Optical coherence tomography angiography

光学相干断层扫描血管造影
  • 文章类型: Journal Article
    目的:为了确定黄斑是否有定量变化,脉络膜毛细管,由于系统性红斑狼疮(SLE)患者存在狼疮性肾炎(LN),使用光学相干断层扫描血管造影(OCTA)和乳头状周围微血管结构,并研究这些定量值与疾病持续时间之间的相关性。
    方法:评估了在风湿病诊所随访诊断为SLE的55例患者。作为对照组,包括61例年龄和性别匹配的健康个体的61只眼。将SLE患者进一步分为两组:LN组(29只眼)和无LN组(26只眼)。黄斑,脉络膜毛细管,用OCTA对3个研究组的乳头周围微血管结构进行定量分析和比较。还对测量的定量值和疾病持续时间进行了相关性分析。
    结果:在黄斑微血管(MMV)分析中,SLE两组浅表毛细血管丛(SCP)的血管密度(VD)均降低,而深毛细血管丛(DCP)的下降仅在患有LN的SLE组中。与对照组相比,SLE伴LN组的中央凹密度显着降低,放射状乳头周围毛细血管VDs或脉络膜毛细血管流动面积没有显着差异。在任一SLE组中,疾病持续时间与OCTA测量的任何定量参数均不相关。
    结论:确定SLE肾损害患者视网膜微血管循环的差异有助于预测可能的肾病,从而指导该患者的治疗过程。
    OBJECTIVE: To determine whether there are quantitative changes in macular, choriocapillary, and peripapillary microvascular structures using optical coherence tomography angiography (OCTA) due to the presence of lupus nephritis (LN) in patients with systemic lupus erythematosus (SLE) and to investigate the correlation between these quantitative values and disease duration.
    METHODS: Fifty -five patients followed up in the rheumatology clinic with an SLE diagnosis were evaluated. As the control group, 61 eyes of 61 age- and gender-matched healthy individuals were included. The patients with SLE were further divided into two groups: those with LN (29 eyes) and those without LN (26 eyes). Macular, choriocapillary, and peripapillary microvascular structures were quantitatively analyzed with OCTA and compared between the three study groups. A correlation analysis of the measured quantitative values and disease duration was also performed.
    RESULTS: In macular microvascular (MMV) analysis, the vessel densities (VDs) of the superficial capillary plexus (SCP) decreased in both SLE groups, while those of the deep capillary plexus (DCP) decreased only in the SLE group with LN. The foveal density significantly decreased in the SLE group with LN compared to the control group, there were no significant differences in terms of the radial peripapillary capillary VDs or the choriocapillaris flow area. Disease duration was not correlated with any of the quantitative parameters measured by OCTA in either SLE group.
    CONCLUSIONS: Identifying differences in retinal microvascular circulation in SLE patients with kidney damage helps predict possible nephropathy and therefore guides the treatment process of this patient.
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  • 文章类型: Journal Article
    目的:使用扫频源光学相干断层扫描(SS-OCT)研究了中度AMD(iAMD)眼中高反射病灶(HRF)的总黄斑负荷与持续性脉络膜超透射缺损(hyperTD)发病之间的关系。
    方法:一项前瞻性研究的事后亚组分析。
    方法:对纳入前瞻性SS-OCT研究的受试者的iAMD眼进行回顾性回顾。在基线和随访时,所有眼睛均接受6×6mmSS-OCT血管造影(SS-OCTA)成像。使用面部视网膜下色素上皮(subRPE)平板,其分割边界位于布鲁赫膜(BM)下方64-400µm处,以识别持续性脉络膜高TDs。在基线时,没有一只眼睛有持续性的高TDs。基于相应的B扫描,使用相同的subRPE平板识别可归因于直接内(iHRF)或沿RPE(rpeHRF)定位的HRF的脉络膜低透射缺陷(hypoTD)。两个独立的分级者使用半自动算法来验证和完善HRF轮廓。每次访视时测量5mm中央凹圆内的HRF面积和玻璃疣体积。
    结果:纳入本研究的121例患者的171只眼的中位随访时间为59.1个月(95CI:52.0-67.8个月)。其中,149只眼睛(87%)患有HRF,82例(48%)在随访期间出现至少一种持续性的高热TD。尽管单变量Cox回归分析显示玻璃疣体积和总HRF面积均与第一次持续性高TD的发作有关。多变量分析表明,总HRF面积是高血压发作的唯一重要预测因素(P<0.001)。ROC分析确定HRF面积≥0.07mm²,以预测一年内持续性hyperTDs的发作,曲线下面积(AUC)为0.661(0.570-0.753),对应的敏感性为55%,特异性为74%(P<0.001)。
    结论:HRF的总黄斑负荷,其中包括沿RPE和视网膜内的HRF,是从iAMD到持续性hyperTDs发作的疾病进展的重要预测因子,应作为一个关键的OCT生物标志物,在未来的临床试验中选择具有疾病进展高风险的iAMD患者。
    OBJECTIVE: The association between the total macular burden of hyperreflective foci (HRF) in eyes with intermediate AMD (iAMD) and the onset of persistent choroidal hypertransmission defects (hyperTDs) was studied using swept-source optical coherence tomography (SS-OCT).
    METHODS: Post hoc subgroup analysis of a prospective study.
    METHODS: A retrospective review of iAMD eyes from subjects enrolled in a prospective SS-OCT study was performed. All eyes underwent 6×6 mm SS-OCT angiography (SS-OCTA) imaging at baseline and follow-up visits. En face sub-retinal pigment epithelium (subRPE) slabs with segmentation boundaries positioned 64-400 µm beneath Bruch\'s membrane (BM) were used to identify persistent choroidal hyperTDs. None of the eyes had persistent hyperTDs at baseline. The same subRPE slab was used to identify choroidal hypotransmission defects (hypoTDs) attributable to HRF located either intraretinally (iHRF) or along the RPE (rpeHRF) based on corresponding B-scans. A semiautomated algorithm was used by two independent graders to validate and refine the HRF outlines. The HRF area and the drusen volume within a 5mm fovea-centered circle were measured at each visit.
    RESULTS: The median follow-up time for the 171 eyes from 121 patients included in this study was 59.1 months (95%CI: 52.0-67.8 months). Of these, 149 eyes (87%) had HRF, and 82 (48%) developed at least one persistent hyperTD during the follow-up. Although univariable Cox regression analyses showed that both drusen volume and total HRF area were associated with the onset of the first persistent hyperTD, multivariable analysis showed that the area of total HRF was the sole significant predictor for the onset of hyperTDs (P<0.001). ROC analysis identified an HRF area ≥ 0.07 mm² to predict the onset of persistent hyperTDs within one year with an area under the curve (AUC) of 0.661 (0.570-0.753), corresponding to a sensitivity of 55% and a specificity of 74% (P<0.001).
    CONCLUSIONS: The total macular burden of HRF, which includes both the HRF along the RPE and within the retina, is an important predictor of disease progression from iAMD to the onset of persistent hyperTDs and should serve as a key OCT biomarker to select iAMD patients at high-risk for disease progression in future clinical trials.
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  • 文章类型: Journal Article
    我们想评估光学相干断层扫描血管造影OCTA结果是否可以预测颅外颈动脉粥样硬化疾病(ECAD)相关卒中的功能结局。这项探索性研究是针对中风发作后3-6周因ECAD引起的急性缺血性中风的成年人进行的,其危险因素与对照组相匹配,但没有颈动脉狭窄。纳入23例中风患者(病例)和23例对照。病例与对照组之间的黄斑深血管密度(p=.0007)和视神经头(ONH)的放射状乳头周围毛细血管灌注密度(RPCPD)(p=.0007)存在显着差异。同侧眼黄斑总浅表血管密度(SVD)(SVD在1个标准差[SD]内与对照数据的SVD超过1个标准差)和3个月时的功能结局(差与非常好的结局,改良的兰金量表[mRS]0-1和mRS2-6分别为;p=.0361)。ONH的RPCPD与入院时的美国国立卫生研究院卒中量表评分之间的相关性无统计学意义,放电时的mRS,和mRS在卒中发作后3个月(分别为r=.33,r=.35,r=.39;p=.11,p=.09,p=.06)。这项探索性研究的结果表明,OCTA的发现可以预测ECAD相关卒中的3个月结局,并可用于未来干预研究的决策,即是否干预危重或非危重ECAD患者以预防卒中。
    We wanted to evaluate if optical coherence tomography angiography OCTA findings could predict the functional outcome in extracranial carotid artery atherosclerotic disease (ECAD) associated stroke. This exploratory study was performed on adults with acute ischaemic stroke due to ECAD at 3-6 weeks following stroke onset with risk factor matched controls without carotid artery stenosis. Twenty-three stroke patients (cases) and 23 controls were enrolled. There was significant difference between cases and controls in deep vessel density at the macula (p = .0007) and in radial peripapillary capillary perfusion density (RPCPD) at the optic nerve head (ONH) (p = .0007). Statistically significant difference was noted in the total superficial vessel density (SVD) at the macula (SVD within 1 standard deviation [SD] versus SVD beyond 1 SD of control data) in the ipsilateral eye and functional outcome at 3 months (poor versus very good outcome, modified Rankin scale [mRS] 0-1 versus mRS 2-6, respectively; p = .0361). There was statistically insignificant correlation between the RPCPD at the ONH and the National Institutes of Health Stroke Scale score at admission, mRS at discharge, and mRS at 3 months following stroke onset (r = .33, r = .35, r = .39; p = .11, p = .09, p = .06, respectively). The findings of this exploratory study suggested that OCTA findings may predict 3 month outcomes in cases of ECAD-related stroke and could be useful in decision making in future intervention studies as to whether intervene or not in patients having critical or non-critical ECAD for preventing stroke.
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  • 文章类型: Journal Article
    在这项研究中,我们旨在确定光学相干断层扫描血管造影(OCTA)显示的不确定脉络膜黑色素细胞病变的特征,并确定生长的预测因素.我们回顾性评估了2016年至2021年在我们中心治疗的86例不确定病变的患者。临床管理包括主动监测,如果检测到生长,则进行近距离放射治疗。根据病变是否生长(小黑色素瘤)或保持稳定(脉络膜痣)将病变分为两组。在19个(22.1%)病变中检测到生长。所有患者在基线时接受OCTA。比较这些图像以确定可能的生长预测因子。在厚度方面观察到显著的组间差异(p=0.00),最大基径(p=0.00),风险因素数(p=0.00),症状(p=0.001;相对风险[RR]:4.3),橙色颜料(p=0.00;RR:6.02),超声空心度(Kappa符号);p=0.000;RR:5.3)。黑色素瘤的血管明显更多,直径≥76.3µm(p=0.02;RR:2.46)。这些病变的生长时间明显短于血管较小的病变(p=0.05)。这些发现表明,OCTA量化的血管直径可以帮助区分脉络膜痣和小黑素瘤。当与临床危险因素一起考虑时。
    In this study, we aimed to identify the features of indeterminate choroidal melanocytic lesions visualized on optical coherence tomography angiography (OCTA) and to identify the predictors of growth. We retrospectively evaluated 86 patients with indeterminate lesions treated at our centre from 2016 to 2021. Clinical management involved active surveillance followed by brachytherapy if growth was detected. The lesions were classified into two groups according to whether they grew (small melanomas) or remained stable (choroidal nevi). Growth was detected in 19 (22.1%) lesions. All patients underwent OCTA at baseline. These images were compared to identify the possible predictors of growth. Significant between-group differences were observed in thickness (p = 0.00), greatest basal diameter (p = 0.00), number of risk factors (p = 0.00), symptoms (p = 0.001; relative risk [RR]: 4.3), orange pigment (p = 0.00; RR: 6.02), and ultrasonographic hollowness (Kappa sign); p = 0.000; RR: 5.3). The melanomas had significantly more vessels with a diameter ≥ 76.3 µm (p = 0.02; RR: 2.46). The time to growth in these lesions was significantly shorter (p = 0.05) than in lesions with smaller vessels. These findings show that vessel diameter quantified by OCTA can help differentiate between choroidal nevi and small melanomas, when considered together with clinical risk factors.
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  • 文章类型: Journal Article
    目的:本研究的目的是分析光学相干断层扫描血管造影(血管OCT,OCTA)测量可以是区分中枢神经系统(CNS)与风湿性疾病(RD)和多发性硬化症(MS)的有用工具。
    方法:共85例患者-41例MS,本研究包括21例参与CNS的RD和23例健康对照。所有个体都接受了OCTA,并分别测量了每只眼睛的以下参数:平均中央凹和副凹血管密度(VD),浅表毛细血管丛(SCP)和深毛细血管丛(DCP)的平均中央凹和副凹血管长度(VL),以及区域,周边,和中央凹无血管区的圆度。
    结果:OCTA显示与MS患者相比,RD患者眼中SCP中心凹区域的VD降低(21.96±3.39vs.23.88±3.05(p=0.003))。在包括健康对照的一般人群中,SCP和DCP的中央凹区域的平均VD和总平均VL的任何评估参数没有显着差异,MS和RD组(均p>0.05)。
    结论:我们的结果表明,与MS患者相比,OCTA发现SCP中央凹区域VD降低可能被认为是RD的潜在有用生物标志物。
    OBJECTIVE: The aim of this study is to analyse whether optical coherence tomography angiography (angio-OCT, OCTA) measurements can be a useful tool to differentiate central nervous system (CNS) involvement in rheumatic disorders (RD) from multiple sclerosis (MS).
    METHODS: A total of 85 patients- 41 with MS, 21 with RD with CNS involvement and 23 healthy controls were included in the study. All individuals underwent OCTA and the following parameters were measured in each eye separately: average foveal and parafoveal vessel density (VD), average foveal and parafoveal vessel length (VL) of the superficial capillary plexus (SCP) and deep capillary plexus (DCP), as well as area, perimeter, and circularity of the foveal avascular zone.
    RESULTS: OCTA showed a VD reduction in the foveal region of the SCP in eyes of RD patients when compared to MS patients (21.96 ± 3.39 vs.23.88 ± 3.05 (p = 0.003)). There have been no significant differences in any of the assessed parameters that is average VD and total average VL in the foveal area of the SCP as well as of the DCP in the general population comprising healthy controls, MS and RD groups (p > 0.05 for all).
    CONCLUSIONS: Our results suggest that an OCTA finding of decreased VD in the foveal region of the SCP may be considered as a potentially useful biomarker of RD in comparison with MS patients.
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  • 文章类型: Journal Article
    目的:根据光学相干血管成像(OCTA)的特点,探讨新生血管性年龄相关性黄斑变性(nAMD)患者视网膜下高反射物质(avSHRM)的形成和吸收。
    方法:前瞻性队列研究方法:本研究纳入初治nAMD患者,随访3个月。根据基线时avSHRM的存在将受试者分为avSHRM组和非avSHRM组。定量OCTA特征,包括外植体面积,周边,船舶面积,密度,长度,连接处,端点,疏漏,最大船舶口径,容器分散,并对分形维数进行了评估,测量了avSHRM的三维体积和光密度比(ODR)。比较分析,相关系数和回归模型用于探索与avSHRM形成和吸收相关的因素。
    结果:纳入88例患者(39例女性)的88只眼。与非AVSHRM组相比,AVSHRM组表现出更复杂的脉管系统,以黄斑新生血管(MNV)周长值较高为特征,船舶面积,血管总长度,节点总数和端点总数(均P<0.05),以及最大血管口径(P<0.001)。在多变量模型中,已经根据年龄进行了调整,性别,以及药物的种类,avSHRM吸收与基线平均血管长度相关,最大血管口径和avSHRMODR(标准β=0.274、-0.367和-0.334;P分别=0.049、0.010和0.018),调整后的R²为0.453。
    结论:定量OCTA测量可用于评估nAMD中avSHRM的动力学。具有更复杂脉管系统的患者具有更高的avSHRM形成风险。平均血管长度,最大血管直径和AVSHRMODR在其吸收中起作用。
    OBJECTIVE: To investigate the formation and absorption of avascular subretinal hyperreflective material (avSHRM) in neovascular age-related macular degeneration (nAMD) based on optical coherence tomography angiography (OCTA) characteristics.
    METHODS: Prospective cohort study METHODS: This study included patients with treatment-naïve nAMD and followed up for 3 months. Subjects were classified into avSHRM group and non-avSHRM group based on the presence of avSHRM at baseline. Quantitative OCTA characteristics including explant area, perimeter, vessel area, density, length, junctions, endpoints, lacunarity, maximum vessel caliber, vessel dispersion, and fractal dimension were assessed, three-dimensional volume and optical density ratio (ODR) of avSHRM were measured. Comparison analyses, correlate coefficients and regression models were applied to explore factors associated with avSHRM formation and absorption.
    RESULTS: 88 eyes from 88 patients (39 females) were enrolled. Compared to non-avSHRM group, avSHRM group exhibit a more intricate vasculature, characterized by higher value of macular neovascularization (MNV) perimeter, vessel area, total vessel length, total number of junctions and total number of endpoints (all P < 0.05), as well as the maximum vessel caliber (P < 0.001). In the multivariate model, which has been adjusted for age, gender, and types of medications, avSHRM absorption was correlated with baseline average vessel length, maximum vessel caliber and avSHRM ODR (standardized β = 0.274, -0.367 and -0.334; P = 0.049, 0.010 and 0.018, respectively), with an adjusted R² of 0.453.
    CONCLUSIONS: Quantitative OCTA measurements can be utilized for assessing the dynamics of avSHRM in nAMD. Patients with more complex vasculature are at a higher risk of avSHRM formation. Average vessel length, maximum vessel diameter and avSHRM ODR play a role in its absorption.
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  • 文章类型: Journal Article
    目的:评估对三种负载剂量的玻璃体内贝伐单抗(IVB)反应不佳的新生血管性年龄相关性黄斑变性(nAMD)的预测因素。
    方法:对nAMD患者进行3次负荷IVB初始治疗的回顾性队列研究。将患者分为两组,光学相干断层扫描(OCT)图像上无残留液体(第1组)和有残留液体(第2组)。人口统计数据,OCT发现,并记录光学相干断层扫描血管造影(OCTA)中黄斑新生血管(MNV)的形态学特征。
    结果:该研究包括120名患者的136只眼(第1组:n=66只眼,第2组:n=70只眼)。中央黄斑厚度,存在视网膜内液体,视网膜下液,超反射聚焦带,色素上皮脱离(PED),两组之间的脉络膜前裂隙相似。第1组预注射中央脉络膜厚度(CCT)为214.17±50.28µm,第2组为247.40±60.55µm(p=0.021)。第1组的PED宽度(p=0.028)和PED面积(p=0.042)在统计学上明显更高。当检查OCTA中MNV的形态时,分支(p=0.736),循环(p=0.442),外围拱廊(p=0.600),低信号晕(p=0.779),海扇(p=0.250),美杜莎(p=0.255),修剪的血管树模式(p=0.148),两组毛细血管边缘(p=0.683)相似.闭合电路图案的存在在第2组中显著更高(p=0.028)。
    结论:在IVB耐药病例中,初始CCT和闭路模式MNV较高。观察到具有大碱基和面积的PED对负荷疗法的反应明显更好。闭路模式的存在是负荷治疗反应不佳的独立危险因素。追溯登记。
    背景:2011-KAEK-252023/05-08。
    OBJECTIVE: To evaluate the predictive factors of neovascular age-related macular degeneration (nAMD) with poor response to three loading doses of intravitreal bevacizumab (IVB).
    METHODS: A retrospective cohort study was performed on nAMD patients three loading IVB initial treatment. The patients were divided into two groups, without residual fluid on optical coherence tomography (OCT) images (Group 1) and with residual fluid (Group 2). Demographic data, OCT findings, and morphological features of macular neovascularization (MNV) in optical coherence tomography angiography (OCTA) were recorded.
    RESULTS: The study included one hundred thirty-six eyes of 120 patients (Group 1: n = 66 eyes, Group 2: n = 70 eyes). Central macular thickness, presence of intraretinal fluid, subretinal fluid, hyperreflective foci-band, pigment epithelial detachment (PED), and prechoroidal cleft were similar between the two groups. Pre-injection central choroidal thickness (CCT) was 214.17 ± 50.28 µm in Group 1 and 247.40 ± 60.55 µm in Group 2 (p = 0.021). PED width (p = 0.028) and PED area (p = 0.042) were statistically significantly higher in Group 1. When the morphology of MNV in OCTA was examined, branching (p = 0.736), loops (p = 0.442), peripheral arcade (p = 0.600), hypointense halo (p = 0.779), sea fan (p = 0.250), medusa (p = 0.255), pruned vascular tree pattern (p = 0.148), capillary fringe (p = 0.683) were similar in both groups. The presence of a closed circuit pattern was significantly higher in Group 2 (p = 0.028).
    CONCLUSIONS: Initial CCT and closed circuit pattern MNV were higher in IVB-resistant cases. It was observed that PEDs with large bases and areas responded significantly better to loading therapy. The presence of a closed-circuit pattern was an independent risk factor for poor response to loading therapy. Retrospectively registered.
    BACKGROUND: 2011-KAEK-25 2023/05-08.
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  • 文章类型: Journal Article
    目的:确定玻璃体腔注射康柏西普治疗后病理性近视相关脉络膜新生血管(PM-CNV)患者视力预后的危险因素。
    方法:共有86例患者的86只眼睛接受了1+PRN方案的玻璃体内康柏西普治疗。在初次注射之后,患者随访12个月.根据他们12个月的视力变化将他们分为两组:BCVA单线改善的人(改善组;n=65)和BCVA单线改善或降低的人(未改善组;n=21)。
    结果:在12个月期间,改善组的平均BCVA从0.82显著改善至0.41LogMAR.在非改良组中,BCVA从1.24更改为1.09LogMAR。同样,改善组的平均CRT从基线时的426.21μm下降到12个月时的251.56μm,在非改进组中从452.47到382.45μm。多变量logistic回归分析显示年龄较大(OR1.287;95%CI1.019-1.625;P=0.034),基线BCVA较差(OR6.422;95%CI1.625-25.384;P=0.008),中央凹下CNV的存在(OR4.817;95%CI1.242-18.681;P=0.023),CNV形态的有组织交错模式(OR5.593;95%CI1.397-22.392;P=0.015)是与玻璃体内康柏西普注射后视力预后恶化相关的独立危险因素。
    结论:康柏西普治疗PM-CNV具有显著的疗效和安全性。影响治疗后视力恢复的关键因素包括年龄较大,基线BCVA较差,中央凹下CNV的存在,CNV形态的组织交错模式。
    OBJECTIVE: To identify risk factors influencing visual outcomes in patients with pathological myopia-associated choroidal neovascularization (PM-CNV) following intravitreal injections of conbercept.
    METHODS: A total of 86 eyes from 86 patients received intravitreal conbercept in a 1 + PRN regimen. After the initial injection, patients were followed for 12 months. They were categorized into two groups based on their 12-month visual acuity change: those who achieved greater than a one-line improvement in BCVA (improved group; n = 65) and those who experienced a one-line or lesser improvement or a decrease in BCVA (non-improved group; n = 21).
    RESULTS: Over the 12-month period, the mean BCVA in the improved group significantly improved from 0.82 to 0.41 LogMAR. In the non-improved group, BCVA changed from 1.24 to 1.09 LogMAR. Similarly, the mean CRT decreased from 426.21 μm at baseline to 251.56 μm at 12 months in the improved group, and from 452.47 to 382.45 μm in the non-improved group. Multivariable logistic regression analyses revealed that older age (OR 1.287; 95% CI 1.019-1.625; P = 0.034), poorer baseline BCVA (OR 6.422; 95% CI 1.625-25.384; P = 0.008), the presence of subfoveal CNV (OR 4.817; 95% CI 1.242-18.681; P = 0.023), and organized interlacing patterns of CNV morphology (OR 5.593; 95% CI 1.397-22.392; P = 0.015) emerged as independent risk factors correlated with worsened visual prognosis following intravitreal conbercept injections.
    CONCLUSIONS: Conbercept demonstrates significant efficacy and safety in treating PM-CNV. Key factors influencing visual recovery post-treatment include older age, poorer baseline BCVA, the presence of subfoveal CNV, and organized interlacing patterns of CNV morphology.
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  • 文章类型: Journal Article
    背景:使用光学相干断层扫描(OCT)扫描的人工智能方法设计一种新颖的异常检测和定位方法,用于视网膜疾病。方法:来自公开可用的Kaggle数据集和本地数据集的高分辨率OCT扫描由四个最新的自监督框架使用。所有框架的骨干模型都是预训练的卷积神经网络(CNN),这使得能够从OCT图像中提取有意义的特征。异常图像包括脉络膜新生血管(CNV),糖尿病性黄斑水肿(DME),还有玻璃疣的存在.异常检测器通过普遍接受的性能指标进行评估,包括接收器工作特性曲线下的面积,F1得分,和准确性。结果:共使用25,315块高分辨率视网膜OCT平板进行训练。测试和验证集由968和4000个平板组成,分别。在所有异常检测器中表现最好的是接收器工作特性下的区域为0.99。所有框架均显示出高性能,并且对于不同的视网膜疾病具有良好的推广性。生成热图以可视化框架的质量,以定位图像的异常区域。结论:这项研究表明,通过使用预先训练的特征提取器,测试的框架可以推广到视网膜OCT扫描领域,并获得高图像水平的ROC-AUC评分.这些框架的定位结果是有希望的,并成功捕获了表明存在视网膜病变的区域。此外,这样的框架有可能发现人眼难以检测的新生物标志物。用于异常检测和定位的框架可以潜在地集成到临床决策支持和自动筛查系统中,以帮助眼科医生进行患者诊断。后续行动,和治疗设计。这项工作为进一步开发用于临床的自动化异常检测框架奠定了坚实的基础。
    Background: To design a novel anomaly detection and localization approach using artificial intelligence methods using optical coherence tomography (OCT) scans for retinal diseases. Methods: High-resolution OCT scans from the publicly available Kaggle dataset and a local dataset were used by four state-of-the-art self-supervised frameworks. The backbone model of all the frameworks was a pre-trained convolutional neural network (CNN), which enabled the extraction of meaningful features from OCT images. Anomalous images included choroidal neovascularization (CNV), diabetic macular edema (DME), and the presence of drusen. Anomaly detectors were evaluated by commonly accepted performance metrics, including area under the receiver operating characteristic curve, F1 score, and accuracy. Results: A total of 25,315 high-resolution retinal OCT slabs were used for training. Test and validation sets consisted of 968 and 4000 slabs, respectively. The best performing across all anomaly detectors had an area under the receiver operating characteristic of 0.99. All frameworks were shown to achieve high performance and generalize well for the different retinal diseases. Heat maps were generated to visualize the quality of the frameworks\' ability to localize anomalous areas of the image. Conclusions: This study shows that with the use of pre-trained feature extractors, the frameworks tested can generalize to the domain of retinal OCT scans and achieve high image-level ROC-AUC scores. The localization results of these frameworks are promising and successfully capture areas that indicate the presence of retinal pathology. Moreover, such frameworks have the potential to uncover new biomarkers that are difficult for the human eye to detect. Frameworks for anomaly detection and localization can potentially be integrated into clinical decision support and automatic screening systems that will aid ophthalmologists in patient diagnosis, follow-up, and treatment design. This work establishes a solid basis for further development of automated anomaly detection frameworks for clinical use.
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  • 文章类型: Journal Article
    背景:脑微血管功能障碍是研究重度抑郁症(MDD)和双相情感障碍(BD)发病机制的一个有前途的领域。尽管研究微血管功能障碍的科学和临床潜力,长期以来,缺乏对微血管进行玻璃体内研究的方法,阻碍了这方面的进展.
    目的:本研究的目的是寻找BD和MDD的潜在光学相干断层扫描(OCT)和OCT血管造影(OCTA)生物标志物。
    方法:本研究纳入了105名目前患有抑郁发作的连续患者(39-BD和66-MDD)。此外,纳入41名一般健康受试者作为对照组.在所有受试者中仅检查右眼。包括信号强度≥7的结构OCT和OCTA扫描。
    结果:结构OCT测量显示两组间无显著差异。中央凹无血管区(FAZ)的OCTA测量,面积和骨骼密度显示BD患者的视网膜毛细血管床减少,而MDD患者的OCTA值与对照组没有差异。在BD组和对照组之间发现了几个显著差异。在BD组中,深毛细血管丛的FAZ增加,反映了该丛中心子场的毛细血管灌注减少。
    结论:FAZ的OCTA测量,面积和骨骼密度显示BD患者的视网膜毛细血管床减少,而MDD患者的OCTA值与对照组没有差异。
    BACKGROUND: Cerebral microvascular dysfunction is a promising area for research into the pathogenesis of major depressive disorder (MDD) and bipolar disorder (BD). Despite the scientific and clinical potential of studying microvascular dysfunction, progress in this area has long been hampered by the lack of methods to study microvessels intravitally.
    OBJECTIVE: The aim of the present study was to search for potential optical coherence tomography (OCT) and OCT-angiography (OCTA) biomarkers of BD and MDD.
    METHODS: One hundred and five consecutive patients with a current depressive episode were enrolled in the study (39 - BD and 66 - MDD). In addition, forty-one generally healthy subjects were enrolled as a control group. Only the right eye was examined in all subjects. Structural OCT and OCTA scans with signal strength ≥7 were included.
    RESULTS: Structural OCT measurements showed no significant differences between the groups. OCTA measurements of foveal avascular zone (FAZ), area and skeleton density showed a decrease in the retinal capillary bed in BD patients, whereas OCTA values in MDD patients did not differ from the control group. Several significant differences were found between the BD and control groups. In the BD group, the FAZ of the deep capillary plexus was increased, reflecting a reduction in capillary perfusion in the central subfield of this plexus.
    CONCLUSIONS: OCTA measurements of FAZ, area and skeleton density showed a decrease in the retinal capillary bed in BD patients, whereas OCTA values in MDD patients did not differ from the control group.
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