucoma that would affect the visual field, were included in the study. Clinical and demographic characteristics, visual field, optical coherence tomography and lamina cribrosa curvature index (LCCI) results were evaluated. The study patients were divided into six groups: early-stage primary open-angle glaucoma (POAG) as group 1 and intermediate-advanced stage POAG as group 2, pseudo-exfoliation glaucoma (PEXG) as group 3, normal tension glaucoma (NTG) as group 4, ocular hypertension patients whom subsequently developed POAG as group 5 and healthy control as group 6.
    RESULTS: A total of 189 eyes of 101 patients were included in our study. Forty-seven patients were male (46.5%) and 54 were female (53.5%). The mean age was 62.43 ± 1.49 years. LCCI, mean deviation (MD), visual field index (VFI), pattern standard deviation (PSD) and retinal nerve fiber layer thickness (RNFL) values were analyzed in all groups and Pearson correlation analysis showed statistically significant correlation between PSD and RNFL measurements with LCCI values in all groups. MD value was correlated with LCCI in groups 2, 3 and 4, while VFI value was correlated with LCCI in all groups except group 5. When the groups were compared with each other according to the Post-Hoc Tamhane test, LCCI measurement showed statistically significant results in accordance with MD, VFI, PSD and RNFL values.
    CONCLUSIONS: The LCCI assessment is mostly consistent with conventional tests. In this study, in which different types of glaucoma and healthy subjects were examined simultaneously, LCCI shows promise as a detailed and reliable assessment method.
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  • 文章类型: Journal Article
    背景:乳头水肿是由颅内压(ICP)升高引起的视盘肿胀,可损害视神经并导致随后的视力丧失。假性视盘水肿是指视盘抬高,没有视盘周围液体,可能是由几种视盘疾病引起的。视盘玻璃疣(ODD)是最常见的原因。偶尔,假乳头水肿患者被误诊为乳头水肿,导致不必要的程序的可能性。我们旨在彻底检查有关乳头水肿和假乳头水肿原因的最新证据,以及区分这两种情况的几种方法。
    方法:在包括PubMed和googlescholar在内的电子数据库上使用与评估的病理相关的关键词进行了广泛的文献检索。收集数据,然后以综合形式进行汇总。
    结果:使用各种技术来区分乳头水肿和假乳头水肿。这些技术包括荧光素眼底血管造影,光学相干层析成像,超声检查,和磁共振成像。如果结果可疑,可能需要进行腰椎穿刺和其他侵入性手术。
    结论:乳头水肿是一种可能导致视觉影响的视力威胁疾病。许多椎间盘条件可能模仿乳头水肿。因此,区分乳头水肿和假性水肿至关重要,可以通过多种方式进行。
    BACKGROUND: Papilledema is the optic disc swelling caused by increased intracranial pressure (ICP) that can damage the optic nerve and cause subsequent vision loss. Pseudopapilledema refers to optic disc elevation without peripapillary fluid that can arise from several optic disc disorders, with optic disc drusen (ODD) being the most frequent cause. Occasionally, pseudopapilledema patients are mistakenly diagnosed as papilledema, leading to the possibility of unneeded procedures. We aim to thoroughly examine the most current evidence on papilledema and pseudopapilledema causes and several methods for distinguishing between both conditions.
    METHODS: An extensive literature search was conducted on electronic databases including PubMed and google scholar using keywords that were relevant to the assessed pathologies. Data were collected and then summarized in comprehensive form.
    RESULTS: Various techniques are employed to distinguish between papilledema and pseudopapilledema. These techniques include Fundus fluorescein angiography, optical coherence tomography, ultrasonography, and magnetic resonance imaging. Lumbar puncture and other invasive procedures may be needed if results are suspicious.
    CONCLUSIONS: Papilledema is a sight-threatening condition that may lead to visual affection. Many disc conditions may mimic papilledema. Accordingly, differentiation between papilledema and pseudopailledema is crucial and can be conducted through many modalities.
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  • 文章类型: Journal Article
    目的:使用变化分析软件(CAS)表征视网膜神经纤维层(RNFL)早期患者的青光眼进展,用于跟踪RNFL变薄。
    方法:我们回顾性分析了92例早期青光眼患者的92只眼。根据对假性剥脱性青光眼(PEG)和原发性开角型青光眼(POAG)的诊断,将患者分为两个亚组。对所有患者进行了完整的眼科检查。此外,对每位患者进行自动视野检查.此外,傅里叶域光学相干断层扫描(OCT)用于测量RNFL和中央角膜厚度。使用OCT设备的CAS,我们计算了每位患者的年度总RNFL和青光眼RNFL减薄率。
    结果:共有44名PEG和48名POAG患者被纳入研究。对这些患者的右眼测量结果进行分析和比较。两组患者年龄差异无统计学意义,性别,以及每年的就诊次数(每次p>0.05)。然而,基线时(91.39±10.71和96.9±8.6µm)和末次访视时(85.2±15.76µm和91.56±9.58µm)的平均RNFL厚度在两组间差异有统计学意义(分别为p=0.043,p=0.039).此外,两组之间的年度RNFL减薄率(1.43±0.81µm和1.07±0.32µm)差异有统计学意义(p=0.009).
    结论:早期PEG患者的青光眼性RNFL年损失率(1.23µm)高于POAG患者(0.87µm)。然而,尽管有这些损失率,在这些患者的视野检查中未检测到暗点.因此,在早期青光眼患者的随访中使用CAS是监测青光眼进展的有用替代方法.此外,这种方法可用于特殊人群青光眼的诊断和随访的未来研究(例如,病理性近视或高度远视者)未包含在规范数据库中。
    OBJECTIVE: To characterize glaucoma progression in early-stage patients with retinal nerve fiber layer (RNFL) using the change analysis software (CAS), which was utilized to track RNFL thinning.
    METHODS: We retrospectively analyzed 92 eyes of 92 patients with early-stage glaucoma. Patients were divided into two subgroups based on their diagnosis of pseudoexfoliation glaucoma (PEG) and primary open-angle glaucoma (POAG). A complete ophthalmologic examination was performed on all patients. Additionally, automated perimetry was conducted on each patient. Furthermore, Fourier-domain optical coherence tomography (OCT) was employed to measure RNFL and central corneal thickness. Using the OCT device\'s CAS, we computed the annual rate of total and glaucomatous RNFL thinning for each patient.
    RESULTS: A total of 44 PEG and 48 POAG patients were included in the study. The right eye measurements of these patients were analyzed and compared. The two groups were not significantly different in age, gender, and the number of visits per year (p > 0.05, for each). However, the difference between the mean RNFL thickness at baseline (91.39 ± 10.71 and 96.9 ± 8.6 µm) and at the last visit (85.2 ± 15.76 µm and 91.56 ± 9.58 µm) was statistically significant between the two groups (p = 0.043, p = 0.039, respectively). Additionally, the difference in annual RNFL thinning rates (1.43 ± 0.81 µm and 1.07 ± 0.32 µm) between the two groups was statistically significant (p = 0.009).
    CONCLUSIONS: The annual rate of glaucomatous RNFL loss in early-stage PEG patients (1.23 µm) was higher than in POAG patients (0.87 µm). However, despite these loss rates, scotoma was not detected in the visual field tests of these patients. Therefore, using CAS in the follow-up of early-stage glaucoma patients is a useful alternative for monitoring glaucomatous progression. Furthermore, this method can be utilized in future research for the diagnosis and follow-up of glaucoma in special populations (e.g., those with pathological myopia or high hyperopia) that are not included in normative databases.
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  • 文章类型: Journal Article
    使用深度学习方法,从青光眼患者的全光谱中的视神经-头部和黄斑中心谱域(SD)光学相干断层扫描(OCT)图像中探索结构-功能丧失关系。
    考虑了包含5238只被分类为疑似或诊断为青光眼的独特眼睛的队列。所有患者均接受眼科检查,包括标准自动视野检查(SAP)。黄斑OCT,和乳头周围的OCT在同一天。对深度学习模型进行了训练,以使用来自七个层的视网膜厚度图估计G模式视野(VF)平均偏差(MD)和聚类MD:视网膜神经纤维层(RNFL),神经节细胞层和内网状层(GCL+IPL),内部核层和外部丛状层(INL+OPL),外核层(ONL),光感受器和视网膜色素上皮(PR+RPE),脉络膜毛细血管和脉络膜基质(CC+CS),视网膜总厚度(RT)。
    通过RNFL实现了MD预测的最佳性能,GCL+IPL和RT层,R2评分分别为0.37、0.33和0.31。结合黄斑和乳头周围扫描优于单模态预测,实现0.48的R2值。集群MD预测显示出有希望的结果,特别是在中央集群中,达到0.56的R2。
    多种模态的组合,例如来自黄斑SD-OCT图像的视神经头圆形B扫描和视网膜厚度图,提高了MD和聚类MD预测的性能。我们提出的模型证明了在青光眼早期至中期预测MD的最高准确性。
    用SD-OCT记录的客观措施可以优化视野测试的数量,并通过根据功能损伤的深度学习估计调整VF测试频率来改善个性化青光眼护理。
    UNASSIGNED: To explore the structural-functional loss relationship from optic-nerve-head- and macula-centred spectral-domain (SD) Optical Coherence Tomography (OCT) images in the full spectrum of glaucoma patients using deep-learning methods.
    UNASSIGNED: A cohort comprising 5238 unique eyes classified as suspects or diagnosed with glaucoma was considered. All patients underwent ophthalmologic examination consisting of standard automated perimetry (SAP), macular OCT, and peri-papillary OCT on the same day. Deep learning models were trained to estimate G-pattern visual field (VF) mean deviation (MD) and cluster MD using retinal thickness maps from seven layers: retinal nerve fiber layer (RNFL), ganglion cell layer and inner plexiform layer (GCL + IPL), inner nuclear layer and outer plexiform layer (INL + OPL), outer nuclear layer (ONL), photoreceptors and retinal pigmented epithelium (PR + RPE), choriocapillaris and choroidal stroma (CC + CS), total retinal thickness (RT).
    UNASSIGNED: The best performance on MD prediction is achieved by RNFL, GCL + IPL and RT layers, with R2 scores of 0.37, 0.33, and 0.31, respectively. Combining macular and peri-papillary scans outperforms single modality prediction, achieving an R2 value of 0.48. Cluster MD predictions show promising results, notably in central clusters, reaching an R2 of 0.56.
    UNASSIGNED: The combination of multiple modalities, such as optic-nerve-head circular B-scans and retinal thickness maps from macular SD-OCT images, improves the performance of MD and cluster MD prediction. Our proposed model demonstrates the highest level of accuracy in predicting MD in the early-to-mid stages of glaucoma.
    UNASSIGNED: Objective measures recorded with SD-OCT can optimize the number of visual field tests and improve individualized glaucoma care by adjusting VF testing frequency based on deep-learning estimates of functional damage.
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  • 文章类型: Journal Article
    背景:视网膜神经纤维的定量分析对于视神经疾病的诊断和治疗具有重要意义。与RNFL厚度相比,乳头周围视网膜神经纤维层(RNFL)横截面积可以更准确地定量评估视网膜神经纤维,但以前没有关于乳头周围RNFL横截面积或其他参数的报道。本研究的目的是确定中国成年人群的乳头周围RNFL横截面积及其与其他因素的关系。
    方法:在以视盘为中心的直径为12°的乳头周围圆形光学相干断层扫描(OCT)扫描过程中测量RNFL横截面积。在一项针对中国成年人口的横断面研究中,通过线性回归分析评估了RNFL横截面积与其他参数之间的相关性。
    结果:共检查了2404名受试者的2404只眼。多元线性回归分析显示,RNFL横截面积大与年龄小相关(p<0.001),女性(p=0.001),无糖尿病史(p=0.012)和较大的视盘面积(p<0.001)。
    结论:乳头周围RNFL横截面面积与视盘面积呈正相关,提示视盘较大的眼睛有较厚的RNFL。需要进一步的研究来确认这种相关性是否是由于视网膜神经纤维数量或其他因素的差异。
    BACKGROUND: Quantitative analysis of retinal nerve fibers is important for the diagnosis and treatment of optic nerve diseases. Peripapillary retinal nerve fiber layer (RNFL) cross-sectional area may give a more accurate quantitative assessment of retinal nerve fibers than RNFL thickness but there have been no previous reports of the peripapillary RNFL cross-sectional area or other parameters. The purpose of the current study was to determine peripapillary RNFL cross-sectional area and its association with other factors in an adult Chinese population.
    METHODS: RNFL cross-sectional area was measured during peripapillary circular optical coherence tomography (OCT) scan with a diameter of 12° centered on the optic disc. Correlation between RNFL cross-sectional area and other parameters was evaluated by linear regression analysis in a cross-sectional study of an adult Chinese population.
    RESULTS: A total of 2404 eyes from 2404 subjects were examined. Multivariate linear regression analysis showed that larger RNFL cross-sectional area correlated with younger age (p < 0.001), female gender (p = 0.001), no history of diabetes (p = 0.012) and larger optic disc area (p < 0.001).
    CONCLUSIONS: Peripapillary RNFL cross-sectional area is correlated positively with optic disc area, suggesting that eyes with larger optic discs have thicker RNFL. Further studies are needed to confirm whether this correlation is due to differences in the numbers of retinal nerve fibers or other factors.
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