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Unsupervised quality assessment with generative adversarial networks for 3D OCTA microvascular imaging. 基于生成对抗网络的三维OCTA微血管成像无监督质量评估。
IF 3.2 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-12-18 eCollection Date: 2026-01-01 DOI: 10.1364/BOE.573843
Edmund Sumpena, Andrew Cornelio, Ana Collazo, Shu Jie Ting, Tim Kowalczyk, Xuejuan Jiang, Alexa Beiser, Sudha Seshadri, Amir H Kashani, Craig K Jones

Eye movements, optical opacities, and other factors can introduce artifacts during the acquisition of optical coherence tomography angiography volumes, resulting in suboptimal imaging quality. We aim to develop an automated deep learning model to separate excellent-quality from suboptimal-quality volumes in a quantitative and objective manner. Existing works use supervised classifiers trained on 2D en face images, which 1) represent quality as rigid and discrete classes, 2) require large amounts of labeled data for every type of artifact to generalize effectively, and 3) discard valuable depth information from the original volume. We propose OCTA-GAN, an efficient 3D generative adversarial network architecture that incorporates multi-scale processing layers to assess the quality of scans by fusing fine vasculature details with larger anatomical context. The unsupervised model learns patterns associated with excellent-quality volumes and accurately determines the quality of unseen volumes. Experimental results show OCTA-GAN's discriminator distinguishes excellent-quality from suboptimal-quality volumes with an AUC of 0.92, a sensitivity of 95.7%, and a specificity of 76.6%, surpassing the baseline 3D architecture (AUC = 0.55, sensitivity = 97.8%, specificity = 12.8%). Further analysis attributes the improved performance to the synergy between the generator model and discriminator architecture, whose robust feature representations effectively capture the intricate vasculature. Comparison with state-of-the-art 2D supervised en face classifiers demonstrates OCTA-GAN's ability to generalize across diverse artifacts and provides an interpretable organization of the output scores based on severity.

眼球运动、光学混浊和其他因素会在光学相干断层血管成像体积的获取过程中引入伪影,导致成像质量不理想。我们的目标是开发一个自动化的深度学习模型,以定量和客观的方式分离优质和次优质量的卷。现有的作品使用在2D人脸图像上训练的监督分类器,它1)将质量表示为刚性和离散类,2)对每种类型的工件需要大量标记数据才能有效地泛化,以及3)从原始卷中丢弃有价值的深度信息。我们提出了OCTA-GAN,这是一种高效的3D生成对抗网络架构,包含多尺度处理层,通过融合精细血管细节和更大的解剖背景来评估扫描质量。无监督模型学习与优质卷相关的模式,并准确确定未见卷的质量。实验结果表明,OCTA-GAN鉴别器区分优质和次优质量体积的AUC为0.92,灵敏度为95.7%,特异性为76.6%,优于基线3D结构(AUC = 0.55,灵敏度= 97.8%,特异性= 12.8%)。进一步的分析将改进的性能归因于生成器模型和鉴别器体系结构之间的协同作用,其鲁棒的特征表示有效地捕获了复杂的血管系统。与最先进的2D监督人脸分类器的比较表明,OCTA-GAN具有跨不同工件进行泛化的能力,并提供了基于严重程度的输出分数的可解释组织。
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引用次数: 0
Multimodality catheter composed of intravascular ultrasound imaging and polymer optical fiber FFR functions for the diagnosis of cardiac disease. 由血管内超声成像和聚合物光纤FFR功能组成的多模态导管用于心脏疾病的诊断。
IF 3.2 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-12-17 eCollection Date: 2026-01-01 DOI: 10.1364/BOE.578245
Weijin Chen, Xin Cheng, Ning Wang, Xuming Zhang, Min Su, Weichang Wu, Peitian Mu, Quan Du, Hwa-Yaw Tam, Weibao Qiu, Jiyan Dai

In this study, we developed a minimally invasive intravascular catheter integrating ultrasonic imaging with fiber Bragg grating (FBG)-based mechanical sensing. By co-integrating a high-frequency miniature ultrasound transducer and a ZEONEX-based polymer optical fiber Bragg grating at the tip of a 1.2 mm catheter, synchronized monitoring of vascular structure visualization and acquisition of hemodynamic pressure data was achieved. In vitro experiments demonstrated that the device attained an axial resolution of 50 µm and a pressure sensitivity of 6.81 pm/kPa when operating in an isotonic saline solution. This technology combines dynamic pressure sensing capabilities with ultrasonic structural imaging in a vascular interventional catheter to overcome the limitations of traditional single-modality catheters in assessing the extent of arterial stenosis. In vitro experiments demonstrated that the pressure sensitivity of this composite catheter was significantly higher than that of commercial pressure wires. Animal experiments successfully captured systolic pressure and diastolic pressure, confirming that the composite catheter is capable of detecting dynamic changes in intravascular stress, and therefore, facilitating a multimodal diagnostic approach for the diagnosis of cardiovascular diseases.

在这项研究中,我们开发了一种微创血管内导管,将超声成像与基于光纤布拉格光栅(FBG)的机械传感相结合。通过将高频微型超声换能器与基于zeonex的聚合物光纤布拉格光栅共集成在1.2 mm导管的尖端,实现了血管结构可视化的同步监测和血流动力学压力数据的获取。体外实验表明,该装置在等渗盐水溶液中工作时,轴向分辨率为50µm,压力灵敏度为6.81 pm/kPa。该技术将血管介入导管的动态压力传感能力与超声结构成像相结合,克服了传统单模态导管在评估动脉狭窄程度方面的局限性。体外实验表明,该复合导管的压力敏感性明显高于市售压力丝。动物实验成功捕获了收缩压和舒张压,证实了复合导管能够检测血管内应激的动态变化,从而为心血管疾病的诊断提供了一种多模式诊断方法。
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引用次数: 0
Wavenumber-space wavefront sensorless adaptive-optics for optical coherence tomography. 光学相干层析成像的波数-空间波前无传感器自适应光学。
IF 3.2 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-12-16 eCollection Date: 2026-01-01 DOI: 10.1364/BOE.582534
Sebastián Ruiz-Lopera, David Veysset, Brett E Bouma, Néstor Uribe-Patarroyo

Adaptive-optics optical coherence tomography (AO-OCT) allows the visualization of cellular-scale retinal structures; however, its adoption both at research and clinical levels has been restricted by hardware and software complexity. Based on the observation that aberrations other than defocus are depth-independent, we propose an approach for wavefront sensorless AO-OCT that utilizes the interferometric fringe modulation in wavenumber (k-) space to optimize the wavefront correction. This approach avoids the need for tomogram reconstruction at each optimization iteration and increases robustness against axial motion. The proposed routine combines k-space optimization with focal plane shifting (i.e., defocus optimization) and evaluates the objective function B-scan-wise, achieving 8 Zernike modes correction in ∼1.89 s. Experimental testing with a phantom model eye and computational complexity analysis show the proposed algorithm has a lower computational complexity and faster optimization time per mode while performing at least as well as depth-resolved optimization, using a LabVIEW implementation without the need for high-performance dedicated software or GPU acceleration. We demonstrate its performance in human retinal imaging in vivo.

自适应光学光学相干断层扫描(AO-OCT)允许可视化细胞尺度视网膜结构;然而,它在研究和临床层面的采用受到硬件和软件复杂性的限制。基于离焦以外的像差与深度无关的观察,我们提出了一种利用波数(k-)空间干涉条纹调制优化波前校正的无波前传感器AO-OCT方法。这种方法避免了在每次优化迭代时重建层析图的需要,并增加了对轴向运动的鲁棒性。所提出的程序将k空间优化与焦平面移位(即离焦优化)相结合,并以b扫描方式评估目标函数,在~ 1.89 s内实现8个Zernike模式校正。实验测试和计算复杂度分析表明,该算法具有较低的计算复杂度和更快的优化时间,同时在使用LabVIEW实现的情况下,无需高性能专用软件或GPU加速,至少可以完成深度分辨优化。我们证明了它在人体视网膜成像中的性能。
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引用次数: 0
Structural analysis of cone photoreceptors in AO-OCT enables S-cone identification by a support vector machine classifier. 通过对AO-OCT中视锥光感受器的结构分析,实现了支持向量机分类器对s锥的识别。
IF 3.2 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-12-16 eCollection Date: 2026-01-01 DOI: 10.1364/BOE.581923
Qiuzhi Ji, Marcel T Bernucci, Yan Liu, James A Crowell, Davin J Miller, Donald T Miller

Adaptive optics optical coherence tomography (AO-OCT) enables high-resolution, 3-dimensional imaging of cone photoreceptors in the living human retina. Histological studies have shown that short-wavelength-sensitive (S) cones are structurally distinct from medium- (M) and long-wavelength-sensitive (L) cones. However, current in vivo methods for classifying cones-such as retinal densitometry and optoretinography-are technically demanding because they require measuring cone function. Quantifying structural differences with AO-OCT may provide a simpler and faster alternative and offer new biomarkers for understanding how disease differentially affects photoreceptor subtypes. Here, we present a quantitative method that applies a support vector machine (SVM) classifier to structural measurements of AO-OCT volumes to identify individual S cones. We measured six structural parameters related to the inner and outer segments of each cone. Among 13,836 cones analyzed across six subjects, we found S cones exhibited significantly longer inner segments, shorter outer segments, and wider diameters at the inner/outer segment junction than M and L cones. Although M and L cones are widely regarded as morphologically indistinguishable, we also found that L cones, on average, had longer outer segments than M cones. These structural differences were consistent across five of the six subjects at a single retinal eccentricity of 3.7° and across eccentricities from 2° to 12° temporal in one subject. Our SVM model used these features to achieve high classification accuracy for S cones. Validation of classification performance against optoretinography on the same eyes yielded F1 scores ranging from 0.78 to 0.93 in five of the six subjects.

自适应光学光学相干断层扫描(AO-OCT)能够对活体人眼视网膜中的视锥光感受器进行高分辨率的三维成像。组织学研究表明,短波敏感(S)视锥细胞在结构上与中波长敏感(M)和长波长敏感(L)视锥细胞不同。然而,目前对视锥细胞进行分类的活体方法,如视网膜密度测定法和视网膜造影法,在技术上要求很高,因为它们需要测量视锥细胞的功能。用AO-OCT定量结构差异可能提供一种更简单、更快速的替代方法,并为了解疾病如何差异影响光感受器亚型提供新的生物标志物。在这里,我们提出了一种定量方法,将支持向量机(SVM)分类器应用于AO-OCT体积的结构测量,以识别单个S锥。我们测量了与每个锥体的内外段相关的六个结构参数。在6个被试的13836个锥体中,我们发现S锥体比M和L锥体具有更长的内节、更短的外节和更宽的内/外节连接处直径。虽然M和L锥体被广泛认为在形态上无法区分,但我们也发现L锥体的平均外节比M锥体长。这些结构差异在单个视网膜偏心率为3.7°的6名受试者中的5名和在一个受试者的2°至12°的时间偏心率中是一致的。我们的SVM模型利用这些特征对S锥实现了较高的分类精度。在同一只眼睛上对视网膜造影的分类性能进行验证,6名受试者中有5名的F1得分从0.78到0.93不等。
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引用次数: 0
Modeling spectroradiometric measurements of oral mucosal tissue autofluorescence. 口腔黏膜组织自身荧光的建模光谱辐射测量。
IF 3.2 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-12-16 eCollection Date: 2026-01-01 DOI: 10.1364/BOE.575722
Joyce E Farrell, Xi Mou, Brian A Wandell

Spectroradiometric fluorescence measurements were collected from the dorsal tongue and inner lip of healthy volunteers. These sites were chosen to represent the distinct spectral features that differentiate keratinized from non-keratinized oral tissues, as documented in previous studies. A computational model was then applied to estimate the relative contributions of key fluorophores and to quantify the influence of blood absorption on the observed fluorescence spectra. The resulting dataset and model, both freely available, serve as reference standards for healthy oral tissue and support the development of quantitative, non-invasive imaging systems for consistent and reproducible assessment of oral mucosal health.

对健康志愿者的舌头背侧和内唇进行了光谱辐射荧光测量。选择这些位点是为了代表区分角化和非角化口腔组织的独特光谱特征,如先前的研究所记载的那样。然后应用计算模型来估计关键荧光团的相对贡献,并量化血液吸收对观察到的荧光光谱的影响。由此产生的数据集和模型均可免费获得,可作为健康口腔组织的参考标准,并支持开发定量、非侵入性成像系统,用于一致和可重复的口腔粘膜健康评估。
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引用次数: 0
Long-wavelength oblique back-illumination microscopy for deep in vivo imaging. 用于体内深部成像的长波长斜背照明显微镜。
IF 3.2 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-12-16 eCollection Date: 2026-01-01 DOI: 10.1364/BOE.579269
Ye-Chan Cho, Jin Hee Hong, Sungsam Kang, Wonjun Choi, Wonshik Choi, Yookyung Jung

Oblique back-illumination microscopy (OBM) is a label-free imaging technique that captures differential forward scattering in reflection mode to generate high-contrast pseudo-transmission images of cells and microvessels. While OBM benefits from multiple light scattering to detect forward-scattered signals, its imaging depth is constrained by tissue scattering between the objective lens and the imaging plane. In this study, we introduce a long-wavelength OBM system operating at 1650 nm-significantly longer than previous implementations-to mitigate scattering effects and extend imaging depth. Compared to a similar system using an 800 nm light source, our 1650 nm OBM achieves markedly deeper in vivo imaging of the mouse brain. This advancement in high-contrast, deep-tissue imaging holds promise for more detailed investigations into the pathophysiology of living biological systems.

斜背照度显微镜(OBM)是一种无标记成像技术,在反射模式下捕获差分前向散射,生成细胞和微血管的高对比度伪透射图像。虽然OBM利用多重光散射来检测前向散射信号,但其成像深度受到物镜和成像平面之间组织散射的限制。在这项研究中,我们引入了一种工作波长为1650纳米的长波OBM系统——比以前的实现要长得多——以减轻散射效应并延长成像深度。与使用800 nm光源的类似系统相比,我们的1650 nm OBM可以实现更深入的小鼠大脑体内成像。高对比度、深层组织成像的这一进步为更详细地研究活生物系统的病理生理学提供了希望。
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引用次数: 0
Dynamic optical coherence tomography algorithm for label-free assessment of swiftness and occupancy of intratissue moving scatterers. 动态光学相干层析成像算法用于无标记评估组织内移动散射体的速度和占用。
IF 3.2 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-12-16 eCollection Date: 2026-01-01 DOI: 10.1364/BOE.574972
Rion Morishita, Pradipta Mukherjee, Ibrahim Abd El-Sadek, Tanatchaya Seesan, Tomoko Mori, Atsuko Furukawa, Shinichi Fukuda, Donny Lukmanto, Satoshi Matsusaka, Shuichi Makita, Yoshiaki Yasuno

Dynamic optical coherence tomography (DOCT) statistically analyzes fluctuations in time-sequential OCT signals, enabling label-free and three-dimensional visualization of intratissue and intracellular activities. Current DOCT methods, such as logarithmic intensity variance (LIV) and OCT correlation decay speed (OCDS), have several limitations. Namely, the DOCT values and intratissue motions are not directly related, and hence DOCT values are not interpretable in the context of the tissue motility. We introduce an open-source DOCT algorithm that provides a more direct interpretation of DOCT in the context of dynamic scatterer ratio and scatterer speed in the tissue. The detailed properties of the new and conventional DOCT methods are investigated by numerical simulations based on our open-source DOCT simulation framework, and the experimental validation with in vitro and ex vivo samples demonstrates the feasibility of the method.

动态光学相干断层扫描(DOCT)统计分析时间序列OCT信号的波动,使组织内和细胞内活动的无标签和三维可视化成为可能。目前的DOCT方法,如对数强度方差(LIV)和OCT相关衰减速度(OCDS),有一些局限性。也就是说,DOCT值和组织内运动没有直接关系,因此DOCT值不能在组织运动的背景下解释。我们引入了一种开源的DOCT算法,该算法在组织中的动态散射比和散射速度的背景下提供了更直接的DOCT解释。基于我们的开源DOCT仿真框架,通过数值模拟研究了新方法和传统DOCT方法的详细性能,并通过体外和离体样品的实验验证了该方法的可行性。
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引用次数: 0
LensPlus: a high space-bandwidth optical imaging technique. LensPlus:一种高空间带宽光学成像技术。
IF 3.2 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-12-15 eCollection Date: 2026-01-01 DOI: 10.1364/BOE.580164
Neha Goswami, Mark A Anastasio

The space-bandwidth product (SBP) imposes a fundamental limitation in achieving high-resolution and large field-of-view image acquisitions simultaneously. High-NA objectives provide fine structural detail at the cost of reduced spatial coverage and slower scanning as compared to a low-NA objective, while low-NA objectives offer wide fields of view but compromised resolution. Here, we introduce LensPlus, a deep learning-based framework that enhances the SBP of quantitative phase imaging (QPI) without requiring hardware modifications. By training on paired datasets acquired with low-NA and high-NA objectives, LensPlus learns to recover high-frequency features lost in low-NA measurements, effectively bridging the resolution gap while preserving the large field of view, thereby increasing the SBP. We demonstrate that LensPlus can transform images acquired with a 10x/0.3 NA objective (40x/0.95 NA for another model) to a quality comparable to that obtained using a 40x/0.95 NA objective (100x/1.45NA for the second model), resulting in a 2D-SBP improvement of approximately 3.5x (2.04x for the second model). Importantly, unlike adversarial models, LensPlus employs a non-generative model to minimize image hallucinations and ensure quantitative fidelity as verified through spectral analysis. Beyond QPI, LensPlus is broadly applicable to other lens-based imaging modalities, enabling wide-field, high-resolution imaging for time-lapse studies, large-area tissue mapping, and applications where high-NA oil objectives are impractical.

空间带宽积(SBP)在同时实现高分辨率和大视场图像采集方面施加了根本性的限制。与低分辨率物镜相比,高分辨率物镜提供了精细的结构细节,但代价是空间覆盖范围的减少和扫描速度的减慢,而低分辨率物镜提供了广阔的视野,但分辨率有所降低。在这里,我们介绍了LensPlus,这是一个基于深度学习的框架,可以在不需要硬件修改的情况下增强定量相位成像(QPI)的SBP。通过对低na和高na物镜获得的配对数据集进行训练,LensPlus学会恢复低na测量中丢失的高频特征,在保留大视场的同时有效弥合分辨率差距,从而提高SBP。我们证明,LensPlus可以将使用10x/0.3 NA物镜获得的图像(另一个模型为40x/0.95 NA)转换为与使用40x/0.95 NA物镜获得的图像(第二个模型为100x/1.45NA)相当的质量,从而使2D-SBP提高约3.5倍(第二个模型为2.04倍)。重要的是,与对抗性模型不同,LensPlus采用非生成模型来最小化图像幻觉,并确保通过光谱分析验证的定量保真度。除了QPI, LensPlus还广泛适用于其他基于透镜的成像模式,可实现宽视场、高分辨率成像,用于延时研究、大面积组织测绘以及高na油物镜不切实际的应用。
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引用次数: 0
Maximising imaging volumes of expanded tissues for inverted fluorescence microscopy. 最大限度地扩大成像体积的组织为倒置荧光显微镜。
IF 3.2 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-12-15 eCollection Date: 2026-01-01 DOI: 10.1364/BOE.579043
Miguel Cardoso Mestre, Jacob R Lamb, Madeline A Lancaster, James D Manton

Expansion microscopy (ExM) has enabled nanoscale imaging of tissues by physically enlarging biological samples in a swellable hydrogel. However, the increased sample size and water-based environment pose challenges for deep imaging using conventional inverted confocal microscopes, particularly due to the limited working distance of high-numerical-aperture (NA) water immersion objectives. Here, we introduce a practical imaging alternative that utilizes an inverted water-dipping objective and a refractive-index-matched optical path using fluorinated ethylene propylene (FEP) film. Through point spread function (PSF) measurements and simulations, we show that the FEP film introduces predominantly defocus-like wavefront profiles characteristic of high NA systems, which result in an easily correctable axial shift of the focal plane. To ensure stable immersion and refractive index continuity, we use an arrangement relying on an FEP film, Immersol W, water and a FEP-based imaging dish. This configuration achieves sub-micron lateral and axial resolution, supports large tile-scan acquisitions, and maintains image quality across depths exceeding 800 µm. We validate the system by imaging 4×-expanded U2OS cells and human cerebral organoids. Our approach provides a low-cost, plug-and-play solution for high-resolution volumetric imaging of expanded samples using standard inverted microscopes.

膨胀显微镜(ExM)通过在可膨胀的水凝胶中物理放大生物样本,实现了组织的纳米级成像。然而,样本量的增加和水基环境对传统倒置共聚焦显微镜的深度成像提出了挑战,特别是由于高数值孔径(NA)水浸物镜的工作距离有限。在这里,我们介绍了一个实用的成像替代方案,利用一个倒置的水浸物镜和一个折射率匹配的光路使用氟化乙烯丙烯(FEP)薄膜。通过点扩散函数(PSF)测量和模拟,我们发现FEP膜主要引入高NA系统的散焦样波前分布特征,这导致焦平面的轴向位移易于校正。为了确保稳定的浸没和折射率的连续性,我们使用了依靠FEP薄膜、Immersol W、水和基于FEP的成像碟的安排。该配置可实现亚微米级的横向和轴向分辨率,支持大型瓷砖扫描采集,并在深度超过800微米的范围内保持图像质量。我们通过对4×-expanded U2OS细胞和人脑类器官进行成像来验证该系统。我们的方法为使用标准倒置显微镜对膨胀样品进行高分辨率体积成像提供了一种低成本,即插即用的解决方案。
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引用次数: 0
Terahertz attenuated total reflection imaging of fresh brain glioma based on a solid immersion lens. 基于固体浸没透镜的新鲜脑胶质瘤太赫兹衰减全反射成像。
IF 3.2 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-12-12 eCollection Date: 2026-01-01 DOI: 10.1364/BOE.583504
Haibin Li, Yuye Wang, Zelong Wang, Ning Mu, Tunan Chen, Hua Feng, Degang Xu, Jianquan Yao

The diagnosis and treatment of gliomas depend greatly on the precise delineation of tumor boundaries and the rapid extraction of molecular pathological features. The development of high-resolution and high-sensitivity terahertz (THz) attenuated total reflection (ATR) imaging technology can greatly expand its application in the clinical medical field. In this study, we demonstrated a THz ATR imaging system based on a solid immersion lens (SIL). The resolution improvement mechanism by a solid immersion lens in the THz ATR imaging system has been studied theoretically and experimentally. According to the theoretical analysis results, the optimal parameters of the system have been selected. The spatial resolution of the THz imaging system was up to 120μm × 140μm. On this basis, the THz reflectivity of fresh normal brain tissue and glioma tissue in a mouse model was studied. Compared with the visible, MR, and H&E-stained images, the accurate identification of the glioma region boundary and microscopic structures in brain tissues was realized. The glioma regions in H&E-stained and THz ATR images were segmented automatically based on the Chan-Vese active contour model, where the performance evaluation rates were all above 95%. These promising results suggest that THz ATR imaging based on SIL could be used as a tool for label-free, high-sensitivity, and real-time imaging of brain gliomas.

胶质瘤的诊断和治疗很大程度上依赖于肿瘤边界的精确划定和分子病理特征的快速提取。高分辨率、高灵敏度太赫兹(THz)衰减全反射(ATR)成像技术的发展可以极大地扩展其在临床医学领域的应用。在这项研究中,我们展示了一种基于固体浸没透镜(SIL)的太赫兹ATR成像系统。对固体浸没透镜在太赫兹ATR成像系统中提高分辨率的机理进行了理论和实验研究。根据理论分析结果,选定了系统的最优参数。太赫兹成像系统的空间分辨率高达120μm × 140μm。在此基础上,研究了新鲜正常脑组织和胶质瘤小鼠模型组织的太赫兹反射率。与可见、MR和h&e染色图像相比,实现了脑组织胶质瘤区域边界和显微结构的准确识别。基于Chan-Vese活动轮廓模型对h&e染色和THz ATR图像中的胶质瘤区域进行自动分割,其性能评价率均在95%以上。这些有希望的结果表明,基于SIL的太赫兹ATR成像可以作为脑胶质瘤无标记、高灵敏度和实时成像的工具。
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引用次数: 0
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Biomedical optics express
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