AMD, age-related macular degeneration

AMD,年龄相关性黄斑变性
  • 文章类型: Journal Article
    为了研究两种急性期蛋白之间的关联,C反应蛋白(CRP)和正五聚蛋白3(PTX3)与中心性浆液性脉络膜视网膜病变(CSCR),因为PTX3是糖皮质激素诱导的蛋白质。
    横断面多中心研究。
    CSCR患者与年龄和性别匹配的健康参与者相比。
    来自欧洲3个中心的CSCR患者纳入研究。记录CSCR的临床形式。对CSCR患者和健康参与者的血液样本进行采样,检测血清中高敏CRP和PTX3水平。
    CSCR患者与年龄和性别匹配的健康参与者之间的C反应蛋白和PTX3血清水平比较。
    尽管CSCR患者的CRP水平(n=216)高于年龄和性别匹配的对照组(n=130)(2.2±3.2mg/lvs.分别为1.5mg/l±1.4,P=0.037),CSCR患者的PTX3水平较低(10.5±19.9pg/ml与87.4±73.2pg/ml,分别,P<0.001)。急性/复发和慢性CSCR患者之间的CRP或PTX3水平没有显着差异。
    在患有CSCR的患者中,高CRP和低PTX3水平提示一种低度全身炎症,同时缺乏糖皮质激素途径激活,提出了关于CSCR病理生理学的新假设。
    作者对本文讨论的任何材料都没有专有或商业利益。
    UNASSIGNED: To investigate the association between the 2 acute phase proteins, C-reactive protein (CRP) and pentraxin 3 (PTX3) with central serous chorioretinopathy (CSCR), as PTX3 is a glucocorticoid-induced protein.
    UNASSIGNED: Cross-sectional multicenter study.
    UNASSIGNED: Patients with CSCR compared with age- and sex-matched healthy participants.
    UNASSIGNED: Patients with CSCR from 3 centers in Europe were included in the study. The clinical form of CSCR was recorded. Blood samples from patients with CSCR and healthy participants were sampled, and high-sensitivity CRP and PTX3 levels were measured in the serum.
    UNASSIGNED: C-reactive protein and PTX3 serum level comparison between patients with CSCR with age- and sex-matched healthy participants.
    UNASSIGNED: Although CRP levels were higher in patients with CSCR (n = 216) than in age- and sex-matched controls (n = 130) (2.2 ± 3.2 mg/l vs. 1.5 mg/l ± 1.4, respectively, P = 0.037), PTX3 levels were lower in patients with CSCR (10.5 ± 19.9 pg/ml vs. 87.4 ± 73.2 pg/ml, respectively, P < 0.001). There was no significant difference in CRP or PTX3 levels between patients with acute/recurrent and chronic CSCR.
    UNASSIGNED: In patients with CSCR, high CRP and low PTX3 levels suggest a form of low-grade systemic inflammation together with a lack of glucocorticoid pathway activation, raising new hypotheses on the pathophysiology of CSCR.
    UNASSIGNED: The author(s) have no proprietary or commercial interest in any materials discussed in this article.
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  • 文章类型: Journal Article
    为了评估罕见的功能失调的补体因子I(CFI)遗传变异状态与进展为晚期年龄相关性黄斑变性(AAMD)之间的关系,地理萎缩(GA),和新生血管性疾病(NV)。
    预期,纵向研究。
    纳入基线时年龄为55至80岁的患者,基线时一只眼或两只眼被鉴定为非AAMD的白人。早期分配了后续成绩,中间,或AAMD(GA或NV)。使用基因分型和测序平台对CFI变体进行分类。
    使用Seddon纵向队列研究进行分析(N=2116名受试者,3901只眼睛,和平均随访8.3年)和年龄相关眼病研究(N=2837名受试者,5200只眼睛,平均随访9.2年)。与低血清因子I(FI)蛋白水平和降低FI功能(1型)相关的CFI罕见变异,其他AMD遗传变异,和人口统计学,行为,和眼部因素进行了评估。使用广义估计方程方法来评估CFI罕见变异与进展之间的关联,独立于其他遗传变异和协变量。
    进展为AAMD,GA,或NV。
    在4953名受试者的前瞻性队列中(基线时非AAMD的9101只眼),1%为1型罕见CFI携带者。超过12年,进展为AAMD的携带者为44%,非携带者为20%(P<0.001),30%的携带者与10%的非携带者进展为GA(P<0.001),与11%的非携带者相比,18%的携带者进展为NV(P=0.049)。CFI携带者更可能有AMD家族史(趋势P=0.035)和较高的基线AMD等级(P<0.001)。在调整所有协变量后,CFI携带者状态与进展为GA相关(比值比[OR]=1.91;95%置信区间[CI]=1.03,3.52),但与NV无关(OR=0.96)。较高的体重指数与CFI携带者的进展有关(体重指数≥25与<25;OR=5.8;95%CI1.5,22.3),但非携带者不适用(OR=1.1;95%CI=0.9,1.3),P_交互作用=0.011。
    结果表明,罕见功能失调的1型CFI变异体携带者有更高的进展为GA的AAMD的风险。
    专有或商业披露可以在参考文献之后找到。
    UNASSIGNED: To evaluate associations between rare dysfunctional complement factor I (CFI) genetic variant status and progression to advanced age-related macular degeneration (AAMD), geographic atrophy (GA), and neovascular disease (NV).
    UNASSIGNED: Prospective, longitudinal study.
    UNASSIGNED: Patients aged 55 to 80 years at baseline identifying as White with non-AAMD in 1 or both eyes at baseline were included. Follow-up grades were assigned as early, intermediate, or AAMD (GA or NV). CFI variants were categorized using genotyping and sequencing platforms.
    UNASSIGNED: Analyses were performed using the Seddon Longitudinal Cohort Study (N = 2116 subjects, 3901 eyes, and mean follow-up of 8.3 years) and the Age-Related Eye Disease Study (N = 2837 subjects, 5200 eyes, and mean follow-up of 9.2 years). CFI rare variants associated with low serum factor I (FI) protein levels and decreased FI function (type 1), other AMD genetic variants, and demographic, behavioral, and ocular factors were evaluated. Generalized estimating equations methods were used to assess the association between CFI rare variants and progression, independent of other genetic variants and covariates.
    UNASSIGNED: Progression to AAMD, GA, or NV.
    UNASSIGNED: In the prospective cohort of 4953 subjects (9101 eyes with non-AAMD at baseline), 1% were type 1 rare CFI carriers. Over 12 years, progression to AAMD was 44% for carriers and 20% for noncarriers (P < 0.001), 30% of carriers versus 10% of noncarriers progressed to GA (P < 0.001), and 18% of carriers compared with 11% of noncarriers progressed to NV (P = 0.049). CFI carriers were more likely to have a family history of AMD (P for trend = 0.035) and a higher baseline AMD grade (P < 0.001). After adjusting for all covariates, CFI carrier status was associated with progression to GA (odds ratio [OR] = 1.91; 95% confidence interval [CI] = 1.03, 3.52) but not NV (OR = 0.96). Higher body mass index was associated with progression among CFI carriers (body mass index ≥ 25 vs. < 25; OR = 5.8; 95% CI 1.5, 22.3) but not for noncarriers (OR = 1.1; 95% CI = 0.9, 1.3), with P_interaction = 0.011.
    UNASSIGNED: Results suggest that carriers of rare dysfunctional type 1 CFI variants are at higher risk for progression to AAMD with GA.
    UNASSIGNED: Proprietary or commercial disclosure may be found after the references.
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  • 文章类型: Journal Article
    UNASSIGNED:我们评估了测试目标位置在评估从正常老化到中间年龄相关性黄斑变性(AMD)的过渡过程中的杆介导的暗适应(RMDA)的影响。我们考虑RMDA是否会减慢,因为测试位置接近导致或由高风险细胞外沉积引起的机制。软玻璃疣聚集在中央凹下方,并延伸到ETDRS网格的内环,其中杆稀疏。视网膜下树状软骨样沉积物(SDDs)首先出现在ETDRS网格的外部上子域中,在该子域中,杆状光感受器最大,并向中央凹扩散而不覆盖它。
    未经评估:横截面。
    未经评估:成年人≥60岁,有正常的老年黄斑,早期AMD,或年龄相关性眼病研究(AREDS)9步和Beckman分级系统定义的中度AMD。
    未经评估:每个参与者1只眼睛,在上视网膜中在5°和12°评估RMDA。通过多模态成像确定了视网膜下的神经壶样沉积物的存在。
    UNASSIGNED:杆截取时间(RIT)作为5°和12°时RMDA速率的量度。
    未经授权:在438人的438只眼睛中,RIT明显更长(即,对于每个AMD严重程度组,RMDA在5°处比在12°处慢)。5°组之间的差异大于12°组之间的差异。5°时,与早期和中期AMD的SDD缺失相比,SDD的存在与较长的RIT相关,但在正常眼中并非如此。在12°时,仅在中度AMD中,SDD的存在与较长的RIT相关,而不是在正常或早期AMD的眼睛。通过AREDS9步和Beckman系统分层的眼睛发现相似。
    UNASSIGNED:我们探讨了RMDA与当前围绕光感受器形貌组织的沉积物驱动AMD进展模型的关系。在SDD的眼中,缓慢的RMDA发生在5°,这些沉积物通常直到AMD后期才出现。即使在缺乏可检测的SDD的眼睛中,5°时的RMDA比12°时慢。5°的作用可能归因于与整个成年期黄斑下软性玻璃疣和前体积累有关的机制。这些数据将有助于设计旨在延缓AMD进展的干预措施的有效临床试验。
    UNASSIGNED: We evaluate the impact of test target location in assessing rod-mediated dark adaptation (RMDA) along the transition from normal aging to intermediate age-related macular degeneration (AMD). We consider whether RMDA slows because the test locations are near mechanisms leading to or resulting from high-risk extracellular deposits. Soft drusen cluster under the fovea and extend to the inner ring of the ETDRS grid where rods are sparse. Subretinal drusenoid deposits (SDDs) appear first in the outer superior subfield of the ETDRS grid where rod photoreceptors are maximal and spread toward the fovea without covering it.
    UNASSIGNED: Cross-sectional.
    UNASSIGNED: Adults ≥ 60 years with normal older maculas, early AMD, or intermediate AMD as defined by the Age-Related Eye Disease Study (AREDS) 9-step and Beckman grading systems.
    UNASSIGNED: In 1 eye per participant, RMDA was assessed at 5° and at 12° in the superior retina. Subretinal drusenoid deposit presence was identified with multi-modal imaging.
    UNASSIGNED: Rod intercept time (RIT) as a measure of RMDA rate at 5° and 12°.
    UNASSIGNED: In 438 eyes of 438 persons, RIT was significantly longer (i.e., RMDA is slower) at 5° than at 12° for each AMD severity group. Differences among groups were bigger at 5° than at 12°. At 5°, SDD presence was associated with longer RIT as compared to SDD absence at early and intermediate AMD but not in normal eyes. At 12°, SDD presence was associated with longer RIT in intermediate AMD only, and not in normal or early AMD eyes. Findings were similar in eyes stratified by AREDS 9-step and Beckman systems.
    UNASSIGNED: We probed RMDA in relation to current models of deposit-driven AMD progression organized around photoreceptor topography. In eyes with SDD, slowed RMDA occurs at 5° where these deposits typically do not appear until later in AMD. Even in eyes lacking detectable SDD, RMDA at 5° is slower than at 12°. The effect at 5° may be attributed to mechanisms associated with the accumulation of soft drusen and precursors under the macula lutea throughout adulthood. These data will facilitate the design of efficient clinical trials for interventions that aim to delay AMD progression.
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  • 文章类型: Journal Article
    未经证实:通过黄斑色素光学体积(MPOV)对有和没有年龄相关性黄斑变性(AMD)的眼睛中的视网膜叶黄素类胡萝卜素进行定量,来自双波长自发荧光的叶黄素丰度度量,加上与血浆水平的相关性,可以阐明叶黄素(L)和玉米黄质(Z)在健康中的作用,AMD进展,补充策略。
    UNASSIGNED:横断面观察性研究(NCT04112667)。
    UNASSIGNED:来自综合眼科诊所的≥60岁成年人,健康黄斑或黄斑符合早期或中期AMD的眼底标准。
    未经评估:通过年龄相关性眼病研究(AREDS)9步量表和自我报告评估了黄斑健康和补充剂的使用,分别。从双波长自发荧光发射测量黄斑色素光学体积(光谱,海德堡工程公司)。使用高效液相色谱法测定非空腹抽血的L和Z。根据年龄对血浆叶黄素和MPOV之间的关联进行评估。
    未经证实:年龄相关性黄斑变性的存在和严重程度,半径为2.0°和9.0°的中央凹区域中的MPOV;血浆L和Z(μM/ml)。
    未经评估:在434人中的809只眼睛中(89%年龄在60-79岁之间,61%为女性),53.3%的眼睛是正常的,28.2%早期AMD,和18.5%的中间AMD。有晶状体和假晶状体眼的黄斑色素光学体积2°和9°相似,结合起来进行分析。早期AMD的黄斑色素光学体积2°和9°以及血浆L和Z高于正常水平,而中度AMD则更高(P<0.0001)。对于所有参与者,较高的血浆L与较高的MPOV2°相关(Spearman相关系数[Rs]=0.49;P<0.0001).这些相关性是显着的(P<0.0001),但在正常(Rs=0.37)中低于早期和中期AMD(Rs分别为0.52和0.51)。MPOV9°的结果相似。血浆Z,MPOV2°,MPOV9°遵循相同的关联模式。协会不受补充剂使用或吸烟状况的影响。
    UNASSIGNED:MPOV与血浆L和Z的中度正相关,具有调节的叶黄素生物利用度和假设的叶黄素转移在软玻璃疣生物学中的作用。假设AMD视网膜中的叶黄素含量较低是降低进展风险的补充策略的基础。我们的数据不支持。在本研究中无法确定AMD中较高的叶黄素水平是否是由于补充使用所致。
    UNASSIGNED: Quantification of retinal xanthophyll carotenoids in eyes with and without age-related macular degeneration (AMD) via macular pigment optical volume (MPOV), a metric for xanthophyll abundance from dual wavelength autofluorescence, plus correlations to plasma levels, could clarify the role of lutein (L) and zeaxanthin (Z) in health, AMD progression, and supplementation strategies.
    UNASSIGNED: Cross-sectional observational study (NCT04112667).
    UNASSIGNED: Adults ≥ 60 years from a comprehensive ophthalmology clinic, with healthy maculas or maculas meeting fundus criteria for early or intermediate AMD.
    UNASSIGNED: Macular health and supplement use was assessed by the Age-related Eye Disease Study (AREDS) 9-step scale and self-report, respectively. Macular pigment optical volume was measured from dual wavelength autofluorescence emissions (Spectralis, Heidelberg Engineering). Non-fasting blood draws were assayed for L and Z using high-performance liquid chromatography. Associations among plasma xanthophylls and MPOV were assessed adjusting for age.
    UNASSIGNED: Age-related macular degeneration presence and severity, MPOV in fovea-centered regions of radius 2.0° and 9.0°; plasma L and Z (μM/ml).
    UNASSIGNED: Of 809 eyes from 434 persons (89% aged 60-79, 61% female), 53.3% eyes were normal, 28.2% early AMD, and 18.5% intermediate AMD. Macular pigment optical volume 2° and 9° were similar in phakic and pseudophakic eyes, which were combined for analysis. Macular pigment optical volume 2° and 9° and plasma L and Z were higher in early AMD than normal and higher still in intermediate AMD (P < 0.0001). For all participants, higher plasma L was correlated with higher MPOV 2° (Spearman correlation coefficient [Rs] = 0.49; P < 0.0001). These correlations were significant (P < 0.0001) but lower in normal (Rs = 0.37) than early and intermediate AMD (Rs = 0.52 and 0.51, respectively). Results were similar for MPOV 9°. Plasma Z, MPOV 2°, and MPOV 9° followed this same pattern of associations. Associations were not affected by supplement use or smoking status.
    UNASSIGNED: A moderate positive correlation of MPOV with plasma L and Z comports with regulated xanthophyll bioavailability and a hypothesized role for xanthophyll transfer in soft drusen biology. An assumption that xanthophylls are low in AMD retina underlies supplementation strategies to reduce progression risk, which our data do not support. Whether higher xanthophyll levels in AMD are due to supplement use cannot be determined in this study.
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  • 文章类型: Journal Article
    未经评估:及时诊断眼部疾病对于获得最佳治疗效果至关重要。OCT和OCT血管造影术(OCTA)有几个优点,有助于早期发现眼部病理;此外,这些技术产生了巨大的,功能丰富的数据量。然而,当使用OCT和OCTA采集的复杂数据必须手动处理时,OCT和OCTA的全部临床潜力受到阻碍.这里,我们提出了一种基于结构OCT和OCTA数据量的自动诊断框架,该框架可充分支持这些技术的临床应用.
    未经评估:横断面研究。
    未经评估:从91名健康参与者的眼睛扫描了五百二十六个OCT和OCTA卷,161例糖尿病视网膜病变(DR),95例年龄相关性黄斑变性(AMD),和108名青光眼患者。
    UNASSIGNED:诊断框架是基于半序列3维(3D)卷积神经网络构建的。经过训练的框架将组合的结构OCT和OCTA扫描分类为正常,DR,AMD,或青光眼。进行了五次交叉验证,60%的数据保留用于训练,20%用于验证,20%用于测试。训练,验证,测试数据集是独立的,没有共享的病人。对于诊断为DR的扫描,AMD,或者青光眼,生成3D类激活图,以突出显示自动诊断框架认为重要的子区域。
    UNASSIGNED:受试者工作特征曲线的曲线下面积(AUC)和二次加权κ用于量化框架的诊断性能。
    未经评估:对于DR的诊断,该框架的AUC为0.95±0.01。对于AMD的诊断,该框架的AUC为0.98±0.01。对于青光眼的诊断,该框架的AUC为0.91±0.02。
    UNASSIGNED:深度学习框架可以提供可靠的,敏感,可解释,和全自动诊断眼部疾病。
    UNASSIGNED:在参考文献之后可以找到专有或商业披露。
    UNASSIGNED: Timely diagnosis of eye diseases is paramount to obtaining the best treatment outcomes. OCT and OCT angiography (OCTA) have several advantages that lend themselves to early detection of ocular pathology; furthermore, the techniques produce large, feature-rich data volumes. However, the full clinical potential of both OCT and OCTA is stymied when complex data acquired using the techniques must be manually processed. Here, we propose an automated diagnostic framework based on structural OCT and OCTA data volumes that could substantially support the clinical application of these technologies.
    UNASSIGNED: Cross sectional study.
    UNASSIGNED: Five hundred twenty-six OCT and OCTA volumes were scanned from the eyes of 91 healthy participants, 161 patients with diabetic retinopathy (DR), 95 patients with age-related macular degeneration (AMD), and 108 patients with glaucoma.
    UNASSIGNED: The diagnosis framework was constructed based on semisequential 3-dimensional (3D) convolutional neural networks. The trained framework classifies combined structural OCT and OCTA scans as normal, DR, AMD, or glaucoma. Fivefold cross-validation was performed, with 60% of the data reserved for training, 20% for validation, and 20% for testing. The training, validation, and test data sets were independent, with no shared patients. For scans diagnosed as DR, AMD, or glaucoma, 3D class activation maps were generated to highlight subregions that were considered important by the framework for automated diagnosis.
    UNASSIGNED: The area under the curve (AUC) of the receiver operating characteristic curve and quadratic-weighted kappa were used to quantify the diagnostic performance of the framework.
    UNASSIGNED: For the diagnosis of DR, the framework achieved an AUC of 0.95 ± 0.01. For the diagnosis of AMD, the framework achieved an AUC of 0.98 ± 0.01. For the diagnosis of glaucoma, the framework achieved an AUC of 0.91 ± 0.02.
    UNASSIGNED: Deep learning frameworks can provide reliable, sensitive, interpretable, and fully automated diagnosis of eye diseases.
    UNASSIGNED: Proprietary or commercial disclosure may be found after the references.
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  • 文章类型: Journal Article
    年龄相关性黄斑变性(AMD)是高收入国家老年人失明的主要原因。尽管多种维生素抗氧化营养素可以减缓中间“干性”或非新生血管性AMD的进展,任何治疗都不能阻止或逆转干病的任何阶段。多种生物学途径与AMD病理生物学有关,包括补体途径。这些途径已经在临床试验中被各种方法靶向。迄今为止,在2项III期试验中,没有治疗达到他们预设的主要终点,美国食品和药物管理局对新药批准的要求。这里,我们描述了各种临床试验的失败和可能成功的观点,这将指导进一步的研究.这些观点还将讨论临床试验设计问题,以便在未来的调查中考虑。以及最近对AMD病理生物学的认识如何为未达到预设主要终点的试验提供额外的解释,并为确定优先治疗目标提供指导.
    Age-related macular degeneration (AMD) is the leading cause of blindness for the elderly in high-income countries. Although multivitamin antioxidant nutrients can slow the progression of intermediate \"dry\" or nonneovascular AMD, no treatment can halt or reverse any stage of dry disease. Multiple biologic pathways have been implicated in AMD pathobiology, including the complement pathway. These pathways have been targeted by various approaches in clinical trials. To date, no treatment has reached their prespecified primary end point in 2 phase III trials, a requirement by the US Food and Drug Administration for a new drug approval. Here, we describe perspectives on the failures and possible successes of various clinical trials that will guide further investigation. These perspectives will also discuss clinical trial design issues to consider in future investigations, and how recent insights into AMD pathobiology might both provide additional explanation for trials not reaching the prespecified primary end points and offer direction for identifying prioritized treatment targets.
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  • 文章类型: Journal Article
    年龄相关性黄斑变性(AMD)是全球失明的主要原因。早期至中期AMD的特征在于富含脂质和蛋白质的玻璃疣的积累。该疾病的晚期以脉络膜新生血管的发展为特征,称为“渗出性”或“新生血管性AMD,“或视网膜色素上皮(RPE)细胞和光感受器死亡,在晚期非渗出性AMD中称为“地理萎缩”(GA)。尽管我们已经以抗VEGF药物的形式有效治疗渗出性AMD,它们对GA患者没有作用。神经保护策略已成为减缓GA患者的光感受器变性和视力丧失的可能方法。这些方法包括减少氧化应激,视觉周期的调制,减少有毒分子,抑制病理蛋白活性,预防细胞凋亡或程序性坏死(坏死),抑制炎症,直接激活神经营养因子,传递脐带组织来源的细胞,和RPE替换。尽管在这一领域进行了积极的调查,并且基于临床前研究,许多临床研究没有取得成功的结果。我们讨论了AMD过去和现在的神经保护试验,强调从这些过去的研究中吸取的教训,并讨论我们对神经保护在AMD研究领域成功应用之前必须回答的剩余问题的看法。
    Age-related macular degeneration (AMD) is a leading cause of blindness worldwide. Early to intermediate AMD is characterized by the accumulation of lipid- and protein-rich drusen. Late stages of the disease are characterized by the development of choroidal neovascularization, termed \"exudative\" or \"neovascular AMD,\" or retinal pigment epithelium (RPE) cell and photoreceptor death, termed \"geographic atrophy\" (GA) in advanced nonexudative AMD. Although we have effective treatments for exudative AMD in the form of anti-VEGF agents, they have no role for patients with GA. Neuroprotection strategies have emerged as a possible way to slow photoreceptor degeneration and vision loss in patients with GA. These approaches include reduction of oxidative stress, modulation of the visual cycle, reduction of toxic molecules, inhibition of pathologic protein activity, prevention of cellular apoptosis or programmed necrosis (necroptosis), inhibition of inflammation, direct activation of neurotrophic factors, delivery of umbilical tissue-derived cells, and RPE replacement. Despite active investigation in this area and significant promise based on preclinical studies, many clinical studies have not yielded successful results. We discuss selected past and current neuroprotection trials for AMD, highlight the lessons learned from these past studies, and discuss our perspective regarding remaining questions that must be answered before neuroprotection can be successfully applied in the field of AMD research.
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  • 文章类型: Journal Article
    未经证实:目前还没有确定的生物标志物用于抗VEGF治疗新生血管性年龄相关性黄斑变性(nAMD)的疗效和持久性。这项研究评估了基于放射学的定量OCT生物标志物,这些生物标志物可以预测抗VEGF治疗的反应和持久性。
    UNASSIGNED:使用机器学习(ML)分类器评估基线生物标志物以预测抗VEGF治疗的耐受性。
    未经评估:来自OSPREY研究的81名接受治疗的nAMD参与者,包括15名超级应答者(达到并维持视网膜液分辨率的患者)和66名非超级应答者(未达到或维持视网膜液分辨率的患者)。
    UNASSIGNED:从流体中提取了总共962个基于纹理的放射学特征,视网膜下高反射材料(SHRM),和OCT扫描的不同视网膜组织区室。前8个特点,通过最小冗余最大相关性特征选择方法选择,在交叉验证的方法中使用4个ML分类器进行评估,以区分2个患者组。还进行了基线和第3个月之间不同基于纹理的放射学描述符(δ-纹理特征)变化的纵向评估,以评估它们与治疗反应的关联。此外,8基线临床参数和基线OCT的组合,三角洲纹理特征,并通过交叉验证的方法评估了临床参数与治疗反应的相关性.
    UNASSIGNED:受试者工作特征曲线(AUC)下的交叉验证面积,准确度,灵敏度,并计算特异性以验证分类器的性能。
    UNASSIGNED:使用基于纹理的基线OCT特征,二次判别分析分类器的交叉验证AUC为0.75±0.09。基线和第3个月之间不同OCT区室内的δ-纹理特征产生0.78±0.08的AUC。基线临床参数视网膜下色素上皮体积和视网膜内液体积产生0.62±0.07的AUC。当所有的基线,delta,和临床特征相结合,分类器性能的统计显着提高(AUC,获得0.81±0.07)。
    UNASSIGNED:基于放射组学的OCT图像定量评估显示可区分nAMD中抗VEGF治疗的超应答者和非超应答者。发现基线流体和SHRM三角洲纹理特征在各组之间最具区别。
    UNASSIGNED: No established biomarkers currently exist for therapeutic efficacy and durability of anti-VEGF therapy in neovascular age-related macular degeneration (nAMD). This study evaluated radiomic-based quantitative OCT biomarkers that may be predictive of anti-VEGF treatment response and durability.
    UNASSIGNED: Assessment of baseline biomarkers using machine learning (ML) classifiers to predict tolerance to anti-VEGF therapy.
    UNASSIGNED: Eighty-one participants with treatment-naïve nAMD from the OSPREY study, including 15 super responders (patients who achieved and maintained retinal fluid resolution) and 66 non-super responders (patients who did not achieve or maintain retinal fluid resolution).
    UNASSIGNED: A total of 962 texture-based radiomic features were extracted from fluid, subretinal hyperreflective material (SHRM), and different retinal tissue compartments of OCT scans. The top 8 features, chosen by the minimum redundancy maximum relevance feature selection method, were evaluated using 4 ML classifiers in a cross-validated approach to distinguish between the 2 patient groups. Longitudinal assessment of changes in different texture-based radiomic descriptors (delta-texture features) between baseline and month 3 also was performed to evaluate their association with treatment response. Additionally, 8 baseline clinical parameters and a combination of baseline OCT, delta-texture features, and the clinical parameters were evaluated in a cross-validated approach in terms of association with therapeutic response.
    UNASSIGNED: The cross-validated area under the receiver operating characteristic curve (AUC), accuracy, sensitivity, and specificity were calculated to validate the classifier performance.
    UNASSIGNED: The cross-validated AUC by the quadratic discriminant analysis classifier was 0.75 ± 0.09 using texture-based baseline OCT features. The delta-texture features within different OCT compartments between baseline and month 3 yielded an AUC of 0.78 ± 0.08. The baseline clinical parameters sub-retinal pigment epithelium volume and intraretinal fluid volume yielded an AUC of 0.62 ± 0.07. When all the baseline, delta, and clinical features were combined, a statistically significant improvement in the classifier performance (AUC, 0.81 ± 0.07) was obtained.
    UNASSIGNED: Radiomic-based quantitative assessment of OCT images was shown to distinguish between super responders and non-super responders to anti-VEGF therapy in nAMD. The baseline fluid and SHRM delta-texture features were found to be most discriminating across groups.
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  • 文章类型: Journal Article
    UNASSIGNED:开发了一种深度学习模型,用于使用OCTB扫描检测非渗出性黄斑新生血管(neMNV)。
    未经评估:前瞻性回顾,观察性研究。
    UNASSIGNED:正常对照眼睛和患有和不患有neMNV的年龄相关性黄斑变性(AMD)的患者。
    UNASSIGNED:扫描源OCT血管造影(SS-OCTA)成像(PLEXElite9000,CarlZeissMeditec,Inc)使用6×6-mm扫描图案进行。对单个B扫描进行注释以区分玻璃疣和与neMNV相关的双层标志(DLS)。机器学习模型是在由人类分级的数据集上测试的,并将模型性能与人类分级者进行了比较。
    UNASSIGNED:测量联合交集(IoU)评分以评估分段网络性能。接收器工作特性曲线值下的面积,灵敏度,特异性,测量阳性预测值(PPV)和阴性预测值(NPV)以评估最终分类性能。使用Cohen的kappa测量算法与人类分级者确定之间的机会校正一致性。
    未经证实:共有210名患者的251只眼,包括182只DLS的眼睛和115只玻璃疣的眼睛,用于模型训练。125500次B扫描,手动注释6879个B扫描。建立了视觉变压器分割模型,从B扫描中提取DLS和玻璃疣。从体积中的所有B扫描中提取的预测掩模被投影到en面部图像,并获得每只眼睛的眼睛水平投影图。建立了二元分类算法,从投影图中识别具有neMNV的眼睛。该算法取得了82%,90%,79%,和91%的灵敏度,特异性,PPV,和净现值,分别,在先前研究中由人类分级者评估的100只眼睛的单独测试集上。曲线下面积值计算为0.91(95%置信区间,0.85-0.98)。该算法的结果显示与高级人类等级者的良好一致性(kappa=0.83,P<0.001),与初级等级者的一致性中等(kappa=0.54,P<0.001)。
    UNASSIGNED:我们的网络(代码可在https://github.com/uw-biomedical-ml/double_layer_vit上获得)通过应用纯基于变压器的模型,能够从结构B扫描中检测到neMNV的存在。
    UNASSIGNED: A deep learning model was developed to detect nonexudative macular neovascularization (neMNV) using OCT B-scans.
    UNASSIGNED: Retrospective review of a prospective, observational study.
    UNASSIGNED: Normal control eyes and patients with age-related macular degeneration (AMD) with and without neMNV.
    UNASSIGNED: Swept-source OCT angiography (SS-OCTA) imaging (PLEX Elite 9000, Carl Zeiss Meditec, Inc) was performed using the 6 × 6-mm scan pattern. Individual B-scans were annotated to distinguish between drusen and the double-layer sign (DLS) associated with the neMNV. The machine learning model was tested on a dataset graded by humans, and model performance was compared with the human graders.
    UNASSIGNED: Intersection over Union (IoU) score was measured to evaluate segmentation network performance. Area under the receiver operating characteristic curve values, sensitivity, specificity, and positive predictive value (PPV) and negative predictive value (NPV) were measured to assess the performance of the final classification performance. Chance-corrected agreement between the algorithm and the human grader determinations was measured with Cohen\'s kappa.
    UNASSIGNED: A total of 251 eyes from 210 patients, including 182 eyes with DLS and 115 eyes with drusen, were used for model training. Of 125 500 B-scans, 6879 B-scans were manually annotated. A vision transformer segmentation model was built to extract DLS and drusen from B-scans. The extracted prediction masks from all B-scans in a volume were projected to an en face image, and an eye-level projection map was obtained for each eye. A binary classification algorithm was established to identify eyes with neMNV from the projection map. The algorithm achieved 82%, 90%, 79%, and 91% sensitivity, specificity, PPV, and NPV, respectively, on a separate test set of 100 eyes that were evaluated by human graders in a previous study. The area under the curve value was calculated as 0.91 (95% confidence interval, 0.85-0.98). The results of the algorithm showed excellent agreement with the senior human grader (kappa = 0.83, P < 0.001) and moderate agreement with the junior grader consensus (kappa = 0.54, P < 0.001).
    UNASSIGNED: Our network (code is available at https://github.com/uw-biomedical-ml/double_layer_vit) was able to detect the presence of neMNV from structural B-scans alone by applying a purely transformer-based model.
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  • 文章类型: Journal Article
    未经证实:脂质失调和补体系统(CS)激活是年龄相关性黄斑变性(AMD)的2个重要病理生理学途径。我们假设脂质和AMD之间的关系也可能根据CS基因型谱而不同。因此,目的是根据CS基因型研究脂质相关代谢物与AMD之间的关系。
    未经评估:基于人群的横断面研究。
    UNASSIGNED:共有6947名来自新加坡眼病流行病学研究的参与者获得了完整的相关数据。
    UNASSIGNED:我们从核磁共振代谢组学数据中研究了32种与血脂相关的代谢物,包括脂蛋白及其亚类。胆固醇,甘油酯,和磷脂,以及4种CS单核苷酸多态性(SNP):rs10922109(补体因子H),rs10033900(补体因子I),rs116503776(C2-CFB-SKIV2L),和RS2230199(C3)。我们首先使用多变量逻辑回归模型研究了AMD与32种脂质相关代谢物之间的关联。然后,为了研究脂质相关代谢物对AMD的影响是否根据CSSNP而有所不同,我们测试了CSSNP与脂质相关代谢物之间可能的相互作用.
    UNASSIGNED:使用威斯康星分级系统定义年龄相关性黄斑变性。
    未经评估:在6947名参与者中,AMD的患病率为6.1%,平均年龄为58.3岁。首先,高密度脂蛋白(HDL)和中、大高密度脂蛋白颗粒中胆固醇水平升高与AMD风险增加相关,较高水平的血清总甘油三酯(TG)和几种极低密度脂蛋白亚类颗粒与AMD风险降低相关.第二,这些脂质与2个CSSNPrs2230199和rs116503776(经多重测试校正后)对AMD有显著的交互作用.对于rs2230199,在没有风险等位基因的个体中,HDL2中较高的总胆固醇与AMD风险增加相关(比值比[OR]/标准差增加,1.20;95%置信区间(CI),1.06-1.37;P=0.005),然而,在具有至少1个风险等位基因的个体中,这些颗粒的高水平与AMD风险降低相关(OR,0.69;95%CI,0.45-1.05;P=0.079)。相反,对于rs116503776,在没有风险等位基因的个体中,较高的血清总TG与AMD风险降低相关(OR,0.84;95%CI,0.74-0.95;P=0.005),然而,在具有2个风险等位基因的个体中,这些颗粒的高水平与AMD的风险增加相关(OR,2.3,95%CI,0.99-5.39,P=0.054)。
    UNASSIGNED:根据CS基因型,脂质相关代谢物对AMD的作用方向相反。这表明脂质代谢和CS在AMD发病机制中可能具有协同相互作用。
    UNASSIGNED: Lipid dysregulation and complement system (CS) activation are 2 important pathophysiology pathways for age-related macular degeneration (AMD). We hypothesized that the relationship between lipids and AMD may also differ according to CS genotype profile. Thus, the objective was to investigate the relationships between lipid-related metabolites and AMD according to CS genotypes.
    UNASSIGNED: Population-based cross-sectional study.
    UNASSIGNED: A total of 6947 participants from Singapore Epidemiology of Eye Diseases study with complete relevant data were included.
    UNASSIGNED: We investigated a total of 32 blood lipid-related metabolites from nuclear magnetic resonance metabolomics data including lipoproteins and their subclasses, cholesterols, glycerides, and phospholipids, as well as 4 CS single nucleotide polymorphisms (SNPs): rs10922109 (complement factor H), rs10033900 (complement factor I), rs116503776 (C2-CFB-SKIV2L), and rs2230199 (C3). We first investigated the associations between AMD and the 32 lipid-related metabolites using multivariable logistic regression models. Then, to investigate whether the effect of lipid-related metabolites on AMD differ according to the CS SNPs, we tested the possible interactions between the CS SNPs and the lipid-related metabolites.
    UNASSIGNED: Age-related macular degeneration was defined using the Wisconsin grading system.
    UNASSIGNED: Among the 6947 participants, the prevalence of AMD was 6.1%, and the mean age was 58.3 years. First, higher levels of cholesterol in high-density lipoprotein (HDL) and medium and large HDL particles were associated with an increased risk of AMD, and higher levels of serum total triglycerides (TG) and several very-low-density lipoprotein subclass particles were associated with a decreased risk of AMD. Second, these lipids had significant interaction effects on AMD with 2 CS SNPs: rs2230199 and rs116503776 (after correction for multiple testing). For rs2230199, in individuals without risk allele, higher total cholesterol in HDL2 was associated with an increased AMD risk (odds ratio [OR] per standard deviation increase, 1.20; 95% confidence interval (CI), 1.06-1.37; P = 0.005), whereas, in individuals with at least 1 risk allele, higher levels of these particles were associated with a decreased AMD risk (OR, 0.69; 95% CI, 0.45-1.05; P = 0.079). Conversely, for rs116503776, in individuals without risk allele, higher serum total TG were associated with a decreased AMD risk (OR, 0.84; 95% CI, 0.74-0.95; P = 0.005), whereas, in individuals with 2 risk alleles, higher levels of these particles were associated with an increased risk of AMD (OR, 2.3, 95% CI, 0.99-5.39, P = 0.054).
    UNASSIGNED: Lipid-related metabolites exhibit opposite directions of effects on AMD according to CS genotypes. This indicates that lipid metabolism and CS may have synergistic interplay in the AMD pathogenesis.
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