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Trustworthy in silico Cell Labeling via Ensemble-based Image Translation 可信赖的基于集成的图像翻译的硅细胞标记
Pub Date : 2023-10-01 DOI: 10.1016/j.bpr.2023.100133
Sara Imboden, Xuanqing Liu, Marie C. Payne, Cho-Jui Hsieh, Neil Y.C. Lin
Artificial Intelligence (AI) image translation has been a valuable tool for processing image data in biological and medical research. To apply such a tool in mission-critical applications including drug screening, toxicity study, and clinical diagnostics, it is essential to ensure that the AI prediction is trustworthy. Here, we demonstrated that an ensemble learning method can quantify the uncertainty of AI image translation. We tested the uncertainty evaluation using experimentally acquired images of mesenchymal stromal cells (MSCs). We found that the ensemble method reports a prediction standard deviation that correlates with the prediction error, estimating the prediction uncertainty. We showed that this uncertainty is in agreement with the prediction error and Pearson correlation coefficient. We further showed that the ensemble method can detect out-of-distribution input images by reporting increased uncertainty. Altogether, these results suggest that the ensemble-estimated uncertainty can be a useful indicator for identifying erroneous AI image translations.
人工智能(AI)图像翻译已成为生物和医学研究中处理图像数据的重要工具。要将这种工具应用于关键任务应用,包括药物筛选、毒性研究和临床诊断,必须确保人工智能预测是值得信赖的。在这里,我们证明了一种集成学习方法可以量化人工智能图像翻译的不确定性。我们使用实验获得的间充质间质细胞(MSCs)图像来测试不确定度评估。我们发现集合方法报告了一个与预测误差相关的预测标准差,估计了预测的不确定性。我们发现这种不确定性与预测误差和Pearson相关系数是一致的。我们进一步表明,通过报告增加的不确定性,集成方法可以检测出超出分布的输入图像。总之,这些结果表明,集合估计的不确定性可以作为识别错误的人工智能图像翻译的有用指标。
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引用次数: 0
Thioflavin T indicates membrane potential in mammalian cells and can affect it in a blue light dependent manner. 硫黄素T指示哺乳动物细胞的膜电位,并以蓝光依赖的方式影响它。
Pub Date : 2023-10-01 DOI: 10.1016/j.bpr.2023.100134
Emily Skates, Hadrien Delattre, Zoe Schofield, Munehiro Asally, Orkun S. Soyer
The fluorescent benzothiazole dye Thioflavin T (ThT) is widely used as a marker for protein aggregates, most commonly in the context of neurodegenerative disease research and diagnosis. Recently, this same dye was shown to indicate membrane potential in bacteria due to its cationic nature. This finding prompted a question whether ThT fluorescence is linked to the membrane potential in mammalian cells, which would be important for appropriate utilisation of ThT in research and diagnosis. Here, we show that ThT localises into the mitochondria of HeLa cells in a membrane-potential dependent manner. Specifically, ThT colocalised in cells with the mitochondrial membrane-potential indicator Tetramethylrhodamine methyl ester (TMRM) and gave similar temporal responses as TMRM to treatment with a protonophore, carbonyl cyanide-4-(trifluoromethoxy) phenylhydrazone (FCCP). Additionally, we found that presence of ThT together with exposure to blue light (λ = 405 nm), but neither factor alone, caused depolarisation of mitochondrial membrane potential. This additive effect of the concentration and blue light was recapitulated by a mathematical model implementing the potential-dependent distribution of ThT and its effect on mitochondrial membrane potential through photosensitization. These results show that ThT can act as a mitochondrial membrane potential indicator in mammalian cells, when used at low concentrations and with low blue-light exposure. However, it causes dissipation of the mitochondrial membrane potential depending additively on its concentrations and blue light exposure. This conclusion motivates a re-evaluation of ThT’s use at micromolar range in live-cell analyses, and indicates that this dye can enable future studies on the potential connections between membrane potential dynamics and protein aggregation.
荧光苯并噻唑染料Thioflavin T (ThT)被广泛用作蛋白质聚集物的标记物,最常用于神经退行性疾病的研究和诊断。最近,由于其阳离子性质,这种染料被证明可以指示细菌的膜电位。这一发现引发了一个问题,即ThT荧光是否与哺乳动物细胞的膜电位有关,这对于在研究和诊断中适当利用ThT是重要的。在这里,我们发现ThT以膜电位依赖的方式定位到HeLa细胞的线粒体中。具体来说,ThT在线粒体膜电位指示剂四甲基罗丹明甲酯(TMRM)的细胞中共定位,并且对质子载体羰基氰化物-4-(三氟甲氧基)苯腙(FCCP)的处理具有与TMRM相似的时间反应。此外,我们发现ThT的存在和蓝光(λ = 405 nm)的暴露,但这两个因素都不能单独引起线粒体膜电位的去极化。ThT的电位依赖性分布及其通过光敏作用对线粒体膜电位的影响的数学模型概括了ThT浓度和蓝光的叠加效应。这些结果表明,在低浓度和低蓝光照射下,ThT可以在哺乳动物细胞中作为线粒体膜电位指示物。然而,它会引起线粒体膜电位的耗散,这主要取决于它的浓度和蓝光照射。这一结论促使人们重新评估ThT在微摩尔范围内在活细胞分析中的应用,并表明这种染料可以使未来研究膜电位动力学和蛋白质聚集之间的潜在联系成为可能。
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引用次数: 2
Establishing Riboglow-FLIM to visualize noncoding RNAs inside live zebrafish embryos. 建立Riboglow FLIM以可视化活斑马鱼胚胎内的非编码RNA。
Pub Date : 2023-09-26 eCollection Date: 2023-12-13 DOI: 10.1016/j.bpr.2023.100132
Nadia Sarfraz, Harrison J Lee, Morgan K Rice, Emilia Moscoso, Luke K Shafik, Eric Glasgow, Suman Ranjit, Ben J Lambeck, Esther Braselmann

The central role of RNAs in health and disease calls for robust tools to visualize RNAs in living systems through fluorescence microscopy. Live zebrafish embryos are a popular system to investigate multicellular complexity as disease models. However, RNA visualization approaches in whole organisms are notably underdeveloped. Here, we establish our RNA tagging and imaging platform Riboglow-FLIM for complex cellular imaging applications by systematically evaluating FLIM capabilities. We use adherent mammalian cells as models for RNA visualization. Additional complexity of analyzing RNAs in whole mammalian animals is achieved by injecting these cells into a zebrafish embryo system for cell-by-cell analysis in this model of multicellularity. We first evaluate all variable elements of Riboglow-FLIM quantitatively before assessing optimal use in whole animals. In this way, we demonstrate that a model noncoding RNA can be detected robustly and quantitatively inside live zebrafish embryos using a far-red Cy5-based variant of the Riboglow platform. We can clearly resolve cell-to-cell heterogeneity of different RNA populations by this methodology, promising applicability in diverse fields.

RNA在健康和疾病中的核心作用需要强大的工具来通过荧光显微镜观察生命系统中的RNA。活斑马鱼胚胎是研究多细胞复杂性作为疾病模型的流行系统。然而,在整个生物体中的RNA可视化方法明显不发达。在这里,我们通过系统评估FLIM的能力,为复杂的细胞成像应用建立了我们的RNA标记和成像平台Riboglow FLIM。我们使用粘附的哺乳动物细胞作为RNA可视化的模型。通过将这些细胞注射到斑马鱼胚胎系统中,在这种多细胞模型中进行逐细胞分析,实现了分析整个哺乳动物中RNA的额外复杂性。在评估整个动物的最佳使用之前,我们首先对Riboglow FLIM的所有可变元素进行定量评估。通过这种方式,我们证明了使用基于Cy5的Riboglow平台的远红色变体,可以在活斑马鱼胚胎内稳健和定量地检测到模型非编码RNA。通过这种方法,我们可以清楚地解决不同RNA群体的细胞间异质性,有望在不同领域应用。
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引用次数: 0
Model-based trajectory classification of anchored molecular motor-biopolymer interactions. 锚定分子马达-生物聚合物相互作用的基于模型的轨迹分类。
Pub Date : 2023-09-14 eCollection Date: 2023-12-13 DOI: 10.1016/j.bpr.2023.100130
John B Linehan, Gerald Alan Edwards, Vincent Boudreau, Amy Shaub Maddox, Paul S Maddox

During zygotic mitosis in many species, forces generated at the cell cortex are required for the separation and migration of paternally provided centrosomes, pronuclear migration, segregation of genetic material, and cell division. Furthermore, in some species, force-generating interactions between spindle microtubules and the cortex position the mitotic spindle asymmetrically within the zygote, an essential step in asymmetric cell division. Understanding the mechanical and molecular mechanisms of microtubule-dependent force generation and therefore asymmetric cell division requires identification of individual cortical force-generating units in vivo. There is no current method for identifying individual force-generating units with high spatiotemporal resolution. Here, we present a method to determine both the location and the relative number of microtubule-dependent cortical force-generating units using single-molecule imaging of fluorescently labeled dynein. Dynein behavior is modeled to classify trajectories of cortically bound dynein according to whether they are interacting with a microtubule. The categorization strategy recapitulates well-known force asymmetries in C. elegans zygote mitosis. To evaluate the robustness of categorization, we used RNAi to deplete the tubulin subunit TBA-2. As predicted, this treatment reduced the number of trajectories categorized as engaged with a microtubule. Our technique will be a valuable tool to define the molecular mechanisms of dynein cortical force generation and its regulation as well as other instances wherein anchored motors interact with biopolymers (e.g., actin, tubulin, DNA).

在许多物种的合子有丝分裂过程中,需要在细胞皮层产生的力来分离和迁移父系提供的中心体、原核迁移、遗传物质的分离和细胞分裂。此外,在一些物种中,纺锤体微管和皮层之间产生力的相互作用使有丝分裂纺锤体在合子内不对称定位,这是不对称细胞分裂的重要步骤。了解微管依赖性力产生的机械和分子机制,从而了解不对称细胞分裂,需要在体内识别单个皮层力产生单元。目前还没有用于识别具有高时空分辨率的单个力产生单元的方法。在这里,我们提出了一种使用荧光标记动力蛋白的单分子成像来确定微管依赖性皮层力产生单元的位置和相对数量的方法。Dynein行为被建模以根据皮层结合的Dynein是否与微管相互作用来对其轨迹进行分类。分类策略概括了秀丽隐杆线虫合子有丝分裂中众所周知的力不对称。为了评估分类的稳健性,我们使用RNAi来耗尽微管蛋白亚基TBA-2。正如预测的那样,这种治疗减少了与微管结合的轨迹数量。我们的技术将是一种有价值的工具,用于定义动力蛋白皮质力产生的分子机制及其调节,以及锚定马达与生物聚合物(如肌动蛋白、微管蛋白、DNA)相互作用的其他情况。
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引用次数: 0
Time-resolved burst variance analysis. 时间分辨突发方差分析。
Pub Date : 2023-09-13 DOI: 10.1016/j.bpr.2023.100116
Ivan Terterov, Daniel Nettels, Dmitrii E Makarov, Hagen Hofmann

Quantifying biomolecular dynamics has become a major task of single-molecule fluorescence spectroscopy methods. In single-molecule Förster resonance energy transfer (smFRET), kinetic information is extracted from the stream of photons emitted by attached donor and acceptor fluorophores. Here, we describe a time-resolved version of burst variance analysis that can quantify kinetic rates at microsecond to millisecond timescales in smFRET experiments of diffusing molecules. Bursts are partitioned into segments with a fixed number of photons. The FRET variance is computed from these segments and compared with the variance expected from shot noise. By systematically varying the segment size, dynamics at different timescales can be captured. We provide a theoretical framework to extract kinetic rates from the decay of the FRET variance with increasing segment size. Compared to other methods such as filtered fluorescence correlation spectroscopy, recurrence analysis of single particles, and two-dimensional lifetime correlation spectroscopy, fewer photons are needed to obtain reliable timescale estimates, which reduces the required measurement time.

定量生物分子动力学已成为单分子荧光光谱方法的主要任务。在单分子Förster共振能量转移(smFRET)中,从附着的供体和受体荧光团发射的光子流中提取动力学信息。在这里,我们描述了一个时间分辨的爆发方差分析版本,它可以在微秒到毫秒的时间尺度上量化扩散分子的smFRET实验中的动力学速率。爆发被分割成具有固定数量光子的片段。从这些片段中计算出FRET方差,并将其与shot noise期望的方差进行比较。通过系统地改变片段大小,可以捕获不同时间尺度上的动态。我们提供了一个理论框架,从FRET变化的衰减中提取动力学速率随着段大小的增加。与滤波荧光相关光谱、单粒子递归分析和二维寿命相关光谱等方法相比,需要更少的光子来获得可靠的时间尺度估计,从而缩短了所需的测量时间。
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引用次数: 0
Cytosolic Ca2+ gradients and mitochondrial Ca2+ uptake in resting muscle fibers: A model analysis. 静息肌纤维中细胞质Ca2+梯度和线粒体Ca2+摄取:模型分析。
Pub Date : 2023-09-13 DOI: 10.1016/j.bpr.2023.100117
Lorenzo Marcucci, Antonio Michelucci, Carlo Reggiani

Calcium ions (Ca2+) enter mitochondria via the mitochondrial Ca2+ uniporter, driven by electrical and concentration gradients. In this regard, transgenic mouse models, such as calsequestrin knockout (CSQ-KO) mice, with higher mitochondrial Ca2+ concentrations ([Ca2+]mito), should display higher cytosolic Ca2+ concentrations ([Ca2+]cyto). However, repeated measurements of [Ca2+]cyto in quiescent CSQ-KO fibers never showed a difference between WT and CSQ-KO. Starting from the consideration that fluorescent Ca2+ probes (Fura-2 and Indo-1) measure averaged global cytosolic concentrations, in this report we explored the role of local Ca2+ concentrations (i.e., Ca2+ microdomains) in regulating mitochondrial Ca2+ in resting cells, using a multicompartmental diffusional Ca2+ model. Progressively including the inward and outward fluxes of sarcoplasmic reticulum (SR), extracellular space, and mitochondria, we explored their contribution to the local Ca2+ distribution within the cell. The model predicts Ca2+ concentration gradients with hot spots or microdomains even at rest, minor but similar to those of evoked Ca2+ release. Due to their specific localization close to Ca2+ release units (CRU), mitochondria could take up Ca2+ directly from high-concentration microdomains, thus sensibly raising [Ca2+]mito, despite minor, possibly undetectable, modifications of the average [Ca2+]cyto.

钙离子(Ca2+)通过线粒体Ca2+单转运体进入线粒体,由电梯度和浓度梯度驱动。在这方面,转基因小鼠模型,如calsequestrin敲除(CSQ-KO)小鼠,具有更高的线粒体Ca2+浓度([Ca2+]mito),应该显示更高的细胞质Ca2+浓度([Ca2+]cyto)。然而,在静止的CSQ-KO纤维中重复测量[Ca2+]细胞从未显示WT和CSQ-KO之间的差异。从考虑到荧光Ca2+探针(Fura-2和Indo-1)测量平均全球细胞质浓度开始,在本报告中,我们探索了局部Ca2+浓度(即Ca2+微域)在调节静息细胞中线粒体Ca2+中的作用,使用多室扩散Ca2+模型。逐步包括肌浆网(SR),细胞外空间和线粒体的内向和外向通量,我们探索了它们对细胞内局部Ca2+分布的贡献。该模型预测Ca2+浓度梯度与热点或微域,即使在休息,轻微但类似于那些诱发Ca2+释放。由于它们在Ca2+释放单元(CRU)附近的特定定位,线粒体可以直接从高浓度微结构域吸收Ca2+,从而显着提高[Ca2+]mito,尽管平均[Ca2+]细胞有轻微的,可能无法检测到的修饰。
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引用次数: 0
Real-time detection of virus antibody interaction by label-free common-path interferometry. 无标记共径干涉法实时检测病毒抗体相互作用。
Pub Date : 2023-09-13 DOI: 10.1016/j.bpr.2023.100119
Samer Alhaddad, Houda Bey, Olivier Thouvenin, Pascale Boulanger, Claude Boccara, Martine Boccara, Ignacio Izeddin

Viruses have a profound influence on all forms of life, motivating the development of rapid and minimally invasive methods for virus detection. In this study, we present a novel methodology that enables quantitative measurement of the interaction between individual biotic nanoparticles and antibodies in solution. Our approach employs a label-free, full-field common-path interferometric technique to detect and track biotic nanoparticles and their interactions with antibodies. It is based on the interferometric detection of light scattered by viruses in aqueous samples for the detection of individual viruses. We employ single-particle tracking analysis to characterize the size and properties of the detected nanoparticles, and to monitor the changes in their diffusive mobility resulting from interactions. To validate the sensitivity of our detection approach, we distinguish between particles having identical diffusion coefficients but different scattering signals, using DNA-loaded and DNA-devoid capsids of the Escherichia coli T5 virus phage. In addition, we have been able to monitor, in real time, the interaction between the bacteriophage T5 and purified antibodies targeting its major capsid protein pb8, as well as between the phage SPP1 and nonpurified anti-SPP1 antibodies present in rabbit serum. Interestingly, these virus-antibody interactions are observed within minutes. Finally, by estimating the number of viral particles interacting with antibodies at different concentrations, we successfully quantify the dissociation constant Kd of the virus-antibody reaction using single-particle tracking analysis.

病毒对所有形式的生命都有深远的影响,促使人们开发出快速、微创的病毒检测方法。在这项研究中,我们提出了一种新的方法,可以定量测量溶液中单个生物纳米颗粒和抗体之间的相互作用。我们的方法采用无标记、全场共径干涉技术来检测和跟踪生物纳米颗粒及其与抗体的相互作用。它是基于水样中病毒散射光的干涉检测,用于检测单个病毒。我们采用单颗粒跟踪分析来表征检测到的纳米颗粒的大小和性质,并监测相互作用导致的扩散迁移率的变化。为了验证我们的检测方法的灵敏度,我们使用大肠杆菌T5病毒噬菌体的dna装载和dna缺失的衣壳来区分具有相同扩散系数但不同散射信号的颗粒。此外,我们已经能够实时监测噬菌体T5与针对其主要衣壳蛋白pb8的纯化抗体之间的相互作用,以及噬菌体SPP1与兔血清中存在的非纯化抗SPP1抗体之间的相互作用。有趣的是,这些病毒-抗体相互作用在几分钟内就能观察到。最后,通过估计不同浓度下与抗体相互作用的病毒颗粒的数量,我们成功地利用单颗粒跟踪分析定量了病毒-抗体反应的解离常数Kd。
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引用次数: 0
Evolution of drug resistance drives destabilization of flap region dynamics in HIV-1 protease. 耐药进化驱动HIV-1蛋白酶瓣区动力学的不稳定。
Pub Date : 2023-09-13 DOI: 10.1016/j.bpr.2023.100121
Madhusudan Rajendran, Maureen C Ferran, Leora Mouli, Gregory A Babbitt, Miranda L Lynch

The HIV-1 protease is one of several common key targets of combination drug therapies for human immunodeficiency virus infection and acquired immunodeficiency syndrome. During the progression of the disease, some individual patients acquire drug resistance due to mutational hotspots on the viral proteins targeted by combination drug therapies. It has recently been discovered that drug-resistant mutations accumulate on the "flap region" of the HIV-1 protease, which is a critical dynamic region involved in nonspecific polypeptide binding during invasion and infection of the host cell. In this study, we utilize machine learning-assisted comparative molecular dynamics, conducted at single amino acid site resolution, to investigate the dynamic changes that occur during functional dimerization and drug binding of wild-type and common drug-resistant versions of the main protease. We also use a multiagent machine learning model to identify conserved dynamics of the HIV-1 main protease that are preserved across simian and feline protease orthologs. We find that a key conserved functional site in the flap region, a solvent-exposed isoleucine (Ile50) that controls flap dynamics is functionally targeted by drug resistance mutations, leading to amplified molecular dynamics affecting the functional ability of the flap region to hold the drugs. We conclude that better long-term patient outcomes may be achieved by designing drugs that target protease regions that are less dependent upon single sites with large functional binding effects.

HIV-1蛋白酶是人类免疫缺陷病毒感染和获得性免疫缺陷综合征联合药物治疗的几个常见关键靶点之一。在疾病的发展过程中,个别患者由于联合药物治疗靶向的病毒蛋白发生突变热点而产生耐药性。最近发现,耐药突变积聚在HIV-1蛋白酶的“皮瓣区”,这是一个在侵袭和感染宿主细胞过程中参与非特异性多肽结合的关键动态区域。在这项研究中,我们利用机器学习辅助的比较分子动力学,在单氨基酸位点分辨率下进行,研究野生型和常见耐药版本的主要蛋白酶在功能二聚化和药物结合过程中发生的动态变化。我们还使用多智能体机器学习模型来识别在猿类和猫科动物蛋白酶同源物中保存的HIV-1主要蛋白酶的保守动态。我们发现皮瓣区域一个关键的保守功能位点,一个控制皮瓣动力学的溶剂暴露异亮氨酸(Ile50)被耐药性突变功能靶向,导致放大的分子动力学影响皮瓣区域保持药物的功能能力。我们得出的结论是,通过设计针对蛋白酶区域的药物,可以实现更好的长期患者预后,这些区域较少依赖于具有大功能结合效应的单个位点。
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引用次数: 1
Particle-based phasor-FLIM-FRET resolves protein-protein interactions inside single viral particles. 基于颗粒的相素- flm - fret解决单个病毒颗粒内的蛋白质-蛋白质相互作用。
Pub Date : 2023-09-13 DOI: 10.1016/j.bpr.2023.100122
Quinten Coucke, Nagma Parveen, Guillermo Solís Fernández, Chen Qian, Johan Hofkens, Zeger Debyser, Jelle Hendrix

Fluorescence lifetime imaging microscopy (FLIM) is a popular modality to create additional contrast in fluorescence images. By carefully analyzing pixel-based nanosecond lifetime patterns, FLIM allows studying complex molecular populations. At the single-molecule or single-particle level, however, image series often suffer from low signal intensities per pixel, rendering it difficult to quantitatively disentangle different lifetime species, such as during Förster resonance energy transfer (FRET) analysis in the presence of a significant donor-only fraction. In this article we investigate whether an object localization strategy and the phasor approach to FLIM have beneficial effects when carrying out FRET analyses of single particles. Using simulations, we first showed that an average of ∼300 photons, spread over the different pixels encompassing single fluorescing particles and without background, is enough to determine a correct phasor signature (SD < 5% for a 4-ns lifetime). For immobilized single- or double-labeled dsDNA molecules, we next validated that particle-based phasor-FLIM-FRET readily allows estimating fluorescence lifetimes and FRET from single molecules. Thirdly, we applied particle-based phasor-FLIM-FRET to investigate protein-protein interactions in subdiffraction HIV-1 viral particles. To do this, we first quantitatively compared the fluorescence brightness, lifetime, and photostability of different popular fluorescent protein-based FRET probes when genetically fused to the HIV-1 integrase enzyme in viral particles, and conclude that eGFP, mTurquoise2, and mScarlet perform best. Finally, for viral particles coexpressing FRET-donor/acceptor-labeled IN, we determined the absolute FRET efficiency of IN oligomers. Available in a convenient open-source graphical user interface, we believe that particle-based phasor-FLIM-FRET is a promising tool to provide detailed insights in samples suffering from low overall signal intensities.

荧光寿命成像显微镜(FLIM)是一种流行的模式,以创建额外的荧光图像对比度。通过仔细分析基于像素的纳秒寿命模式,FLIM允许研究复杂的分子群。然而,在单分子或单粒子水平上,图像序列往往遭受每像素低信号强度的影响,使得难以定量地解开不同寿命物种的纠缠,例如在Förster共振能量转移(FRET)分析中存在显著的供体分数。在本文中,我们研究了物体定位策略和相量方法在进行单个粒子的FRET分析时是否有有益的影响。通过模拟,我们首先表明,平均约300个光子,分布在包含单个荧光粒子的不同像素上,没有背景,足以确定正确的相量特征(SD)
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引用次数: 0
Neural network-assisted single-molecule localization microscopy with a weak-affinity protein tag. 带有弱亲和蛋白标签的神经网络辅助单分子定位显微镜。
Pub Date : 2023-09-13 DOI: 10.1016/j.bpr.2023.100123
Soohyen Jang, Kaarjel K Narayanasamy, Johanna V Rahm, Alon Saguy, Julian Kompa, Marina S Dietz, Kai Johnsson, Yoav Shechtman, Mike Heilemann

Single-molecule localization microscopy achieves nanometer spatial resolution by localizing single fluorophores separated in space and time. A major challenge of single-molecule localization microscopy is the long acquisition time, leading to low throughput, as well as to a poor temporal resolution that limits its use to visualize the dynamics of cellular structures in live cells. Another challenge is photobleaching, which reduces information density over time and limits throughput and the available observation time in live-cell applications. To address both challenges, we combine two concepts: first, we integrate the neural network DeepSTORM to predict super-resolution images from high-density imaging data, which increases acquisition speed. Second, we employ a direct protein label, HaloTag7, in combination with exchangeable ligands (xHTLs), for fluorescence labeling. This labeling method bypasses photobleaching by providing a constant signal over time and is compatible with live-cell imaging. The combination of both a neural network and a weak-affinity protein label reduced the acquisition time up to ∼25-fold. Furthermore, we demonstrate live-cell imaging with increased temporal resolution, and capture the dynamics of the endoplasmic reticulum over extended time without signal loss.

单分子定位显微镜通过定位在空间和时间上分离的单个荧光团来实现纳米级的空间分辨率。单分子定位显微镜的一个主要挑战是采集时间长,导致低通量,以及时间分辨率差,限制了其在活细胞中可视化细胞结构动态的使用。另一个挑战是光漂白,它会随着时间的推移降低信息密度,限制活细胞应用中的吞吐量和可用观察时间。为了解决这两个挑战,我们结合了两个概念:首先,我们集成了DeepSTORM神经网络,从高密度成像数据中预测超分辨率图像,从而提高了采集速度。其次,我们采用直接蛋白标记HaloTag7,结合可交换配体(xHTLs)进行荧光标记。这种标记方法通过提供随时间变化的恒定信号而绕过光漂白,并且与活细胞成像兼容。神经网络和弱亲和蛋白标签的结合将采集时间减少了25倍。此外,我们展示了活细胞成像与增加的时间分辨率,并捕获动态的内质网在延长的时间没有信号损失。
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引用次数: 0
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Biophysical reports
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