Retinal imaging

视网膜成像
  • 文章类型: Journal Article
    (1)背景:眼底检查是评估人体血管状态的最佳和流行方法之一。通过检眼镜直接观察视网膜血管已经用于判断高血压改变或动脉硬化。最近,非散瞳扫描激光检眼镜(SLO)的眼底成像由于具有光学相干断层扫描或使用造影剂染料的血管造影的多模态功能,已广泛应用于眼科诊所.这项研究的目的是检查在SLO图像中检测视网膜血管动脉硬化的实用性;(2)方法:回顾性检查了糖尿病性视网膜病变(DR)眼睛的彩色和蓝色标准视野SLO图像。彩色SLO图像中的视网膜动脉硬化根据Scheie分类进行分级。此外,对蓝色SLO图像中的视网膜小动脉的特征进行了鉴定,并检查了它们与动脉硬化等级的相关性,DR分期或一般并发症;(3)结果:相对于彩色眼底图像,蓝色SLO图像显示在单调背景下明显的高反射视网膜小动脉。在严重动脉硬化患者的眼中,经常观察到蓝色SLO图像中发现的视网膜小动脉不规则(3级:79.0%和4级:81.8%)。此外,小动脉的发现与肾功能不全的DR患者的眼睛有关(p<0.05);(4)结论:虽然彩色SLO图像在评估视网膜动脉硬化方面与摄影或检眼镜一样有用,相应的蓝色SLO图像显示在单调背景下具有高对比度的动脉硬化性病变。晚期或晚期DR眼中的视网膜动脉硬化经常在蓝色图像中显示视网膜小动脉不规则。低的发现,不均匀,蓝色或不连续衰减比彩色SLO图像更容易找到。因此,蓝色SLO图像可以显示视网膜小动脉的病理性微硬化,是糖尿病患者血管评估的安全实用方法之一.
    (1) Background: The fundus examination is one of the best and popular methods in the assessment of vascular status in the human body. Direct viewing of retinal vessels by ophthalmoscopy has been utilized in judging hypertensive change or arteriosclerosis. Recently, fundus imaging with the non-mydriatic scanning laser ophthalmoscope (SLO) has been widely used in ophthalmological clinics since it has multimodal functions for optical coherence tomography or angiography with contrast agent dye. The purpose of this study was to examine the utility in detecting arteriosclerosis of retinal vessels in SLO images; (2) Methods: Both color and blue standard field SLO images of eyes with diabetic retinopathy (DR) were examined retrospectively. Retinal arteriosclerosis in color SLO images was graded according to the Scheie classification. Additionally, characteristics of retinal arterioles in blue SLO images were identified and examined for their relevance to arteriosclerosis grades, stages of DR or general complications; (3) Results: Relative to color fundus images, blue SLO images showed distinct hyper-reflective retinal arterioles against a monotone background. Irregularities of retinal arterioles identified in blue SLO images were frequently observed in the eyes of patients with severe arteriosclerosis (Grade 3: 79.0% and Grade 4: 81.8%). Furthermore, the findings on arterioles were more frequently associated with the eyes of DR patients with renal dysfunction (p < 0.05); (4) Conclusions: While color SLO images are equally as useful in assessing retinal arteriosclerosis as photography or ophthalmoscopy, the corresponding blue SLO images show arteriosclerotic lesions with high contrast in a monotone background. Retinal arteriosclerosis in eyes of advanced grades or advanced DR frequently show irregularities of retinal arterioles in the blue images. The findings of low, uneven, or discontinuous attenuation were easier to find in blue than in color SLO images. Consequently, blue SLO images can show pathological micro-sclerosis in retinal arterioles and are potentially one of the safe and practical methods for the vascular assessment of diabetic patients.
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  • 文章类型: Journal Article
    这篇综述批判性地评估了视网膜周边成像技术的适用性,仔细检查其在眼科领域的实际局限性和潜在进步。它强调了巨大的成本和需要评估光学相干断层扫描(OCT)和OCT血管造影设备的临床实用性。它强调了临床医生在投资具有超宽场OCT等功能的设备时,应如何考虑其特定于实践的用例,自发荧光成像,和血管造影。本文还强调了与图像采集相关的挑战,如伪影管理和患者合作延长固定期。这篇综述概述了这些模式在各种视网膜病变中的实用性,以及他们对远程医疗和个性化护理的贡献,由人工智能促进改进的图像处理,量化,和解释。这些技术可能提供对周边视网膜状况和相关病理的更全面的了解。从而影响临床决策,特别是在专家访问有限的偏远地区。
    This review critically assesses the applicability of retinal periphery imaging technology, scrutinizing its practical limitations and potential advancements within ophthalmology. It underscores the significant costs and the need to evaluate the clinical utility of optical coherence tomography (OCT) and OCT angiography devices. It emphasizes how clinicians should consider their practice-specific use-cases while investing in devices with capabilities like ultra-widefield OCT, autofluorescence imaging, and angiography. The paper also highlights the challenges associated with image acquisition, such as artifact management and patient cooperation for extended fixation periods. This review outlines the utility of these modalities in various retinal pathologies, as well as their contribution to telemedicine and personalized care, facilitated by artificial intelligence for improved image processing, quantification, and interpretation. These techniques potentially offer a more comprehensive understanding of peripheral retinal conditions and associated pathologies, thus influencing clinical decision-making, particularly in remote regions with limited specialist access.
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  • 文章类型: Journal Article
    近年来,视网膜光成像已成为一种重要的视网膜功能成像方法,因为光诱发的光感受器的变化已被大量不同的OCT系统证实。全场扫频源光学相干层析成像(FF-SS-OCT)相位特别稳定,它是目前唯一足够灵敏的技术来检测内部丛状层(IPL)中的较小功能变化。然而,现有技术的FF-SS-OCT系统的分辨率不足以区分单个光感受器。这使得难以将杆与锥体分离。在这项工作中,我们通过将视杆和视锥的功能变化与相同的光刺激不同的时间动力学分离来规避这个问题。为此,建立了一个数学模型,将测量信号表示为两个脉冲响应的叠加。所开发的模型很好地描述了不同成像条件下的测量数据,并且能够分别分析两种感光体类型的灵敏度和时间动态。
    In recent years, optoretinography has become an important functional imaging method for the retina, as light-evoked changes in the photoreceptors have been demonstrated for a large number of different OCT systems. Full-field swept-source optical coherence tomography (FF-SS-OCT) is particularly phase-stable, and it is currently the only technique sensitive enough to detect the smaller functional changes in the inner plexiform layer (IPL). However, the resolution of state-of-the art FF-SS-OCT systems is not high enough to distinguish individual photoreceptors. This makes it difficult to separate rods from cones. In this work, we circumvent this problem by separating the functional changes in rods and cones by their different temporal dynamics to the same light stimulus. For this purpose, a mathematical model was developed that represents the measured signals as a superposition of two impulse responses. The developed model describes the measured data under different imaging conditions very well and is able to analyze the sensitivity and temporal dynamics of the two photoreceptor types separately.
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  • 文章类型: Journal Article
    比较早期治疗的苯丙酮尿症(ETPKU)成人和对照组之间的放射状乳头周围毛细血管(RPC)血管丛参数和乳头周围视网膜神经纤维层(pRNFL)厚度。
    这项观察性研究是单中心的,病例对照研究,包括36名参与者的36只眼。其中,18例为早期治疗的PKU(ETPKU),18例为对照。ASD-OCTA(XRAvantiAngioVueOCTA;OptovueInc.,弗里蒙特,CA)用于评估所有参与者的OCT和OCTA参数。主要结果指标为RPC血管密度(VD)%,和pRNFL厚度。
    与对照组(113.22±13.95μm)相比,ETPKU(110.78±12.48μm)的平均pRNFL厚度显着降低,p=0.046。在ETPKU和对照组中,RPC丛小血管的平均VD%为52.31±2.2,在50.71±3.2(p=0.049),而ETPKU中所有放射状乳头状周围毛细血管丛(RPCP)的VD%为58.5±2.2,对照组为55.08±3.4(p<0.001)。相比之下,年龄没有差异,性别,两组之间的IOP。
    通过结构OCT和OCTA,我们观察到神经纤维变薄,伴有RPC丛灌注增加。因此,我们的结论提示,OCTA可作为一种非侵入性方法,用于鉴定ETPKU中的新型视网膜生物标志物.
    UNASSIGNED: To compare radial peripapillary capillary (RPC) vascular plexus parameters and peripapillary retinal nerve fiber layer (pRNFL) thickness between Early-Treated Adults with Phenylketonuria (ETPKU) and controls.
    UNASSIGNED: This observational study was a monocentric, case control study including 36 eyes of 36 participants. Among these, 18 were early-treated PKU (ETPKU) and 18 were controls. A SD-OCTA (XR Avanti AngioVue OCTA; Optovue Inc., Fremont, CA) was employed to assess the OCT and OCTA parameters of all the participants. The main outcome measures were the RPC vessels density (VD) %, and the pRNFL thickness.
    UNASSIGNED: The average pRNFL thickness was significantly reduced in ETPKU (110.78 ± 12.48 μm) compared to controls (113.22 ± 13.95 μm), p = 0.046. The mean VD% of the small vessels of the RPC plexus was 52.31 ± 2.2 in ETPKU and 50.71 ± 3.2 in controls (p = 0.049), while the VD% of all the radial peripapillary capillary plexus (RPCP) was 58.5 ± 2.2 in ETPKU and 55.08 ± 3.4 in controls (p < 0.001). By contrast, there were no differences in age, sex, and IOP between the two groups.
    UNASSIGNED: Through structural OCT and OCTA, we observed thinning of the nerve fibers accompanied by an increase in perfusion of the RPC plexus. Thus, our conclusions suggest that OCTA may serve as a noninvasive method to identify novel retinal biomarkers in ETPKU.
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  • 文章类型: Journal Article
    这篇评论文章探讨了光学相干断层扫描血管造影(OCTA)在诊断和管理各种眼部疾病中的转化作用,包括糖尿病视网膜病变,年龄相关性黄斑变性,视网膜静脉阻塞,和白点综合症。OCTA于2005年开发,已成为一种非侵入性,高分辨率成像技术,提供优于传统荧光素血管造影(FA),提供更快,更安全的眼部状况监测与类似的诊断精度。在糖尿病性视网膜病变中,OCTA有助于早期识别视网膜变化,提供可量化的指标,包括用于评估血管改变的灌注毛细血管密度(PCD)。对于年龄相关性黄斑变性(AMD),OCTA加深了我们对非渗出性新生血管性AMD的理解,允许更有效的监测和潜在的更早开始治疗。在视网膜静脉阻塞的情况下,OCTA可以揭示特定的微血管特征,并允许对中央凹无血管区进行深度分辨测量,提供显著的预后意义。OCTA在研究罕见的白点综合征方面也是无价的,在通常类似存在的条件之间实现细微差别。新兴的研究还表明,OCTA可以在神经退行性疾病如阿尔茨海默氏症中具有潜在的效用,视网膜血管模式可以提供诊断见解。虽然OCTA正在彻底改变眼科护理,需要进一步的临床试验和标准化才能将其更广泛地应用于临床实践.
    This commentary article delves into the transformative role of optical coherence tomography angiography (OCTA) in diagnosing and managing a wide array of eye conditions, including diabetic retinopathy, age-related macular degeneration, retinal vein occlusions, and white dot syndromes. Developed in 2005, OCTA has emerged as a non-invasive, high-resolution imaging technique that offers advantages over traditional fluorescein angiography (FA), providing quicker and safer monitoring of ocular conditions with similar diagnostic accuracy. In diabetic retinopathy, OCTA has been instrumental in early identification of retinal changes, offering quantifiable metrics including perfused capillary density (PCD) for assessing vascular alterations. For age-related macular degeneration (AMD), OCTA has deepened our understanding of non-exudative neovascular AMD, allowing for more effective monitoring and potential earlier initiation of treatment. In cases of retinal vein occlusions, OCTA can reveal specific microvascular features and allow for depth-resolved measurements of the foveal avascular zone, providing significant prognostic implications. OCTA has also been invaluable in studying rare white dot syndromes, enabling nuanced differentiation between conditions that often present similarly. Emerging research also suggests that OCTA can have potential utility in neurodegenerative diseases like Alzheimer\'s, where retinal vascular patterns could offer diagnostic insights. While OCTA is revolutionizing ophthalmic care, further clinical trials and standardization are needed for its broader adoption into clinical practice.
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  • 文章类型: Journal Article
    精神分裂症(SZ)和双相情感障碍(BD)的特点是主要的症状,认知,和神经解剖学的改变.最近的研究已经使用光学相干断层扫描(OCT)来研究SZ和BD的视网膜变化,但他们的独特和共同的变化需要进一步评估。文章是使用PubMed和GoogleScholar识别的。39项研究符合纳入标准。诊断组为先证者(SZ/BD联合),SZ,BD,和健康的控制(HC)眼睛。荟萃分析在适当的时候利用固定和随机效应模型,使用修剪和填充分析(R中的“meta”包)纠正发表偏倚。结果报告为95%CI的标准化平均差异。来自3145例患者眼睛的数据(1956SZ,包括1189BD)和3135HC眼。研究确定了乳头周围视网膜神经纤维层的变薄(pRNFL,总体和两个次区域),m-Retina(整体和所有子区域),mGCL-IPL,mIPL,SZ患者的mRPE。BD显示pRNFL变薄(总体和每个子区域),pGCC,和黄斑视网膜(在5个亚区),但总视网膜的厚度或体积没有变化。SZ和BD患者均未表现出中央凹的显着变化,mRNFL,mGCL,mGCC,mINL,MOPL,MONL,或脉络膜厚度。年龄的调节作用,疾病持续时间,并确定在视网膜结构上吸烟。该荟萃分析建立在该领域先前文献的基础上,结合了最近的OCT研究,并检查了有关精神病的乳头周围和黄斑视网膜区域。总的来说,这项荟萃分析显示,与HCs相比,SZ或BD患者的乳头周围和黄斑结构性视网膜异常。
    Schizophrenia (SZ) and bipolar disorder (BD) are characterized by major symptomatic, cognitive, and neuroanatomical changes. Recent studies have used optical coherence tomography (OCT) to investigate retinal changes in SZ and BD, but their unique and shared changes require further evaluation. Articles were identified using PubMed and Google Scholar. 39 studies met the inclusion criteria. Diagnostic groups were proband (SZ/BD combined), SZ, BD, and healthy control (HC) eyes. Meta-analyses utilized fixed and random effects models when appropriate, and publication bias was corrected using trim-and-fill analysis (\"meta\" package in R). Results are reported as standardized mean differences with 95% CIs. Data from 3145 patient eyes (1956 SZ, 1189 BD) and 3135 HC eyes were included. Studies identified thinning of the peripapillary retinal nerve fiber layer (pRNFL, overall and in 2 subregions), m-Retina (overall and all subregions), mGCL-IPL, mIPL, and mRPE in SZ patients. BD showed thinning of the pRNFL (overall and in each subregion), pGCC, and macular Retina (in 5 subregions), but no changes in thickness or volume for the total retina. Neither SZ nor BD patients demonstrated significant changes in the fovea, mRNFL, mGCL, mGCC, mINL, mOPL, mONL, or choroid thicknesses. Moderating effects of age, illness duration, and smoking on retinal structures were identified. This meta-analysis builds upon previous literature in this field by incorporating recent OCT studies and examining both peripapillary and macular retinal regions with respect to psychotic disorders. Overall, this meta-analysis demonstrated both peripapillary and macular structural retinal abnormalities in people with SZ or BD compared with HCs.
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  • 文章类型: Journal Article
    背景:糖尿病性视网膜病变(DR)和糖尿病性黄斑水肿(DME)是视力障碍的主要原因,对全球视力健康构成挑战。需要新的战略来解决这些日益严重的全球健康问题,将人工智能(AI)集成到眼科中有可能彻底改变DR和DME管理以应对这些挑战。
    方法:这篇综述讨论了DR和DME在疾病识别方面的最新AI驱动方法,患者特异性疾病分析,以及短期和长期管理。这包括当前的筛查和诊断系统及其实际实施,病变检测和分析,疾病进展预测,和治疗反应模型。它还强调了在这些领域取得的技术进步。尽管取得了这些进步,在临床环境中广泛采用这些技术存在障碍,包括监管和隐私问题,需要广泛的验证,以及与现有医疗保健系统的整合。我们还探讨了AI模型的潜力与它们在现实世界应用中的实际效果之间的差距。
    结论:AI有可能彻底改变DR和DME的管理,为医疗保健专业人员提供更高效和精确的工具。然而,克服部署中的挑战,法规遵从性,患者隐私对于这些技术实现其全部潜力至关重要。未来的研究应旨在弥合技术创新与临床应用之间的差距,确保AI工具无缝集成到医疗保健工作流程中,以提高患者的治疗效果。
    BACKGROUND: Diabetic retinopathy (DR) and diabetic macular edema (DME) are major causes of visual impairment that challenge global vision health. New strategies are needed to tackle these growing global health problems, and the integration of artificial intelligence (AI) into ophthalmology has the potential to revolutionize DR and DME management to meet these challenges.
    METHODS: This review discusses the latest AI-driven methodologies in the context of DR and DME in terms of disease identification, patient-specific disease profiling, and short-term and long-term management. This includes current screening and diagnostic systems and their real-world implementation, lesion detection and analysis, disease progression prediction, and treatment response models. It also highlights the technical advancements that have been made in these areas. Despite these advancements, there are obstacles to the widespread adoption of these technologies in clinical settings, including regulatory and privacy concerns, the need for extensive validation, and integration with existing healthcare systems. We also explore the disparity between the potential of AI models and their actual effectiveness in real-world applications.
    CONCLUSIONS: AI has the potential to revolutionize the management of DR and DME, offering more efficient and precise tools for healthcare professionals. However, overcoming challenges in deployment, regulatory compliance, and patient privacy is essential for these technologies to realize their full potential. Future research should aim to bridge the gap between technological innovation and clinical application, ensuring AI tools integrate seamlessly into healthcare workflows to enhance patient outcomes.
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  • 文章类型: Journal Article
    高分辨率视网膜成像与编码钙指示剂GCaMP的病毒载体的玻璃体内注射配对,可以在活体眼中以单细胞分辨率可视化视网膜神经节细胞(RGC)中的活性依赖性钙变化。内界膜(ILM)是病毒载体的屏障,在人类和非人类灵长类动物(NHP)中,限制对服务于中央凹的RGC环的转导。我们评估了在玻璃体内注射之前剥离ILM作为在体内将钙成像扩展到NHP眼中的中央凹之外的策略。五个猕猴的眼睛(3-10岁;n=3个人;2M,1F)进行了玻璃体切除术,在玻璃体内递送7m8:SNCG:GCaMP8s之前,直径为5至6盘的ILM剥离位于中央凹中心。使用荧光自适应光学扫描激光检眼镜记录来自RGC的钙反应。在所有的眼睛中,GCaMP在整个剥皮区域表达,表示相对于对照眼的表达面积的平均8倍扩大。从中央凹中心获得高达11度的钙记录。RGC反应与对照眼相当,在ILM剥离后6个月内没有显着下降,提示RGC功能并未因外科手术而受损。此外,我们证明,活动可以直接从视网膜神经纤维层记录。这种方法对于视觉神经科学的一系列应用将是有价值的,包括视网膜功能的临床前评估。检测视力丧失,并评估治疗干预措施的影响。
    这项研究通过开发一种涉及剥离内界膜(ILM)并结合玻璃体内注射以扩展功能记录能力的新型技术,在视觉神经科学中取得了突破性进展。通过利用高分辨率视网膜成像与病毒载体介导的钙指示剂GCaMP的表达,该研究以单细胞分辨率实现了前所未有的视网膜神经节细胞(RGC)活性的可视化和评估。重要的是,该技术可以从以前无法进入的视网膜区域进行记录,显着扩大钙成像区域超出了中央凹。结果表明,RGC功能稳定,提示对视网膜生理学影响最小。这种创新的方法为视觉神经科学的各种应用提供了重要的前景。包括视网膜功能的临床前评估,视力丧失的检测,和治疗干预措施的评估。总的来说,这项研究代表了在理解和治疗视网膜退行性疾病方面迈出的重要一步,为视力恢复的研究和开发提供了新的途径。
    High resolution retinal imaging paired with intravitreal injection of a viral vector coding for the calcium indicator GCaMP has enabled visualization of activity dependent calcium changes in retinal ganglion cells (RGCs) at single cell resolution in the living eye. The inner limiting membrane (ILM) is a barrier for viral vectors, restricting transduction to a ring of RGCs serving the fovea in both humans and non-human primates (NHP). We evaluate peeling the ILM prior to intravitreal injection as a strategy to expand calcium imaging beyond the fovea in the NHP eye in vivo. Five Macaca fascicularis eyes (age 3-10y; n=3 individuals; 2M, 1F) underwent vitrectomy and 5 to 6-disc diameter ILM peel centered on the fovea prior to intravitreal delivery of 7m8:SNCG:GCaMP8s. Calcium responses from RGCs were recorded using a fluorescence adaptive optics scanning laser ophthalmoscope. In all eyes GCaMP was expressed throughout the peeled area, representing a mean 8-fold enlargement in area of expression relative to a control eye. Calcium recordings were obtained up to 11 degrees from the foveal center. RGC responses were comparable to the fellow control eye and showed no significant decrease over the 6 months post ILM peel, suggesting that RGC function was not compromised by the surgical procedure. In addition, we demonstrate that activity can be recorded directly from the retinal nerve fiber layer. This approach will be valuable for a range of applications in visual neuroscience including pre-clinical evaluation of retinal function, detecting vision loss, and assessing the impact of therapeutic interventions.
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  • 文章类型: Journal Article
    报告一例经细胞学证实的原发性玻璃体视网膜淋巴瘤(PVRL)在病程中出现一过性菌层脱离(BALAD)的临床病程和视网膜影像学特征。
    观察性病例报告。
    一位50岁的女性被转诊给我们,双眼均有2个月的玻璃体炎病史,口服泼尼松龙反应不佳。停用口服泼尼松龙后,玻璃体炎恶化,双眼中周边视网膜出现多个乳脂状视网膜下浸润,除了排除中/后葡萄膜炎的常见原因,让我们考虑PVRL。房水采样检测到MYD88L265P突变,随后在左眼进行的诊断性玻璃体切割术对与PVRL一致的大B细胞淋巴瘤进行了细胞学检查。在疾病过程中,黄斑的光学相干断层扫描显示右眼有BALAD,在后续行动中解决了。
    我们的案例表明BALAD是PVRL的一种可能的罕见表现,在鉴别诊断过程中应考虑这一点,以避免诊断延迟.
    UNASSIGNED: To report the clinical course and the retinal imaging features of a case of cytology-proven primary vitreoretinal lymphoma (PVRL) presenting with a transient bacillary layer detachment (BALAD) during the disease course.
    UNASSIGNED: Observational case report.
    UNASSIGNED: A 50 year-old woman was referred to us with a 2-month history of vitritis in both eyes, poorly responding to oral prednisolone. After discontinuation of oral prednisolone, worsening of vitritis and the appearance of multiple creamy-like subretinal infiltrates in the mid-peripheral retina of both eyes, along with the exclusion of common causes of intermediate/posterior uveitis, made us consider PVRL. Aqueous humor sampling detected MYD88 L265P mutation, and subsequent diagnostic pars plana vitrectomy in the left eye yielded a positive cytology for large B cell lymphoma consistent with PVRL. During the disease course, optical coherence tomography of the macula showed a BALAD in the right eye, which resolved during follow-up.
    UNASSIGNED: Our case indicates that BALAD is a possible rare manifestation of PVRL, and this should be considered in the differential diagnosis process in order to avoid diagnostic delays.
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  • 文章类型: Journal Article
    动脉粥样硬化性心血管疾病(ASCVD)是全球主要的死亡原因,早期发现高危个体对于及时启动干预措施至关重要。作者旨在开发和验证深度学习(DL)模型,以基于视网膜图像和有限的人口统计数据来预测个人的10年ASCVD风险评分。
    该研究使用了来自44,176名英国生物库参与者的89,894张视网膜眼底图像(96%的非西班牙裔白人,5%的糖尿病)对DL模型进行训练和测试。DL模型是使用视网膜图像加上年龄开发的,种族/民族,和出生时的性别,使用合并队列方程(PCE)作为基本事实来预测个体的10年ASCVD风险评分。然后在USEyePACS10K数据集上测试了该模型(5.8%非西班牙裔白人,99.9%糖尿病患者),由8969名糖尿病患者的18,900张图像组成。ASCVD风险升高定义为PCE评分≥7.5%。
    在UKBiobank内部验证数据集中,DL模型实现了接收器工作特性曲线下的面积为0.89,灵敏度84%,特异性90%,用于检测ASCVD风险评分升高的个体。在EyePACS10K中,并添加了回归衍生的糖尿病调节剂,灵敏度达到94%,特异性72%,平均误差-0.2%,平均绝对误差为3.1%。
    这项研究表明,使用视网膜图像的DL模型可以提供一种评估ASCVD风险的额外方法,以及将DL模型应用于不同外部数据集的价值和糖尿病患者ASCVD风险评估的机会。
    UNASSIGNED: Atherosclerotic cardiovascular disease (ASCVD) is a leading cause of death globally, and early detection of high-risk individuals is essential for initiating timely interventions. The authors aimed to develop and validate a deep learning (DL) model to predict an individual\'s elevated 10-year ASCVD risk score based on retinal images and limited demographic data.
    UNASSIGNED: The study used 89,894 retinal fundus images from 44,176 UK Biobank participants (96% non-Hispanic White, 5% diabetic) to train and test the DL model. The DL model was developed using retinal images plus age, race/ethnicity, and sex at birth to predict an individual\'s 10-year ASCVD risk score using the pooled cohort equation (PCE) as the ground truth. This model was then tested on the US EyePACS 10K dataset (5.8% non-Hispanic White, 99.9% diabetic), composed of 18,900 images from 8969 diabetic individuals. Elevated ASCVD risk was defined as a PCE score of ≥7.5%.
    UNASSIGNED: In the UK Biobank internal validation dataset, the DL model achieved an area under the receiver operating characteristic curve of 0.89, sensitivity 84%, and specificity 90%, for detecting individuals with elevated ASCVD risk scores. In the EyePACS 10K and with the addition of a regression-derived diabetes modifier, it achieved sensitivity 94%, specificity 72%, mean error -0.2%, and mean absolute error 3.1%.
    UNASSIGNED: This study demonstrates that DL models using retinal images can provide an additional approach to estimating ASCVD risk, as well as the value of applying DL models to different external datasets and opportunities about ASCVD risk assessment in patients living with diabetes.
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