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Journey from image acquisition to biological insight: handling and analyzing large volumes of light-sheet imaging data. 从图像采集到生物洞察:处理和分析大量光片成像数据。
Pub Date : 2025-06-26 DOI: 10.1093/jmicro/dfaf013
Yuko Mimori-Kiyosue

Recent advancements in imaging technologies have enabled the acquisition of high-quality, voluminous, multidimensional image data. Among these, light-sheet microscopy stands out for its ability to capture dynamic biological processes over extended periods and across large volumes, owing to its exceptional three-dimensional resolution and minimal invasiveness. However, handling and analyzing these vast datasets present significant challenges. Current computing environments struggle with high storage and computational demands, while traditional analysis methods relying heavily on human intervention are proving inadequate. Consequently, there is a growing shift toward automated solutions using artificial intelligence (AI), encompassing machine learning (ML) and other approaches. Although these technologies show promise, their application in extensive light-sheet imaging data analysis remains limited. This review explores the potential of light-sheet microscopy to revolutionize the life sciences through advanced imaging, addresses the primary challenges in data handling and analysis and discusses potential solutions, including the integration of AI and ML technologies.

成像技术的最新进展使高质量、海量、多维图像数据的获取成为可能。其中,由于其卓越的三维分辨率和最小的侵入性,光片显微镜因其在长时间和大体积内捕获动态生物过程的能力而脱颖而出。然而,处理和分析这些庞大的数据集带来了巨大的挑战。当前的计算环境与高存储和计算需求作斗争,而传统的分析方法严重依赖于人为干预被证明是不够的。因此,越来越多的人转向使用人工智能的自动化解决方案,包括机器学习和其他方法。尽管这些技术显示出前景,但它们在广泛的光片成像数据分析中的应用仍然有限。这篇综述探讨了光片显微镜通过先进的成像技术革新生命科学的潜力,解决了数据处理和分析中的主要挑战,并讨论了潜在的解决方案,包括人工智能和机器学习技术的集成。
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引用次数: 0
Evaluating accuracy in artificial intelligence-powered serial segmentation for sectional images applied to morphological studies with three-dimensional reconstruction. 评估人工智能驱动的连续分割在三维重建形态学研究中的应用。
Pub Date : 2025-03-31 DOI: 10.1093/jmicro/dfae054
Satoru Muro, Takuya Ibara, Yuzuki Sugiyama, Akimoto Nimura, Keiichi Akita

Three-dimensional (3D) reconstruction is time-consuming owing to segmentation work. We evaluated the accuracy of the artificial intelligence (AI)-based segmentation and tracking model SAM-Track for segmentation of anatomical or histological structures and explored the potential of AI to enhance research efficiency. Images [obtained via computed tomography (CT) and magnetic resonance imaging (MRI)], anatomical sections from a Visible Korean Human open resource, and serial histological section images of cadavers were obtained. Six structures in the CT, MRI, and anatomical sections and seven in the histological sections were segmented using SAM-Track and compared with manual segmentation by calculating the Dice similarity coefficient. Segmented images were then reconstructed three dimensionally. The average Dice scores of CT and MRI results varied (0.13-0.83); anatomical sections showed mostly good accuracy (0.31-0.82). Clear-edged structures, such as the femur and liver, had high scores (0.69-0.83). In contrast, soft tissue structures, such as the rectus femoris and stomach, had variable accuracy (0.38-0.82). Histological sections showed high accuracy, especially for well-delineated tissues, such as the tibia and pancreas (0.95, 0.90). However, the tracking of branching structures, such as arteries and veins, was less successful (0.72, 0.52). In 3D reconstruction, high Dice scores were associated with accurate shapes, whereas low scores indicated discrepancies between the predicted and true shapes. AI-based automatic segmentation using SAM-Track provides moderate-to-good accuracy for anatomical and histological structures and is beneficial for conducting morphological studies involving 3D reconstruction.

由于分割工作,三维重建非常耗时。我们评估了基于人工智能(AI)的分割和跟踪模型SAM-Track在解剖或组织结构分割中的准确性,并探索了人工智能提高研究效率的潜力。图像(通过计算机断层扫描[CT]和磁共振成像[MRI]获得),可见韩国人类开放资源的解剖切片,以及一系列尸体的组织学切片图像。采用SAM-Track方法对CT、MRI、解剖切片中的6个结构和组织学切片中的7个结构进行分割,并通过计算Dice相似系数与人工分割进行比较。然后对分割后的图像进行三维重建。CT与MRI的平均Dice评分差异较大(0.13 ~ 0.83);解剖切片显示准确率较高(0.31-0.82)。边缘清晰的结构,如股骨和肝脏,得分较高(0.69-0.83)。相比之下,软组织结构,如股直肌和胃,有不同的准确性(0.38-0.82)。组织学切片显示了很高的准确性,特别是对于清晰的组织,如胫骨和胰腺(0.95,0.90)。然而,分支结构(如动脉和静脉)的跟踪不太成功(0.72,0.52)。在3D重建中,骰子得分高与准确的形状有关,而得分低则表明预测形状与真实形状之间存在差异。基于人工智能的SAM-Track自动分割为解剖和组织结构提供了中等到良好的精度,有利于进行涉及三维重建的形态学研究。
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引用次数: 0
Dose-efficient phase-contrast imaging of thick weak phase objects via OBF STEM using a pixelated detector. 利用像素化探测器,通过 OBF STEM 对厚的弱相位物体进行具有剂量效率的相位对比成像。
Pub Date : 2025-03-31 DOI: 10.1093/jmicro/dfae051
Kousuke Ooe, Takehito Seki, Mitsuru Nogami, Yuichi Ikuhara, Naoya Shibata

Optimum bright-field scanning transmission electron microscopy (OBF STEM) is a recently developed low-dose imaging technique that uses a segmented or pixelated detector. While we previously reported that OBF STEM with a segmented detector has a higher efficiency than conventional STEM techniques such as annular bright field (ABF), the imaging efficiency is expected to be further improved by using a pixelated detector. In this study, we adopted a pixelated detector for the OBF technique and investigated the imaging characteristics. Because OBF imaging is based on the thick weak phase object approximation (tWPOA), a non-zero crystalline sample thickness is considered in addition to the conventional WPOA, where the pixelated OBF method can be regarded as the theoretical extension of single side band (SSB) ptychography. Thus, we compared these two techniques via signal-to-noise ratio transfer functions (SNRTFs), multi-slice image simulations, and experiments, showing how the OBF technique can improve dose efficiency from the conventional WPOA-based ptychographic imaging.

最佳明场扫描透射电子显微镜(OBF STEM)是最近开发的一种低剂量成像技术,它使用分段或像素化探测器。我们曾报道过,与环形明场(ABF)等传统 STEM 技术相比,使用分段探测器的 OBF STEM 具有更高的成像效率,而使用像素化探测器则有望进一步提高成像效率。在本研究中,我们采用了像素化探测器进行 OBF 技术的成像特性研究。由于 OBF 成像基于厚弱相物体近似(tWPOA),因此除了传统的 WPOA 外,还考虑了非零结晶样品厚度,其中像素化 OBF 方法可视为单边带(SSB)层析成像的理论扩展。因此,我们通过信噪比传递函数 (SNRTF)、多切片图像模拟和实验对这两种技术进行了比较,显示了 OBF 技术如何在基于传统 WPOA 的层析成像技术基础上提高剂量效率。
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引用次数: 0
Acceptance characterization of electron detector in SEM using stainless steel sphere. 使用不锈钢球对扫描电子显微镜中的电子探测器进行验收表征。
Pub Date : 2025-03-31 DOI: 10.1093/jmicro/dfae050
Takashi Sekiguchi, Yuanzhao Yao, Ryosuke Sonoda, Yasunari Sohda

Although modern scanning electron microscope (SEM) possesses several electron detectors, it is not clear what kind of information is contained in a SEM image taken by a certain detector. Specifically, the detectors installed in the objective lens are difficult to know their characters. Thus, we propose a simple method to assess the acceptance of electron detector using a stainless steel sphere. After taking images under certain conditions, say electron beam energy, working distance (WD), etc., the image intensity of each pixel point, which is characterized by coordinate (θ, φ), is evaluated. The advantage of this method is the ease of implementation and the whole information of electron emission from the tilted surfaces is contained in the image. Using this information, the acceptance of the detector can be analyzed systematically. In this paper, the traditional Everhart-Thornley (ET) detector is analyzed with this method. It is demonstrated how the sphere image changes according to the measurement condition. The ET image quality is strongly governed by WD but not so much by the electron beam energy. We propose an alternative method to avoid the ambiguity of WD. Using a needle-type specimen stage, the ET image does not vary so much with WD and the reliability of ET image significantly improves.

尽管现代扫描电子显微镜(SEM)拥有多个电子探测器,但人们并不清楚某个探测器拍摄的 SEM 图像中包含何种信息。特别是安装在物镜上的探测器,很难了解其特性。因此,我们提出了一种使用不锈钢球来评估电子探测器接受程度的简单方法。在一定条件下(如电子束能量、工作距离等)拍摄图像后,评估每个像素点的图像强度,其特征是坐标(θ,φ)。这种方法的优点是易于实施,而且倾斜表面电子发射的全部信息都包含在图像中。利用这些信息,可以系统地分析探测器的接受程度。本文采用这种方法对传统的 Everhart-Thornley 检测器进行了分析。本文展示了球面图像如何随测量条件而变化。ET 图像质量受工作距离的影响很大,但与电子束能量的关系不大。我们提出了另一种方法来避免工作距离的模糊性。使用针型试样台,ET 图像不会随工作距离变化太大,ET 图像的可靠性也会显著提高。
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引用次数: 0
Resolution improvement of differential phase-contrast microscopy via tilt-series acquisition for environmental cell application. 通过倾斜序列采集提高环境细胞应用中的差分相位对比显微镜分辨率
Pub Date : 2025-03-31 DOI: 10.1093/jmicro/dfae049
Kazutaka Mitsuishi, Fumiaki Ichihashi, Yoshio Takahashi, Katsuaki Nakazawa, Masaki Takeguchi, Ayako Hashimoto, Toshiaki Tanigaki

A simple method that improves the resolution of phase measurement in differential phase-contrast scanning transmission electron microscopy for closed-type environmental cell applications was developed and tested using a model sample simulating environmental cell observations. Because the top and bottom membranes of an environmental cell are typically far apart, the images from these membranes are shifted widely by tilt-series acquisition, and averaging the images after alignment can effectively eliminate undesired signals from the membranes while improving the signal from the object of interest. It was demonstrated that a phase precision of 2π/100 rad is well achievable using the proposed method for the sample in an environmental cell.

我们开发了一种简单的方法来提高差分相位对比(DPC)扫描透射电子显微镜在封闭式环境细胞应用中的相位测量分辨率,并使用模拟环境细胞观测的模型样品进行了测试。由于环境细胞的顶部和底部膜通常相距甚远,倾斜系列采集会使这些膜的图像发生较大偏移,而对齐后的图像进行平均可以有效消除来自膜的不需要的信号,同时改善来自感兴趣物体的信号。实验证明,对于环境细胞中的样品,使用所提出的方法可以很好地实现 2π/100 rad 的相位精度。
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引用次数: 0
Observation of morphological changes in silicon-based negative-electrode active materials during charging/discharging using Operando scanning electron microscopy. 用operando扫描电镜观察硅基负极活性材料在充放电过程中的形态变化。
Pub Date : 2025-03-31 DOI: 10.1093/jmicro/dfae060
Takako Kurosawa, Noriaki Fukumoto, Kaoru Inoue, Emiko Igaki

The direct observation of the morphological changes in silicon-based negative electrode (Si-based negative electrode) materials during battery charging and discharging is useful for handling such materials and in electrode plate design. We developed an operando scanning electron microscopy (operando SEM) technique to quantitatively evaluate the expansion and contraction of Si-based negative electrode materials. A small all-solid-state lithium-ion battery was charged and discharged, and the expansion/contraction of particles while harnessing capacity was observed using SEM. We found that in a silicon monosilicate (SiO)/graphite negative electrode, SiO expanded first during charging, and graphite contracted first during discharging. Our study provides insights into the relationship between capacity and expansion and contraction coefficient of Si-based negative electrode materials.

直接观察电池充放电过程中硅基负极(si基负极)材料的形态变化,对处理硅基负极材料和设计极板具有重要意义。我们开发了一种operando扫描电子显微镜(operando SEM)技术来定量评价硅基负极材料的膨胀和收缩。对小型全固态锂离子电池进行充电和放电,利用扫描电镜观察颗粒在利用容量时的膨胀/收缩。我们发现,在单硅酸硅(SiO)/石墨负极中,SiO在充电时首先膨胀,石墨在放电时首先收缩。本研究揭示了硅基负极材料的容量与膨胀收缩系数之间的关系。
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引用次数: 0
Basic properties of solidified organic liquids at a cryogenic temperature for electron microscopic visualization and sample preparation of dispersion systems. 低温下固化有机液体的基本性质,用于电镜观察和分散体系的样品制备。
Pub Date : 2025-03-31 DOI: 10.1093/jmicro/dfae059
Satoshi Okada

It is challenging to image structures in liquids for electron microscopy (EM); thus, low-temperature imaging has been developed, initially for aqueous systems. Organic liquids (OLs) are widely used as dispersants, although their cryogenic EM (cryo-EM) imaging is less common than that of aqueous systems. This is because the basic properties (e.g. vapor pressure, density and amorphousness) of OL in the solid state have not been extensively investigated, preventing the determination of whether the observed structure is free from artifacts. Herein, I summarized physical data related to the phase change, and the solid density at 77 K and sublimation speed for some OLs were measured independently to discuss the applicability of OLs for cryo-EM. Among various OL properties, the sublimation temperature, pressure and rate and crystallinity are important for cryo-EM. The sublimation-related properties are used to judge whether the OL is stable during storage, observation and sample preparation such as etching. These properties were calculated, and the calculated sublimation speed matched with that measured by cryogenic scanning EM movie imaging. Crystallinity was estimated using the difference between the extrapolated temperature-dependent liquid density and the solid density of frozen OLs measured in liquid nitrogen. Artifacts observed upon freezing were exemplified by focused ion beam cross-sections of OL-in-water emulsions, and cracks, voids and wrinkles are found in the OL phase at a large shrinkage ratio. The study findings show that the applicability of OLs largely differs for structural isomers and that appropriate OLs are required for the cryo-EM imaging of nonaqueous systems.

在电子显微镜下对液体结构进行成像是一个具有挑战性的问题。因此,低温成像已经发展起来,最初用于水系统。有机液体(OLs)被广泛用作分散剂,尽管它们的低温EM (cryo-EM)成像不如水系统常见。这是因为固态OL的基本性质(例如蒸气压、密度和非晶性)尚未得到广泛研究,因此无法确定观察到的结构是否没有伪影。在此,我总结了与相变相关的物理数据,并独立测量了一些OLs在77 K下的固体密度和升华速度,以讨论OLs在cryo-EM中的适用性。在各种OL性质中,升华温度、压力、速率和结晶度对低温电子显微镜非常重要。升华相关性质用于判断OL在储存、观察和样品制备(如蚀刻)过程中是否稳定。计算了这些性质,计算的升华速度与冷冻扫描电镜电影成像的结果相吻合。结晶度是利用外推的温度依赖的液体密度和在液氮中测量的冷冻OLs的固体密度之间的差异来估计的。在冷冻时观察到的伪影通过聚焦离子束的OL-in-water乳剂截面来例证,并且在大收缩比的OL相中发现了裂纹、空洞和皱纹。研究结果表明,ol对结构异构体的适用性有很大差异,非水体系的冷冻电镜成像需要合适的ol。
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引用次数: 0
Correction to: Low-dose measurement of electric potential distribution in organic light-emitting diode by phase-shifting electron holography with 3D tensor decomposition. 修正:用三维张量分解相移电子全息法测量有机发光二极管的低剂量电位分布。
Pub Date : 2025-03-31 DOI: 10.1093/jmicro/dfae058
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引用次数: 0
Correction to: Microstructural observation of casein micelles in milk by cryo-electron microscopy of vitreous sections (CEMOVIS). 更正:通过玻璃体切片冷冻电镜(CEMOVIS)观察牛奶中酪蛋白胶束的微观结构。
Pub Date : 2025-03-31 DOI: 10.1093/jmicro/dfae053
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引用次数: 0
Anisotropic electronic structure study of MgB2C2 using soft X-ray emission spectroscopy microscopes. 利用软 X 射线发射光谱显微镜研究 MgB2C2 的各向异性电子结构。
Pub Date : 2025-03-31 DOI: 10.1093/jmicro/dfae048
Yuki Hada, Masami Terauchi, Tomoya Saito, Yohei K Sato, Masaaki Baba, Masatoshi Takeda

The anisotropic electronic structure of MgB2C2 was studied using soft X-ray emission spectroscopy electron microscopes. MgB2C2 fragments were selected by examining C K-emission profiles. C and B K-emission and Mg L-emission spectra were obtained, revealing common and distinct structures that reflect the mixing of valence orbitals. Since the material is reported to have two-dimensional B-C honeycomb layers, the orientational dependence of these emission spectra was also examined. Experimental data were compared with the theoretically calculated partial density of states of the valence bands (VBs) of the material. The C K-emission profile showed an apparent orientational dependence, while the B K-emission exhibited minimal dependence. This difference originated from the different energy distributions of C-2pz and B-2pz components in the VBs. The Mg L-emission intensity was very small, likely due to charge transfer from Mg atoms to B-N layers. The Mg L-emission profile showed a peak related to structures in C-K and B-K. An unexpected intensity was observed just above the VBs, which also showed orientational dependence, possibly due to a small deviation from the ideal composition of Mg:B:C = 1:2:2.

利用软 X 射线发射光谱电子显微镜研究了 MgB2C2 的各向异性电子结构。通过检查 C K 发射图谱选择了 MgB2C2 片段。获得的 C 和 B K 发射光谱以及 Mg L 发射光谱揭示了反映价轨道混合的常见和独特结构。据报道,这种材料具有二维 B-C 蜂窝层,因此还研究了这些发射光谱的取向依赖性。实验数据与理论计算的材料价带部分状态密度进行了比较。C K 发射曲线显示出明显的方向依赖性,而 B K 发射则显示出最小的依赖性。这种差异源于价带中 C-2pz 和 B-2pz 成分的能量分布不同。镁的 L 发射强度非常小,这可能是由于电荷从镁原子转移到了 B-N 层。镁的 L 发射曲线显示了一个与 C-K 和 B-K 结构有关的峰值。在价带的正上方观察到了一个意想不到的强度,它也显示了取向依赖性,这可能是由于与 Mg:B:C = 1:2:2 的理想组成存在微小偏差。
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引用次数: 0
期刊
Microscopy (Oxford, England)
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