Time-lapse microscopy

延时显微镜
  • 文章类型: Journal Article
    肿瘤通常表现出引起指法的侵入性行为,分支和碎片化过程。现象,被称为扩散不稳定性,是由差异细胞增殖驱动的,迁移,以及由于代谢物和分解代谢物浓度梯度的存在而导致的死亡。对这种空间异质过程的复杂动力学的理解在研究肿瘤生长和侵袭中起着关键作用。在这项研究中,我们开发了一种体外肿瘤侵袭试验,以研究趋化刺激下肿瘤球体中的细胞侵袭性。我们的方法,采用在微流体趋化性室内接种3D胶原凝胶的肿瘤球体,重点介绍扩散梯度的作用。使用延时显微镜,实时监测肿瘤球体的动态演变,提供了不同趋化条件下的形态变化和细胞迁移模式的全面视图。具体来说,我们探讨了胎牛血清(FBS)梯度对CT26小鼠结肠癌细胞行为的影响,并比较了不同FBS浓度与两种各向同性对照条件的影响。此外,在硅模型中的有限元被开发,以量化在趋化性室中的营养物质的扩散流动,并获得对肿瘤动力学的详细了解。我们的发现表明,趋化梯度的存在显着影响肿瘤的侵袭性,更高浓度的营养物质与癌症生长和细胞迁移增加有关。
    Tumours often display invasive behaviours that induce fingering, branching and fragmentation processes. The phenomenon, known as diffusional instability, is driven by differential cell proliferation, migration, and death due to the presence of metabolite and catabolite concentration gradients. An understanding of the intricate dynamics of this spatially heterogeneous process plays a key role in the investigation of tumour growth and invasion. In this study, we developed an in vitro tumour invasion assay to investigate cell invasiveness in tumour spheroids under a chemotactic stimulus. Our method, employing tumour spheroids seeded in a 3D collagen gel within a microfluidic chemotaxis chamber, focuses on the role of diffusive gradients. Using Time-Lapse Microscopy, the dynamic evolution of tumour spheroids was monitored in real-time, providing a comprehensive view of the morphological changes and cell migration patterns under different chemotactic conditions. Specifically, we explored the impact of fetal bovine serum (FBS) gradients on the behaviour of CT26 mouse colon carcinoma cells and compared the effects of varying FBS concentrations to two isotropic control conditions. Furthermore, a finite element in silico model was developed to quantify the diffusive flow of nutrients in the chemotaxis chamber and obtain a detailed understanding of tumour dynamics. Our findings reveal that the presence of a chemotactic gradient significantly influences tumour invasiveness, with higher concentrations of nutrients associated with increased cancer growth and cell migration.
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  • 文章类型: Journal Article
    细胞寿命受遗传和环境因素共同调节。然而,这些因素在衰老背景下的相互作用仍不清楚.这里,我们建立了一个数学模型,用于酵母老化过程中核心基因电路的动态葡萄糖调制,这不仅指导了长寿干预措施的设计,而且揭示了这些干预措施的理论原理。我们引入了动力系统理论,以捕获两种促进长寿的一般手段-在细胞的“健康”状态下创建稳定的固定点,以及通过环境振荡在这种健康状态下系统的“动态稳定”。在模型的指导下,我们研究了如何通过动态调节环境葡萄糖水平来实验实现这两者。结果建立了一个范式,用于从理论上分析衰老的轨迹和扰动,可以将其推广到各种细胞类型和生物体的衰老过程。
    Cellular longevity is regulated by both genetic and environmental factors. However, the interactions of these factors in the context of aging remain largely unclear. Here, we formulate a mathematical model for dynamic glucose modulation of a core gene circuit in yeast aging, which not only guided the design of pro-longevity interventions but also revealed the theoretical principles underlying these interventions. We introduce the dynamical systems theory to capture two general means for promoting longevity-the creation of a stable fixed point in the \"healthy\" state of the cell and the \"dynamic stabilization\" of the system around this healthy state through environmental oscillations. Guided by the model, we investigate how both of these can be experimentally realized by dynamically modulating environmental glucose levels. The results establish a paradigm for theoretically analyzing the trajectories and perturbations of aging that can be generalized to aging processes in diverse cell types and organisms.
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  • 文章类型: Journal Article
    免疫应答依赖于免疫细胞向感染或损伤部位的有效和协调的迀移。为了到达免疫威胁的部位通常需要免疫细胞通过复杂的组织和血管网络的远程导航。趋化性,细胞迁移由结合感觉受体的细胞吸引化学物质的梯度引导,是这个回应的核心。趋化因子受体大多属于G蛋白偶联受体(GPCR)家族,但是引诱剂-受体信号传导指导细胞迁移的方式尚未完全了解。直视趋化性腔室与延时显微镜相结合,为研究细胞对不同引诱剂景观的反应的动态细节提供了强大的工具。这里,我们描述了应用一个这样的小室(Dunn小室)研究骨髓源性巨噬细胞对补体C5a梯度的趋化性.
    Immune responses rely on efficient and coordinated migration of immune cells to the site of infection or injury. To reach the site of immunological threat often requires long-range navigation of immune cells through complex tissue and vascular networks. Chemotaxis, cell migration steered by gradients of cell-attractive chemicals that bind sensory receptors, is central to this response. Chemoattractant receptors mostly belong to the G-protein-coupled receptor (GPCR) family, but the way attractant-receptor signaling directs cell migration is not fully understood. Direct-viewing chemotaxis chambers combined with time-lapse microscopy give a powerful tool to study the dynamic details of cells\' responses to different attractant landscapes. Here, we describe the application of one such chamber (the Dunn chamber) to study bone marrow-derived macrophage chemotaxis to gradients of complement C5a.
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  • 文章类型: Journal Article
    荧光生物传感器的活细胞成像已经证明,细胞集合信号中的时空相关性在形态发生中起着重要的组织作用。伤口愈合,再生,维持上皮内稳态.这里,我们演示了如何量化一个这样的现象,即MCF10A上皮中凋亡诱导的ERK活性波。我们提出了一个协议,从原始延时荧光显微镜图像开始,通过一系列图像处理,以ARCOS结尾,我们的计算方法来检测和量化集体信号。我们还在交互式napari图像查看器中描述了相同的工作流程,以量化没有先前编程经验的用户的集体现象。我们的方法可以应用于细胞中的时空相关性,细胞集体,或者多细胞生物的群落,在2D和3D几何中。
    Live-cell imaging of fluorescent biosensors has demonstrated that space-time correlations in signalling of cell collectives play an important organisational role in morphogenesis, wound healing, regeneration, and maintaining epithelial homeostasis. Here, we demonstrate how to quantify one such phenomenon, namely apoptosis-induced ERK activity waves in the MCF10A epithelium. We present a protocol that starts from raw time-lapse fluorescence microscopy images and, through a sequence of image manipulations, ends with ARCOS, our computational method to detect and quantify collective signalling. We also describe the same workflow in the interactive napari image viewer to quantify collective phenomena for users without prior programming experience. Our approach can be applied to space-time correlations in cells, cell collectives, or communities of multicellular organisms, in 2D and 3D geometries.
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  • 文章类型: Journal Article
    经典微生物学的研究依赖于大细胞群体的平均行为,而不考虑克隆细菌群体可能通过随机转换机制分叉成表型不同的亚群。单核细胞增生李斯特菌暴露于亚致死胁迫可能会诱导共存的不同生理状态(即,亚致死性损伤或休眠)和存在可变的复苏能力。暴露于过乙酸(PAA;10-30ppm;持续3小时),在20°C下使用乙酸和盐酸(AA和HCl;pH3.0-2.5;持续5小时)在单核细胞增生李斯特菌中诱导不同的生理状态,斯科特A菌株。应力暴露后,监测单个细胞的集落生长,添加0.6%酵母提取物的胰蛋白酶大豆琼脂,使用延时显微镜,在37°C每5分钟采集图像并使用BaSCA框架进行分析。大多数获得的菌落生长曲线都拟合到Baranyi和Roberts的模型中,以估计滞后时间(λ)和最大比生长速率(μmax),除了暴露于AApH2.7和2.5后获得的那些适合Trilinear模型。遵循多元正态分布的λ和μmax数据用于使用蒙特卡罗模拟来预测生长变异性。用AA处理后的生长动力学(pH2.7和2.5;在20°C下持续5小时),PAA(30ppm;在20°C下3小时)表明,这些应力条件增加了右侧变异性分布的偏度,这意味着滞后时间的可变性增加,有利于更长的产出。暴露于AApH2.5和30ppmPAA导致每代两个不同的亚群,具有不同的生长动力学。这种转换机制可能已经发展成为单核细胞增生李斯特菌的生存策略,最大限度地提高生存的机会。微生物生长的模拟表明,当细胞从暴露于可能诱导损伤或休眠的亚致死胁迫(即PAA和酸性条件)中恢复时,生长动力学的异质性增加。
    Studies of classical microbiology rely on the average behaviour of large cell populations without considering that clonal bacterial populations may bifurcate into phenotypic distinct sub-populations by random switching mechanisms.Listeria monocytogenes exposure to sublethal stresses may induce different physiological states that co-exist (i.e., sublethal injury or dormancy) and present variable resuscitation capacity. Exposures to peracetic acid (PAA; 10-30 ppm; for 3 h), acetic acid and hydrochloric acid (AA and HCl; pH 3.0-2.5; for 5 h) at 20 °C were used to induce different physiological states in L. monocytogenes, Scott A strain. After stress exposure, colony growth of single cells was monitored, on Tryptic Soy Agar supplemented with 0.6 % Yeast Extract, using time-lapse microscopy, at 37 °C. Images were acquired every 5 min and were analyzed using BaSCA framework. Most of the obtained growth curves of the colonies were fitted to the model of Baranyi and Roberts for the estimation of lag time (λ) and maximum specific growth rate (μmax), except the ones obtained after exposure to AA pH 2.7 and 2.5 that were fitted to the Trilinear model. The data of λ and μmax that followed a multivariate normal distribution were used to predict growth variability using Monte Carlo simulations. Outgrowth kinetics after treatment with AA (pH 2.7 and 2.5; for 5 h at 20 °C), PAA (30 ppm; for 3 h at 20 °C) revealed that these stress conditions increase the skewness of the variability distributions to the right, meaning that the variability in lag times increases in favour of longer outgrowth. Exposures to AA pH 2.5 and 30 ppm PAA resulted in two distinct subpopulations per generation with different growth dynamics. This switching mechanism may have evolved as a survival strategy for L. monocytogenes cells, maximizing the chances of survival. Simulation of microbial growth showed that heterogeneity in growth dynamics is increased when cells are recovering from exposure to sublethal stresses (i.e. PAA and acidic conditions) that may induce injury or dormancy.
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  • 文章类型: Journal Article
    背景:胚泡塌陷的发生可能成为植入前胚胎质量评估的指标。据报道,囊胚塌陷可导致更高的非整倍体率和较差的临床结果,但是需要更多的大规模研究来探索这种关系。这项研究探索了通过人工智能识别和量化的胚泡塌陷的特征,并探索了胚泡塌陷与胚胎倍性之间的关联。形态质量,和临床结果。
    方法:这项观察性研究包括了在2019年1月至2023年2月期间在一个学术生育中心进行的1071个延时植入前基因检测周期中的3288个活检胚泡的数据。所有转移的胚泡是整倍体胚泡。人工智能在延时显微镜视频中识别胚泡塌陷,然后记录塌陷时间,和开始时间,恢复持续时间,每次塌陷的收缩率。囊胚塌陷和胚胎倍性的影响,怀孕,活产,流产,使用1196个整倍体胚胎和1300个非整倍体胚胎的可用数据研究了胚胎质量。
    结果:5.6%的囊胚仅在完整囊胚形成(tB)之前至少塌陷一次,19.4%仅在tB后至少崩溃一次,在tB之前和之后,3.1%的人崩溃了。在tB(时间≥2)后囊胚的多次塌陷与较高的非整倍体率(54.6%,P>0.05;70.5%,P<0.001;72.5%,P=0.004;和71.4%,囊胚塌陷1、2、3或≥4次,P=0.049),校正混杂因素后仍然显著(OR=2.597,95%CI1.464-4.607,P=0.001)。非整倍体胚胎的分析显示,在tB后,在具有节段性亚染色体缺失的单体和胚胎中,塌陷和多次塌陷的比率更高(P<0.001)。囊胚塌陷与胚胎发育延迟和囊胚质量下降有关。塌陷和非塌陷胚泡之间的妊娠率和活产率没有显着差异。
    结论:囊胚塌陷在囊胚发育过程中很常见。这项研究强调,tB后多个胚泡塌陷可能是非整倍性的独立危险因素,临床医生和胚胎学家在选择胚泡进行移植时应予以考虑。
    BACKGROUND: The occurrence of blastocyst collapse may become an indicator of preimplantation embryo quality assessment. It has been reported that collapsing blastocysts can lead to higher rates of aneuploidy and poorer clinical outcomes, but more large-scale studies are needed to explore this relationship. This study explored the characteristics of blastocyst collapse identified and quantified by artificial intelligence and explored the associations between blastocyst collapse and embryo ploidy, morphological quality, and clinical outcomes.
    METHODS: This observational study included data from 3288 biopsied blastocysts in 1071 time-lapse preimplantation genetic testing cycles performed between January 2019 and February 2023 at a single academic fertility center. All transferred blastocysts are euploid blastocysts. The artificial intelligence recognized blastocyst collapse in time-lapse microscopy videos and then registered the collapsing times, and the start time, the recovery duration, the shrinkage percentage of each collapse. The effects of blastocyst collapse and embryo ploidy, pregnancy, live birth, miscarriage, and embryo quality were studied using available data from 1196 euploid embryos and 1300 aneuploid embryos.
    RESULTS: 5.6% of blastocysts collapsed at least once only before the full blastocyst formation (tB), 19.4% collapsed at least once only after tB, and 3.1% collapsed both before and after tB. Multiple collapses of blastocysts after tB (times ≥ 2) are associated with higher aneuploid rates (54.6%, P > 0.05; 70.5%, P < 0.001; 72.5%, P = 0.004; and 71.4%, P = 0.049 in blastocysts collapsed 1, 2, 3 or ≥ 4 times), which remained significant after adjustment for confounders (OR = 2.597, 95% CI 1.464-4.607, P = 0.001). Analysis of the aneuploid embryos showed a higher ratio of collapses and multiple collapses after tB in monosomies and embryos with subchromosomal deletion of segmental nature (P < 0.001). Blastocyst collapse was associated with delayed embryonic development and declined blastocyst quality. There is no significant difference in pregnancy and live birth rates between collapsing and non-collapsing blastocysts.
    CONCLUSIONS: Blastocyst collapse is common during blastocyst development. This study underlined that multiple blastocyst collapses after tB may be an independent risk factor for aneuploidy which should be taken into account by clinicians and embryologists when selecting blastocysts for transfer.
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  • 文章类型: Journal Article
    目的:小鼠减数分裂成熟的形态动力学变量与体外成熟(IVM)后的非整倍体严重程度之间是否存在关联?
    结论:减数分裂非整倍体的严重程度与第一极体挤压时间(tPpot)和减数分裂I期(dMI)的持续时间相关。
    背景:使用延时技术测量的形态动力学变量允许在临床辅助生殖技术(ART)中对植入前胚胎发育进行非侵入性评估。我们最近应用这项技术来监测小鼠配子IVM期间减数分裂的进展。尚未在特定染色体的分辨率下系统地检查减数分裂进程的形态动力学变量与所得卵的非整倍性之间是否存在关系。下一代测序(NGS)是用于确定非整倍性状态的强大临床工具,并已在小鼠胚泡和卵母细胞中进行了反向翻译。因此,我们利用延时成像和NGS技术来确定减数分裂进展的形态动力学与卵非整倍体之间的关系.
    从来自过度刺激的CD-1小鼠的大腔卵泡中收集卵丘-卵母细胞复合物。卵丘细胞被移除,在不存在或存在两种剂量的Nocodazole(25或50nM)的情况下进行自发性IVM,以在卵母细胞减数分裂期间诱导一系列纺锤体异常和染色体分离错误。然后对所得的卵子进行全面的染色体筛查,和形态动力学变量和倍性状态在实验组(对照组,n=11;25nMNocodazole,n=13;50nMNocodazole,n=23)。
    方法:我们使用延时显微镜监测小鼠卵母细胞的IVM16小时,和生发囊泡破裂时间(tGVBD),分析了tPB1和dMI。在IVM之后,通过基于NGS的非整倍性植入前遗传学检测(PGT-A)分析,对卵子及其匹配的第一极体进行了全面的染色体筛查.进行生物信息学分析以将读段与小鼠基因组比对,并确定非整倍性的基于拷贝数的预测。使用每个极体-卵对的一致性(倒数误差)来验证结果。倍性状态被归类为整倍体,1-3个染色体分离错误,或≥4个染色体分离错误。此外,区分了由于姐妹染色单体(PSSC)与非分离(NDJ)过早分离而导致的非整倍体。
    结果:我们应用并验证了最新的NGS技术,以在染色体特异性水平上筛选单个小鼠卵和匹配极体的非整倍体。通过在不同剂量的Nocodazole存在下进行IVM,我们诱导了一系列的非整倍性。在没有Nocodazole(0/11)的情况下,没有观察到非整倍性,而在25和50nMNocodazole存在下的IVM导致7.69%(1/13)和82.61%(19/23)的非整倍性发生率,分别。在非整倍体卵中,5%(1/20)是由于PSSC,65%(13/20)至NDJ,剩下的是两者的组合。倍性状态与tGVBD之间没有关系,但是与整倍体卵相比,具有相互非整倍体事件的卵中的tPB1和dMI均显着延长,这与非整倍体的严重程度成比例。具有≥4个非整倍体染色体的鸡蛋具有最长的tPB1和dMI(P<0.0001),而具有一到三个非整倍体染色体的卵表现出中等时间长度(P<0.0001)。
    方法:不适用。
    结论:我们在本研究中使用诺考达唑来破坏减数分裂纺锤体并诱导小鼠卵母细胞的非整倍体。减数分裂进程的形态动力学变量与非整倍性的严重程度之间的关联是否与诱导染色体分离错误的其他化合物发生仍有待研究。此外,与小鼠卵母细胞不同,人类IVM需要卵丘细胞的存在,这排除了减数分裂进展的形态动力学变量的可视化。因此,我们的研究可能具有有限的直接临床可译性.
    结论:我们在小鼠卵中验证了NGS以染色体特异性分辨率检测非整倍体,这大大提高了小鼠模型的实用性。使用易于处理且经过验证的模型系统来表征减数分裂非整倍体,可以进一步详细研究可能影响非整倍性的分子机制和因素。减数分裂进展的形态动力学变量的延时分析可能是非整倍体严重程度的有用非侵入性预测指标。
    背景:这项工作得到了比尔和梅林达·盖茨基金会(INV-003385)的支持。根据基金会的资助条件,知识共享署名4.0通用许可证已分配给作者接受的手稿版本,该版本可能来自此提交。作者没有利益冲突要披露。
    OBJECTIVE: Is there an association between morphokinetic variables of meiotic maturation and the severity of aneuploidy following in vitro maturation (IVM) in the mouse?
    CONCLUSIONS: The severity of meiotic aneuploidy correlates with an extended time to first polar body extrusion (tPB1) and duration of meiosis I (dMI).
    BACKGROUND: Morphokinetic variables measured using time-lapse technology allow for the non-invasive evaluation of preimplantation embryo development within clinical assisted reproductive technology (ART). We recently applied this technology to monitor meiotic progression during IVM of mouse gametes. Whether there is a relationship between morphokinetic variables of meiotic progression and aneuploidy in the resulting egg has not been systematically examined at the resolution of specific chromosomes. Next-generation sequencing (NGS) is a robust clinical tool for determining aneuploidy status and has been reverse-translated in mouse blastocysts and oocytes. Therefore, we harnessed the technologies of time-lapse imaging and NGS to determine the relationship between the morphokinetics of meiotic progression and egg aneuploidy.
    UNASSIGNED: Cumulus-oocyte complexes were collected from large antral follicles from hyperstimulated CD-1 mice. Cumulus cells were removed, and spontaneous IVM was performed in the absence or presence of two doses of Nocodazole (25 or 50 nM) to induce a spectrum of spindle abnormalities and chromosome segregation errors during oocyte meiosis. Comprehensive chromosome screening was then performed in the resulting eggs, and morphokinetic variables and ploidy status were compared across experimental groups (control, n = 11; 25 nM Nocodazole, n = 13; 50 nM Nocodazole, n = 23).
    METHODS: We monitored IVM in mouse oocytes using time-lapse microscopy for 16 h, and time to germinal vesicle breakdown (tGVBD), tPB1, and dMI were analyzed. Following IVM, comprehensive chromosome screening was performed on the eggs and their matched first polar bodies via adaptation of an NGS-based preimplantation genetic testing for aneuploidy (PGT-A) assay. Bioinformatics analysis was performed to align reads to the mouse genome and determine copy number-based predictions of aneuploidy. The concordance of each polar body-egg pair (reciprocal errors) was used to validate the results. Ploidy status was categorized as euploid, 1-3 chromosomal segregation errors, or ≥4 chromosomal segregation errors. Additionally, aneuploidy due to premature separation of sister chromatids (PSSC) versus non-disjunction (NDJ) was distinguished.
    RESULTS: We applied and validated state-of-the-art NGS technology to screen aneuploidy in individual mouse eggs and matched polar bodies at the chromosome-specific level. By performing IVM in the presence of different doses of Nocodazole, we induced a range of aneuploidy. No aneuploidy was observed in the absence of Nocodazole (0/11), whereas IVM in the presence of 25 and 50 nM Nocodazole resulted in an aneuploidy incidence of 7.69% (1/13) and 82.61% (19/23), respectively. Of the aneuploid eggs, 5% (1/20) was due to PSSC, 65% (13/20) to NDJ, and the remainder to a combination of both. There was no relationship between ploidy status and tGVBD, but tPB1 and the dMI were both significantly prolonged in eggs with reciprocal aneuploidy events compared to the euploid eggs, and this scaled with the severity of aneuploidy. Eggs with ≥4 aneuploid chromosomes had the longest tPB1 and dMI (P < 0.0001), whereas eggs with one to three aneuploid chromosomes exhibited intermediate lengths of time (P < 0.0001).
    METHODS: N/A.
    CONCLUSIONS: We used Nocodazole in this study to disrupt the meiotic spindle and induce aneuploidy in mouse oocytes. Whether the association between morphokinetic variables of meiotic progression and the severity of aneuploidy occurs with other compounds that induce chromosome segregation errors remain to be investigated. In addition, unlike mouse oocytes, human IVM requires the presence of cumulus cells, which precludes visualization of morphokinetic variables of meiotic progression. Thus, our study may have limited direct clinical translatability.
    CONCLUSIONS: We validated NGS in mouse eggs to detect aneuploidy at a chromosome-specific resolution which greatly improves the utility of the mouse model. With a tractable and validated model system for characterizing meiotic aneuploidy, investigations into the molecular mechanisms and factors which may influence aneuploidy can be further elaborated. Time-lapse analyses of morphokinetic variables of meiotic progression may be a useful non-invasive predictor of aneuploidy severity.
    BACKGROUND: This work was supported by the Bill & Melinda Gates Foundation (INV-003385). Under the grant conditions of the Foundation, a Creative Commons Attribution 4.0 Generic License has already been assigned to the Author Accepted Manuscript version that might arise from this submission. The authors have no conflict of interest to disclose.
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  • 文章类型: Journal Article
    HIV-1的核后进入步骤涉及逆转录,未涂覆,并整合到宿主基因组中。这些步骤的差异调节对HIV整体复制有显著影响,包括整合位点选择和病毒基因表达。最近,另一个重要现象已被发现是艾滋病毒与核环境相互作用的一部分,特异性涉及切割和聚腺苷酸化特异性因子6(CPSF6)蛋白。这种现象是HIV诱导的核无膜细胞器(HIV-1MLO)的形成。在这篇文章中,我们将描述使用荧光显微镜评估这些细胞器的组成和液-液相分离(LLPS)特性的方法。HIV-1MLO的研究代表了一个新的前沿,可能揭示了以前未知的HIV感染细胞命运的关键参与者。
    The postnuclear entry steps of HIV-1 involve reverse transcription, uncoating, and integration into the host genome. The differential regulation of these steps has a significant impact on HIV overall replication, including integration site selection and viral gene expression. Recently, another important phenomenon has been uncovered as part of HIV interplay with the nuclear environment, specifically involving the cleavage and polyadenylation specific factor 6 (CPSF6) protein. This phenomenon is the formation of nuclear HIV-induced membraneless organelles (HIV-1 MLOs). In this article, we will describe the methods used to assess the composition and liquid-liquid phase separation (LLPS) properties of these organelles using fluorescence microscopy. The study of HIV-1 MLOs represents a new frontier that may reveal previously unknown key players in the fate of HIV-infected cells.
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  • 文章类型: Journal Article
    胚胎延时显微镜是一种用于表征早期胚胎发育的非侵入性技术。这项研究采用延时显微镜和机器学习来阐明胚胎生长动力学随母体衰老的变化。我们通过连续成像分析了来自年轻和老年C57BL6/NJ小鼠的胚胎的形态动力学参数。我们的发现表明,与年轻的胚胎相比,衰老的胚胎通过卵裂阶段(从5个细胞)加速到桑态度。在囊胚形成的后期没有显着差异。无监督机器学习确定了两个不同的簇,包括来自老年或年轻供体的胚胎。此外,在监督学习中,XGBoost(极端梯度提升)算法成功预测了与年龄相关的表型,准确率为0.78,0.81精度,和0.83超参数调整后的召回。这些结果突出了两个主要的科学见解:母体衰老影响胚胎发育速度,AI可以通过非侵入性方法区分老年和年轻母鼠的胚胎。因此,机器学习可用于识别形态动力学表型以进行进一步研究。这项研究有可能在将来选择人类胚胎进行胚胎移植。没有或补充植入前基因检测。
    Time-lapse microscopy for embryos is a non-invasive technology used to characterize early embryo development. This study employs time-lapse microscopy and machine learning to elucidate changes in embryonic growth kinetics with maternal aging. We analyzed morphokinetic parameters of embryos from young and aged C57BL6/NJ mice via continuous imaging. Our findings show that aged embryos accelerated through cleavage stages (from 5-cells) to morula compared to younger counterparts, with no significant differences observed in later stages of blastulation. Unsupervised machine learning identified two distinct clusters comprising of embryos from aged or young donors. Moreover, in supervised learning, the extreme gradient boosting algorithm successfully predicted the age-related phenotype with 0.78 accuracy, 0.81 precision, and 0.83 recall following hyperparameter tuning. These results highlight two main scientific insights: maternal aging affects embryonic development pace, and artificial intelligence can differentiate between embryos from aged and young maternal mice by a non-invasive approach. Thus, machine learning can be used to identify morphokinetics phenotypes for further studies. This study has potential for future applications in selecting human embryos for embryo transfer, without or in complement with preimplantation genetic testing.
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  • 文章类型: Journal Article
    目标:生成人工智能(AI)模型能否产生人类胚泡的高保真图像?
    结论:生成AI模型具有生成高保真人类胚泡图像的能力,从而提供大量的训练数据集,这对于开发强大的AI模型至关重要。
    背景:将AI整合到IVF程序中具有增强客观性和自动化胚胎选择移植的潜力。然而,人工智能的有效性受到数据稀缺和与患者数据隐私相关的伦理问题的限制。生成对抗网络(GAN)已成为一种有希望的方法,通过生成近似真实图像的合成数据来减轻数据限制。
    方法:囊胚图像作为训练数据来自延时显微镜(TLM)视频的公共数据集(n=136)。基于样式的GAN被微调为生成模型。
    方法:我们总共收集了972个胚泡图像作为训练数据,其中,从TLM视频中以1小时的间隔在授精后110-120小时的时间窗口内捕获帧。我们使用数据增强(AUG)和预训练权重(Pretrained-T:具有平移等方差;Pretrained-R:具有平移和旋转等方差)配置了基于样式的GAN模型,以比较它们在图像合成上的优化。然后,我们应用了包括Fréchet初始距离(FID)和内核初始距离(KID)在内的定量指标来评估生成图像的质量和保真度。随后,我们通过视觉图灵测试测量模型的智能行为来评估定性性能。为此,60名具有不同背景和临床胚胎学和IVF专业知识的个体评估了合成胚胎图像的质量。
    结果:在训练过程中,我们观察到通过FID和KID评分测量的图像质量持续改善.与基线和AUG+基线模型两者相比,预训练和AUG+预训练以显著更低的FID和KID值开始。在5000次训练迭代之后,AUG+Pretrained-R模型在评估的5种配置中表现最高,FID和KID评分分别为15.2和0.004.随后,我们进行了视觉图灵测试,这样试管婴儿胚胎学家,试管婴儿实验室技术人员,和非专家评估了合成囊胚期胚胎图像,并在特异性上获得了相似的性能,但在准确性和灵敏度上有边际差异。
    结论:在这项研究中,我们主要将训练数据集中在胚泡图像上,因为IVF胚胎主要在胚泡阶段进行评估.然而,在不同的植入前阶段生成一系列图像可进一步了解植入前胚胎的发育和IVF的成功。此外,我们将训练图像的大小调整为256×256像素的分辨率,以减轻训练基于风格的GAN模型的计算成本。需要进一步的研究涉及更广泛和多样化的数据集,从合子的形成到胚泡阶段,例如,视频生成,以及使用改进的图像分辨率来促进全面的AI算法的开发并产生更高质量的图像。
    结论:生成AI模型在生成高保真人类胚泡图像方面具有很好的潜力,它允许开发强大的AI模型,因为它可以提供足够的训练数据集,同时保护患者数据隐私。此外,这可能有助于产生具有不同(罕见)异常特征的足够的胚胎成像训练数据,比如胚胎逮捕,三极细胞分裂,以避免类不平衡,并达到均匀的数据集。因此,生成模型可能提供一个令人信服的机会来改变胚胎选择程序,并显著提高IVF结局.
    背景:这项研究得到了Horizon2020创新资助(ERIN,批准号EU952516)和地平线欧洲赠款(NESTOR,批准号101120075)欧洲委员会对A.S.和M.Z.E.,爱沙尼亚研究理事会(批准号PRG1076)至A.S.,和EVA(ErfelijkheidVoortplanting&Aanleg)专业计划(批准号马斯特里赫特大学医学中心(MUMC)的KP111513)至M.Z.E.
    背景:不适用。
    OBJECTIVE: Can generative artificial intelligence (AI) models produce high-fidelity images of human blastocysts?
    CONCLUSIONS: Generative AI models exhibit the capability to generate high-fidelity human blastocyst images, thereby providing substantial training datasets crucial for the development of robust AI models.
    BACKGROUND: The integration of AI into IVF procedures holds the potential to enhance objectivity and automate embryo selection for transfer. However, the effectiveness of AI is limited by data scarcity and ethical concerns related to patient data privacy. Generative adversarial networks (GAN) have emerged as a promising approach to alleviate data limitations by generating synthetic data that closely approximate real images.
    METHODS: Blastocyst images were included as training data from a public dataset of time-lapse microscopy (TLM) videos (n = 136). A style-based GAN was fine-tuned as the generative model.
    METHODS: We curated a total of 972 blastocyst images as training data, where frames were captured within the time window of 110-120 h post-insemination at 1-h intervals from TLM videos. We configured the style-based GAN model with data augmentation (AUG) and pretrained weights (Pretrained-T: with translation equivariance; Pretrained-R: with translation and rotation equivariance) to compare their optimization on image synthesis. We then applied quantitative metrics including Fréchet Inception Distance (FID) and Kernel Inception Distance (KID) to assess the quality and fidelity of the generated images. Subsequently, we evaluated qualitative performance by measuring the intelligence behavior of the model through the visual Turing test. To this end, 60 individuals with diverse backgrounds and expertise in clinical embryology and IVF evaluated the quality of synthetic embryo images.
    RESULTS: During the training process, we observed consistent improvement of image quality that was measured by FID and KID scores. Pretrained and AUG + Pretrained initiated with remarkably lower FID and KID values compared to both Baseline and AUG + Baseline models. Following 5000 training iterations, the AUG + Pretrained-R model showed the highest performance of the evaluated five configurations with FID and KID scores of 15.2 and 0.004, respectively. Subsequently, we carried out the visual Turing test, such that IVF embryologists, IVF laboratory technicians, and non-experts evaluated the synthetic blastocyst-stage embryo images and obtained similar performance in specificity with marginal differences in accuracy and sensitivity.
    CONCLUSIONS: In this study, we primarily focused the training data on blastocyst images as IVF embryos are primarily assessed in blastocyst stage. However, generation of an array of images in different preimplantation stages offers further insights into the development of preimplantation embryos and IVF success. In addition, we resized training images to a resolution of 256 × 256 pixels to moderate the computational costs of training the style-based GAN models. Further research is needed to involve a more extensive and diverse dataset from the formation of the zygote to the blastocyst stage, e.g. video generation, and the use of improved image resolution to facilitate the development of comprehensive AI algorithms and to produce higher-quality images.
    CONCLUSIONS: Generative AI models hold promising potential in generating high-fidelity human blastocyst images, which allows the development of robust AI models as it can provide sufficient training datasets while safeguarding patient data privacy. Additionally, this may help to produce sufficient embryo imaging training data with different (rare) abnormal features, such as embryonic arrest, tripolar cell division to avoid class imbalances and reach to even datasets. Thus, generative models may offer a compelling opportunity to transform embryo selection procedures and substantially enhance IVF outcomes.
    BACKGROUND: This study was supported by a Horizon 2020 innovation grant (ERIN, grant no. EU952516) and a Horizon Europe grant (NESTOR, grant no. 101120075) of the European Commission to A.S. and M.Z.E., the Estonian Research Council (grant no. PRG1076) to A.S., and the EVA (Erfelijkheid Voortplanting & Aanleg) specialty program (grant no. KP111513) of Maastricht University Medical Centre (MUMC+) to M.Z.E.
    BACKGROUND: Not applicable.
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