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Brain-SAM: a general automatic SAM-based segmentation model for brain science images. brain - sam:一个通用的基于sam的脑科学图像自动分割模型。
IF 3.2 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-07 eCollection Date: 2026-02-01 DOI: 10.1364/BOE.579532
Shilong Zhang, Peicong Gong, Hong Zhang, Jieyu Li, Shukang Bi, Anan Li, Qingming Luo, Zhao Feng, Chi Xiao

Segmentation and analysis of microscopic optical images is a fundamental task in the field of biomedicine. However, efficiently, accurately, and robustly segmenting regions of interest in these images presents a significant challenge. The segment anything model (SAM) has demonstrated remarkable generalization capabilities in natural image segmentation tasks, revealing its potential for segmenting microscopic optical images. In this study, we propose Brain-SAM, a general automatic segmentation model based on SAM for the automatic segmentation of microscopic optical images. Specifically, we introduce an automatic prompt encoder to enable high-throughput automated segmentation of these images. Additionally, we propose a segmentation optimizer to further enhance the model's segmentation performance. Testing on eight benchmark datasets, representing common scenarios in microscopic optical image segmentation, shows that Brain-SAM outperforms specialized segmentation models in the vast majority of segmentation tasks. Notably, on the Brain, Tek and Lectin3d datasets, Brain-SAM achieved IoU scores of 98.07%, 93.13% and 88.49% respectively, along with Dice scores of 99.03%, 96.44% and 93.89%. Moreover, we provide a series of rich, publicly available brain science image datasets created using fluorescence microscopic optical tomography (fMOST) technology.

显微光学图像的分割与分析是生物医学领域的一项基本任务。然而,有效、准确、稳健地分割这些图像中的感兴趣区域是一个重大挑战。任意分割模型(SAM)在自然图像分割任务中表现出了显著的泛化能力,揭示了其在显微光学图像分割方面的潜力。在本研究中,我们提出了一种基于SAM的通用自动分割模型Brain-SAM,用于显微光学图像的自动分割。具体来说,我们引入了一个自动提示编码器来实现这些图像的高通量自动分割。此外,我们提出了一个分割优化器,以进一步提高模型的分割性能。在代表微观光学图像分割常见场景的8个基准数据集上进行的测试表明,在绝大多数分割任务中,Brain-SAM优于专门的分割模型。值得注意的是,在Brain、Tek和Lectin3d数据集上,Brain- sam的IoU得分分别为98.07%、93.13%和88.49%,Dice得分为99.03%、96.44%和93.89%。此外,我们还提供了一系列丰富的、公开可用的脑科学图像数据集,这些数据集使用荧光显微光学断层扫描(fMOST)技术创建。
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引用次数: 0
Image-guided thoracoscopic segmentectomy via single-shot statistical gating of blood-scattered laser speckle. 图像引导胸腔镜血散射激光散斑单次统计门控手术。
IF 3.2 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-07 eCollection Date: 2026-02-01 DOI: 10.1364/BOE.577062
Haoji Ma, Hua Liu, Zichen Wang, Xing Wang, Jielin Sun, Jiang Fan, Peng Miao

Accurate identification of target lung segments during thoracoscopic surgery is critical for successful lung cancer resections but remains challenging with conventional thoracoscopic imaging techniques. We present a real-time statistical gating method that leverages the single-shot laser speckle pattern generated by an 840 nm laser to isolate the blood-scattered speckle component in lung tissue. This enables background-free measurement of hemoglobin's absorption, thereby markedly improving the sensitivity of tissue oxygen saturation detection. By exploiting differences in speckle decorrelation time, our approach reconstructs blood-scattered intensity images from single-frame thoracoscopic captures in real-time. Clinical trials demonstrated a 2.05-fold increase in boundary slope steepness and a 220% improvement in the mean absolute derivative metric, enabling precise differentiation of the segment's boundary during the inflation-deflation procedure in lung segmentectomy. For novice surgeons, manual segmentation accuracy improved from 0.78 to 0.92 (standard segmentectomy) and from 0.82 to 0.89 (rapid segmentectomy) in terms of DICE coefficients. Compatible with standard thoracoscopic systems, our method offers real-time, high-sensitivity visualization of blood absorption dynamics, enhancing surgical precision and reducing operative time. As a computational imaging method, the proposed statistical gating method can be seamlessly integrated into existing thoracoscopic systems by adding near-infrared laser illumination and an embedded GPU core. This highlights its potential for revolutionizing lung cancer surgeries.

在胸腔镜手术中准确识别靶肺段是成功切除肺癌的关键,但传统的胸腔镜成像技术仍然具有挑战性。我们提出了一种实时统计门控方法,利用840 nm激光产生的单次激光散斑图来分离肺组织中的血液散射散斑成分。这使得血红蛋白吸收的无背景测量成为可能,从而显著提高组织氧饱和度检测的灵敏度。通过利用散斑去相关时间的差异,我们的方法实时重建单帧胸腔镜捕获的血液散射强度图像。临床试验表明,在肺段切除术的充气-收缩手术中,边界斜率增加了2.05倍,平均绝对导数度量提高了220%,从而能够精确区分肺段边界。对于新手外科医生,在DICE系数方面,人工分割准确率从0.78提高到0.92(标准节段切除术),从0.82提高到0.89(快速节段切除术)。与标准胸腔镜系统兼容,我们的方法提供实时、高灵敏度的血液吸收动态可视化,提高手术精度,缩短手术时间。统计门控方法作为一种计算成像方法,通过增加近红外激光照明和嵌入式GPU核心,可以无缝集成到现有的胸腔镜系统中。这凸显了它革新肺癌手术的潜力。
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引用次数: 0
Speckle tweezers near water-oil and water-air interfaces. 水-油和水-气界面附近的斑点镊子。
IF 3.2 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-07 eCollection Date: 2026-02-01 DOI: 10.1364/BOE.581641
Ramin Jamali, Sabareesh K P Velu, Ali-Reza Moradi

Contemporary approaches for multiple optical micro-manipulation typically involve careful pre-engineering of the laser beam shape. In various biomedical and microfluidic scenarios, especially those necessitating unconventional specimen chambers, there is a demand for controlling the collection of micro-objects near fluid-fluid interfaces. For many of these cases, a regular array of trap sites as well as tight confinement are not essential. For such applications near interfaces, we expand on the concept of speckle tweezers (ST), which incorporate randomly distributed light fields for quasi-2D optical manipulation. The proposed technique is demonstrated experimentally by applying ST to govern the movement of polystyrene micro-particles near water-oil and water-air interfaces. The efficacy of the method is validated through the temporal characterization of micro-particle motions, and the confinement of the micro-particles near the interfaces is verified using digital holographic microscopy. However, the methodology has the potential for applications in living cell manipulation, soft functional matter creation, and various industrial processes.

当代的多种光学微操作方法通常涉及对激光束形状的仔细预先设计。在各种生物医学和微流体场景中,特别是那些需要非常规标本室的场景中,需要控制流体-流体界面附近微物体的收集。在许多这种情况下,常规的捕集点排列和严格的限制是不必要的。对于这种接近界面的应用,我们扩展了散斑镊子(ST)的概念,它包含用于准二维光学操作的随机分布光场。通过实验证明了该技术可以控制聚苯乙烯微粒在水-油和水-空气界面附近的运动。通过微粒子运动的时间表征验证了该方法的有效性,并使用数字全息显微镜验证了微粒子在界面附近的约束。然而,该方法在活细胞操作、软功能物质创造和各种工业过程中具有应用潜力。
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引用次数: 0
Biomedical Optics Express recognizes the 2025 best paper prize winner: editorial. 《生物医学光学快报》承认2025年最佳论文奖得主:社论。
IF 3.2 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-07 eCollection Date: 2026-02-01 DOI: 10.1364/BOE.588525
Sina Farsiu, Ruikang K Wang

The Editor-in-Chief and Deputy Editor of Biomedical Optics Express announce the award prize for the best paper published in the Journal between 2022 and 2024.

《生物医学光学快报》总编辑和副主编宣布了2022年至2024年在该杂志上发表的最佳论文的奖项。
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引用次数: 0
Wearable frequency-domain near-infrared spectroscopy (FD-NIRS) system. 可穿戴频域近红外光谱(FD-NIRS)系统。
IF 3.2 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-05 eCollection Date: 2026-02-01 DOI: 10.1364/BOE.585068
Shashikant Lahade, Siavash Yazdi, Nicholas Ross, Delaney Smith, Saba Mohammadi, Michael M Green, Thomas D O'Sullivan

Frequency-domain near-infrared spectroscopy (FD-NIRS) is a noninvasive in vivo sensing and imaging technique that is used to quantify tissue composition and oxygen metabolism in the brain, muscle, and other tissues. However, the size and complexity of FD-NIRS instrumentation have largely limited its use to laboratory and clinical research settings. To expand the use of FD-NIRS into continuous monitoring applications and in naturalistic environments, we report a novel real-time multi-frequency (50-350 MHz) wearable FD-NIRS system based on a custom application-specific integrated circuit (ASIC). The wearable device includes 685 nm and 850 nm laser diodes and a silicon photomultiplier (SiPM) detector. The system has an optical property accuracy of 0.0007 mm-1 for absorption and 0.08 mm-1 for reduced scattering at a 14.7 Hz measurement rate, evaluated using tissue-simulating phantoms, and is capable of capturing single-frequency measurements up to 1 kHz with both wavelengths. Without a battery, it weighs 37 grams and measures less than 7 x 3 x 3 cm in size. For proof-of-concept, we demonstrate measurement of an arteriovenous occlusion of the human forearm. Overall, this work demonstrates the feasibility of quantitative FD-NIRS tissue optical spectroscopy for wearable health monitoring.

频域近红外光谱(FD-NIRS)是一种无创的体内传感和成像技术,用于量化大脑、肌肉和其他组织中的组织成分和氧代谢。然而,FD-NIRS仪器的尺寸和复杂性在很大程度上限制了其在实验室和临床研究环境中的使用。为了将FD-NIRS的使用扩展到连续监测应用和自然环境中,我们报告了一种基于定制应用专用集成电路(ASIC)的新型实时多频(50-350 MHz)可穿戴FD-NIRS系统。该可穿戴设备包括685 nm和850 nm激光二极管以及硅光电倍增管(SiPM)探测器。在14.7 Hz的测量速率下,该系统的吸收光学特性精度为0.0007 mm-1,减少散射光学特性精度为0.08 mm-1,使用组织模拟模型进行评估,并且能够捕获两个波长高达1 kHz的单频测量。没有电池,它的重量为37克,尺寸小于7 x 3 x 3厘米。为了概念验证,我们演示了人类前臂动静脉闭塞的测量。总的来说,这项工作证明了定量FD-NIRS组织光谱学用于可穿戴健康监测的可行性。
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引用次数: 0
Estimating the optical properties of corneal tissue from the OCT speckle. 利用OCT斑点估计角膜组织的光学特性。
IF 3.2 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-02 eCollection Date: 2026-02-01 DOI: 10.1364/BOE.579879
Maria Miażdżyk, Alejandra Consejo, D Robert Iskander

Estimating the scattering coefficient μ s and scattering anisotropy factor g of the corneal tissue is currently limited to methods utilizing double integrating spheres or spectroscopic techniques, prohibiting such corneal tissue evaluation from being performed in a clinical setting. This paper presents a new concept of statistical matching between a given corneal optical coherence tomography (OCT) scan and a set of multi-reference phantom OCT B-scans, suitably simulated using the Monte Carlo method. The statistical matching that exploits the information present in the speckle includes an ensemble of distance measures. Using a set of OCT scans from 11 porcine eyeballs, for which epithelium was removed, it is demonstrated that the proposed statistical matching approach leads to a precise estimation of the optical properties of corneal stroma. The group mean of the scattering coefficient and the scattering anisotropy factor for the porcine stroma were μ ¯ s = 0.146 ± 0.020 mm-1 and g ¯ = 0.893 ± 0.021 , respectively. These estimates match previously reported values established with other methods. The proposed approach of utilizing information present in the speckle can be readily extended to in vivo OCT imaging of human corneal tissue.

估计角膜组织的散射系数μ s和散射各向异性因子g目前仅限于使用双积分球或光谱技术的方法,禁止在临床环境中进行此类角膜组织评估。本文提出了一个统计匹配的新概念,即给定的角膜光学相干断层扫描(OCT)与一组多参考虚影OCT b扫描之间的匹配,并适当地使用蒙特卡罗方法进行模拟。利用散斑中存在的信息的统计匹配包括距离测量的集合。使用一组来自11只猪眼球的OCT扫描,上皮被移除,证明了所提出的统计匹配方法可以精确估计角膜基质的光学特性。猪基质散射系数和散射各向异性因子的组平均值分别为μ¯s = 0.146±0.020 mm-1和g¯= 0.893±0.021。这些估计值与以前报告的用其他方法确定的值相匹配。所提出的利用斑点中存在的信息的方法可以很容易地扩展到人角膜组织的体内OCT成像。
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引用次数: 0
Label-free subcellular imaging with dynamic spectrally encoded confocal microscopy (D-SECM) with subpixel jitter correction. 使用亚像素抖动校正的动态光谱编码共聚焦显微镜(D-SECM)进行无标签亚细胞成像。
IF 3.2 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-02 eCollection Date: 2026-02-01 DOI: 10.1364/BOE.582249
Jintaek Im, Hinnerk Schulz-Hildebrandt, Michelle Yue, Junyoung Kim, Guillermo J Tearney

We present dynamic spectrally encoded confocal microscopy (D-SECM), a high-speed, label-free imaging modality for real-time visualization of subcellular metabolic activity. Sequential, optically sectioned SECM images, with a lateral resolution of 0.62 µm-0.88 µm, were acquired at 100 fps by a modified swept source SECM system, stabilized by fiber-Bragg grating swept source synchronization. D-SECM images are created through real-time pixelwise power spectra mapping into frequency-dependent RGB channels, enabled by GPU-accelerated parallel processing. Validation on freshly excised mouse liver tissue demonstrates that metabolic contrast is detectable with exposure durations as short as 40 ms in the liver. Moreover, volume-prioritized scanning enables three-dimensional D-SECM images to be acquired within a second. In addition to the liver, D-SECM has also been demonstrated in multiple organs, including the lung, thyroid, kidney, and pancreas. These capabilities position D-SECM as a powerful and scalable platform for high-speed, label-free imaging of metabolic dynamics, with unique potential for both basic research and real-time clinical applications.

我们提出了动态光谱编码共聚焦显微镜(D-SECM),这是一种高速,无标记的成像方式,用于实时可视化亚细胞代谢活动。通过改进的扫描源SECM系统以100 fps的速度获得横向分辨率为0.62 μ m-0.88 μ m的连续光学分割SECM图像,并通过光纤-布拉格光栅扫描源同步进行稳定。D-SECM图像通过实时像素级功率谱映射到频率相关的RGB通道来创建,通过gpu加速并行处理实现。对刚切除的小鼠肝脏组织的验证表明,在肝脏中暴露时间短至40毫秒时,就可以检测到代谢对比。此外,体积优先扫描可以在一秒钟内获得三维D-SECM图像。除肝脏外,D-SECM也已在多个器官中得到证实,包括肺、甲状腺、肾脏和胰腺。这些功能使D-SECM成为一个强大的、可扩展的平台,用于代谢动力学的高速、无标签成像,在基础研究和实时临床应用方面都具有独特的潜力。
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引用次数: 0
Temporal variance mapping with machine learning for label-free 3D chromatin imaging using optical interferometric microscopy. 时间方差映射与机器学习无标签三维染色质成像使用光学干涉显微镜。
IF 3.2 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2026-01-02 eCollection Date: 2026-02-01 DOI: 10.1364/BOE.583584
Ching-Ya Cheng, Yi-Teng Hsiao, Ka Lok Wong, Huan-Hsin Tseng, Yu Tsao, Chia-Lung Hsieh

Label-free cell imaging using phase-sensitive optical interferometric microscopy enables noninvasive observation of living cells, but it often suffers from low imaging specificity and limited spatial resolution, particularly in the axial direction. In this study, we present a label-free method for high-resolution 3D chromatin imaging by leveraging rapidly fluctuating scattering signals arising from native biomolecular motions, captured using a high-speed and highly sensitive interferometric microscope. Optical transmission images of live cell nuclei are recorded at 1000 frames per second, and temporal variance maps are computed from these recordings. Deep learning models are then trained to map the label-free dynamics data to confocal fluorescence images of chromatin. Our results demonstrate that the resulting dynamics maps resolve fine subnuclear structures, including nucleoli and nuclear speckles-the latter being especially difficult to detect using conventional phase microscopy. Notably, the use of second-order temporal statistics leads to significantly enhanced axial resolution, enabling effective 3D imaging of chromatin architecture. This work highlights the potential of temporal signal analysis in fast, label-free optical interferometric microscopy and paves the way for broader applications in high-resolution, label-free imaging of dynamic biological structures.

使用相敏光学干涉显微镜进行无标记细胞成像,可以对活细胞进行无创观察,但通常存在成像特异性低和空间分辨率有限的问题,特别是在轴向上。在这项研究中,我们提出了一种无标记的高分辨率三维染色质成像方法,利用高速和高灵敏度干涉显微镜捕获的天然生物分子运动产生的快速波动散射信号。以每秒1000帧的速度记录活细胞核的光学传输图像,并根据这些记录计算时间方差图。然后训练深度学习模型,将无标记的动态数据映射到染色质的共聚焦荧光图像。我们的研究结果表明,所得到的动力学图可以解析精细的亚核结构,包括核仁和核斑点——后者尤其难以用常规相显微镜检测到。值得注意的是,二阶时间统计的使用显著提高了轴向分辨率,使染色质结构的有效三维成像成为可能。这项工作突出了时间信号分析在快速、无标记光学干涉显微镜中的潜力,并为动态生物结构的高分辨率、无标记成像的更广泛应用铺平了道路。
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引用次数: 0
Erratum: Imaging otoconia by second harmonic generation microscopy: erratum. 勘误:二次谐波生成显微镜成像耳蜗:勘误。
IF 3.2 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-12-24 eCollection Date: 2026-01-01 DOI: 10.1364/BOE.587992
Kennedy Brittain, MacAulay Harvey, Richard Cisek, Saranyan Pillai, Sean D Christie, Danielle Tokarz

[This corrects the article on p. 3593 in vol. 13, PMID: 35781949.].

[这更正了第13卷第3593页的文章,PMID: 35781949]。
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引用次数: 0
Automated animal gimbal steering for retinal imaging and stimulation. 用于视网膜成像和刺激的自动动物万向节转向。
IF 3.2 2区 医学 Q2 BIOCHEMICAL RESEARCH METHODS Pub Date : 2025-12-24 eCollection Date: 2026-01-01 DOI: 10.1364/BOE.582530
Karteek Kunala, Gastón A Ayubi, Joel A Franco, Vinit B Mahajan, Alfredo Dubra

Here, we propose optomechanical devices for steering anesthetized animals during retinal imaging and/or stimulation with stationary ophthalmoscopes. Simple operating procedures ensure that the entrance pupil of the eye remains centered on the exit pupil of the ophthalmoscope during steering, to avoid vignetting. The devices, built with commercially available manual linear stages and motorized rotating devices, can be used to capture image sequences for tiling, as is often done in microscopy. This automated steering system, demonstrated here in mice, is applicable to other animal species and imaging modalities, as well as explanted eyes. The use of these devices can reduce imaging time and retinal light exposure, both of which are important when using ophthalmoscopes with small fields of view, such as adaptive optics ophthalmoscopes, while also improving animal welfare.

在这里,我们提出了光机械装置,用于指导麻醉动物在视网膜成像和/或固定检眼镜刺激。简单的操作程序,确保在操作过程中眼睛的入口瞳孔保持在检眼镜的出口瞳孔的中心,以避免渐晕。该装置由市售的手动线性阶段和电动旋转装置组成,可用于捕获图像序列以平铺,就像在显微镜中经常做的那样。这个在老鼠身上展示的自动转向系统,也适用于其他动物物种和成像模式,以及移植的眼睛。使用这些设备可以减少成像时间和视网膜光暴露,当使用小视场的检眼镜(如自适应光学检眼镜)时,这两者都很重要,同时还可以改善动物福利。
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引用次数: 0
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Biomedical optics express
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