quantitative biology

  • 文章类型: Journal Article
    在衰老中,生理网络的功能下降速度在个体之间不同,产生广泛的寿命分布。尽管70%的人类寿命差异仍然无法由遗传因素解释,关于衰老生理异质性的内在来源知之甚少。要了解复杂的生理网络如何产生寿命变化,需要新的方法。这里,我们提出Asynch-seq,一种使用等基因种群内基因表达异质性来研究产生寿命变异的过程的方法。通过收集数千个单个转录组,我们捕获了秀丽隐杆线虫“泛转录组”-非遗传变异的高度分辨图谱。我们使用我们的地图集来指导大规模的扰动筛选,确定种系和体细胞之间的总mRNA含量的解耦是衰老中生理异质性的最大来源。由多效基因驱动,这些基因的敲除大大降低了寿命差异。我们的工作证明了如何应用生理异质性的系统映射来减少衰老中的个体间差异。
    In aging, physiologic networks decline in function at rates that differ between individuals, producing a wide distribution of lifespan. Though 70% of human lifespan variance remains unexplained by heritable factors, little is known about the intrinsic sources of physiologic heterogeneity in aging. To understand how complex physiologic networks generate lifespan variation, new methods are needed. Here, we present Asynch-seq, an approach that uses gene-expression heterogeneity within isogenic populations to study the processes generating lifespan variation. By collecting thousands of single-individual transcriptomes, we capture the Caenorhabditis elegans \"pan-transcriptome\"-a highly resolved atlas of non-genetic variation. We use our atlas to guide a large-scale perturbation screen that identifies the decoupling of total mRNA content between germline and soma as the largest source of physiologic heterogeneity in aging, driven by pleiotropic genes whose knockdown dramatically reduces lifespan variance. Our work demonstrates how systematic mapping of physiologic heterogeneity can be applied to reduce inter-individual disparities in aging.
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  • 文章类型: Journal Article
    计算,或者电脑中,模型是有效的,用于调查心血管功能的非侵入性工具。这些模型可用于分析实验和临床数据,以确定(ab)正常心血管生理学的可能机制。计算能力和数据管理的最新进展导致了创新和复杂的建模框架,可以在多个尺度上模拟心血管功能。虽然常用于多个学科,在心血管研究中缺乏实施计算机模型的简明指南.根据最近要求进行更多可重复研究的呼吁,在开发和应用计算模型进行研究时,科学家必须坚持可靠的实践。本手稿的目的是提供一份共识文件,确定心血管研究中计算机计算建模的最佳实践。这些指南为机械模型开发提供了必要的方法,模型分析,以及使用统计学基础的正式模型校准。我们概述了心血管研究中计算建模的严格实践,并讨论了其对实验和临床数据的协同价值。
    Computational, or in silico, models are an effective, noninvasive tool for investigating cardiovascular function. These models can be used in the analysis of experimental and clinical data to identify possible mechanisms of (ab)normal cardiovascular physiology. Recent advances in computing power and data management have led to innovative and complex modeling frameworks that simulate cardiovascular function across multiple scales. While commonly used in multiple disciplines, there is a lack of concise guidelines for the implementation of computer models in cardiovascular research. In line with recent calls for more reproducible research, it is imperative that scientists adhere to credible practices when developing and applying computational models to their research. The goal of this manuscript is to provide a consensus document that identifies best practices for in silico computational modeling in cardiovascular research. These guidelines provide the necessary methods for mechanistic model development, model analysis, and formal model calibration using fundamentals from statistics. We outline rigorous practices for computational, mechanistic modeling in cardiovascular research and discuss its synergistic value to experimental and clinical data.
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  • 文章类型: Journal Article
    我们的目的是确定选择(主要取决于抗微生物剂的人为使用)和传播(主要取决于卫生和环境卫生)作为抗生素抗性细菌种群传播的驱动因素的重要性。估计两个独立变量的相对权重的第一个障碍是缺乏有关细菌细胞数量的详细定量数据。可能是致病的或无害的,和在特定环境的微生物中暴露于抗菌作用的细菌物种。第二个障碍是难以考虑传播和选择的相对重要性,从而在整个生态生物学水平上对抗生素抗性产生综合影响。因此,迫切需要在抗菌素耐药性的定量生物学和有机生物学方面取得进展。暴露于抗生素的人类的绝对数量以及其微生物组中潜在致病性和共生细菌的绝对数量应影响抗性细菌种群的选择和传播。“整个地球”的微生物组,数量惊人的细菌细胞和物种,它们也暴露于各种生物地理空间中的人为抗菌剂,塑造抗生素耐药性景观。这些生物地理空间影响潜在致病细菌的选择和传播的各种强度。在等待更精确的数据时,生物统计学分析和数学或计算模型可以提供代理来比较抗性细菌中选择和传播的影响。在卫生条件较低的欧洲国家,抗生素消费在增加抗生素耐药性中起着重要作用;然而,在卫生水平高的国家并非如此。尽管两个独立变量都是链接的,它们对抗生素抗性水平的相对影响因特定位置而异。因此,旨在减少抗生素耐药性的干预措施应针对具有特定生态条件的特定位置设计“点菜”,包括卫生设施。
    We aimed to determine the importance of selection (mostly dependent on the anthropogenic use of antimicrobials) and transmission (mostly dependent on hygiene and sanitation) as drivers of the spread of antibiotic-resistant bacterial populations. The first obstacle to estimating the relative weight of both independent variables is the lack of detailed quantitative data concerning the number of bacterial cells, potentially either pathogenic or harmless, and bacterial species exposed to antimicrobial action in the microbiotas of specific environments. The second obstacle is the difficulty of considering the relative importance of the transmission and selection exerting their combined effects on antibiotic resistance across eco-biological levels. As a consequence, advances are urgently required in quantitative biology and organismic biology of antimicrobial resistance. The absolute number of humans exposed to antibiotics and the absolute number of potentially pathogenic and commensal bacteria in their microbiomes should influence both the selection and transmission of resistant bacterial populations. The \"whole Earth\" microbiome, with astonishingly high numbers of bacterial cells and species, which are also exposed to anthropogenic antimicrobials in various biogeographical spaces, shapes the antibiotic resistance landscape. These biogeographical spaces influence various intensities of selection and transmission of potentially pathogenic bacteria. While waiting for more precise data, biostatistics analysis and mathematical or computational modeling can provide proxies to compare the influence of selection and transmission in resistant bacteria. In European countries with lower sanitation levels, antibiotic consumption plays a major role in increasing antibiotic resistance; however, this is not the case in countries with high sanitation levels. Although both independent variables are linked, their relative influence on the level of antibiotic resistance varies according to the particular location. Therefore, interventions directed to decrease antibiotic resistance should be designed \"a la carte\" for specific locations with particular ecological conditions, including sanitation facilities.
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  • 文章类型: Journal Article
    多物种细菌种群通常居住在密闭和密集的环境中,空间竞争决定了群落的生态多样性。然而,机械相互作用在塑造生态中的作用仍然知之甚少。这里,我们研究了一个模型系统,由两个群体的非能动性大肠杆菌在开放的竞争,单层微通道。观察到竞争动态是双相的:播种后,一个菌株快速固定或两个菌株都定向到空间分层,稳定的社区。我们发现与其他细胞的机械相互作用和局部空间约束以意想不到的方式影响着由此产生的群落生态。严重限制了社区的整体多样性,同时允许建立稳定的社区,异质的细菌种群表现出不同的生长速率。令人惊讶的是,即使一个菌株具有显着的生长优势,种群也很可能共存。更多的球菌形态被证明可以提供选择性优势,但是基于代理的模拟表明,这是由于微通道内的流体动力学和粘附效应,而不是由于向列有序的破坏。我们的观察结果是通过简单的Pólyaurn模型定性再现的,这表明了我们对有限种群动态的发现的普遍性,并强调了早期定殖条件对细菌群落多样性和生态学的重要性。这些结果为密集密闭生态系统中群落多样性的决定因素提供了基本见解,在这些生态系统中,空间排斥是竞争的核心,就像在有组织的生物膜或肠道隐窝中一样。
    Multispecies bacterial populations often inhabit confined and densely packed environments where spatial competition determines the ecological diversity of the community. However, the role of mechanical interactions in shaping the ecology is still poorly understood. Here, we study a model system consisting of two populations of nonmotile Escherichia coli bacteria competing within open, monolayer microchannels. The competitive dynamics is observed to be biphasic: After seeding, either one strain rapidly fixates or both strains orient into spatially stratified, stable communities. We find that mechanical interactions with other cells and local spatial constraints influence the resulting community ecology in unexpected ways, severely limiting the overall diversity of the communities while simultaneously allowing for the establishment of stable, heterogeneous populations of bacteria displaying disparate growth rates. Surprisingly, the populations have a high probability of coexisting even when one strain has a significant growth advantage. A more coccus morphology is shown to provide a selective advantage, but agent-based simulations indicate this is due to hydrodynamic and adhesion effects within the microchannel and not from breaking of the nematic ordering. Our observations are qualitatively reproduced by a simple Pólya urn model, which suggests the generality of our findings for confined population dynamics and highlights the importance of early colonization conditions on the resulting diversity and ecology of bacterial communities. These results provide fundamental insights into the determinants of community diversity in dense confined ecosystems where spatial exclusion is central to competition as in organized biofilms or intestinal crypts.
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  • 文章类型: Journal Article
    双边身体计划在整个动物王国中占主导地位。随着中线形态发生在原肠胚形成时开始,羊膜胚胎的双侧性变得可识别,将一个胚胎区域分成左右两侧。不久之后,左右不对称也开始。虽然已经广泛研究了在左右分隔后表达的一系列侧向性基因,中线形态发生之前和期间的侧向模式仍不清楚。这里,通过高时空分辨率的生物物理量化,应用于小鸡模型系统,我们表明,大规模的双边反向旋转细胞流动,被称为“波兰运动”,在早期原肠胚形成中显示左右不对称性。这种细胞运动在原始条纹形成之前就开始了,这是最早的中线结构,比侧向性基因的表达更早。细胞流速和涡度揭示了左右不对称性的位置和时间。双侧细胞流在开始时表现出左侧不对称,而是向右翼统治过渡。减少原始条纹形成的有丝分裂停滞导致双侧流动模式的变化,但右翼的统治地位依然存在。我们的数据表明,在节点处的侧向信号的不对称调节导致左右图案之前,羊膜胃中的左右不对称性变得可以检测到。更广泛地说,我们的结果表明,在胚胎发育过程中,物理过程在影响左右向侧性方面发挥了意想不到但显著的作用.
    双边主义者由双边对称的身体计划定义。脊椎动物表现出外部双侧对称性,但在其内部器官中表现出左右(LR)不对称性。在羊膜胚胎中,LR对称性破缺的开始还没有很好的理解。这里,我们研究了雏鸡胚胎中LR对称性的破坏,因为它容易获得并且与人类发育相似。我们量化细胞流动的新生物物理方法推断,LR对称性破坏发生在LR遗传模式程序变得可检测之前。我们的工作表明,定量的生物物理参数可以帮助解开LR对称性破坏的开始,表明物理机制参与了这个关键的生物模式过程。
    A bilateral body plan is predominant throughout the animal kingdom. Bilaterality of amniote embryos becomes recognizable as midline morphogenesis begins at gastrulation, bisecting an embryonic field into the left and right sides, and left-right asymmetry patterning follows. While a series of laterality genes expressed after the left-right compartmentalization has been extensively studied, the laterality patterning prior to and at the initiation of midline morphogenesis has remained unclear. Here, through a biophysical quantification in a high spatial and temporal resolution, applied to a chick model system, we show that a large-scale bilateral counter-rotating cellular flow, termed as \'polonaise movements\', display left-right asymmetries in early gastrulation. This cell movement starts prior to the formation of the primitive streak, which is the earliest midline structure, and earlier than expression of laterality genes. The cellular flow speed and vorticity unravel the location and timing of the left-right asymmetries. The bilateral flows displayed a Right dominance after six hours since the start of cell movements. Mitotic arrest that diminishes primitive streak formation resulted in changes in the bilateral flow pattern, but the Right dominance persisted. Our data indicate that the left-right asymmetry in amniote gastrula becomes detectable prior to the point when the asymmetric regulation of the laterality signals at the node leads to the left-right patterning. More broadly, our results suggest that physical processes can play an unexpected but significant role in influencing left-right laterality during embryonic development.
    UNASSIGNED: Bilaterians are defined by a bilaterally symmetrical body plan. Vertebrates exhibit external bilateral symmetry but display left-right (LR) asymmetry in their internal organs. In amniote embryos, the initiation of LR symmetry breaking is not well understood. Here, we study LR symmetry breaking in the chick embryo due to its easy accessibility and similarity to human development. Our biophysical approaches to quantify cellular flows inferred that LR symmetry breaking occurs prior to the formation of Hensen\'s node, a LR organizer, which serves as a signaling center for LR patterning programs. Our work demonstrates that quantitative biophysical parameters can help unravel the initiation of LR symmetry breaking, suggesting involvement of physical mechanisms in this critical biological patterning process.
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  • 文章类型: Editorial
    认为植物是有效的,节俭或优化呼应了分子遗传学中“蓝图”和“程序”的反复语义。然而,当用定量方法和系统思维分析植物时,相反,我们发现植物是具有许多低效率的随机过程的结果,不连贯或延迟助长了它们的鲁棒性。如果必须强调定量生物学的主要价值,这可能是:植物是强大的系统,因为它们效率不高。这种系统的见解延伸到我们进行植物研究的方式,并将植物科学出版物打开到更广泛的框架。
    The idea that plants would be efficient, frugal or optimised echoes the recurrent semantics of \'blueprint\' and \'program\' in molecular genetics. However, when analysing plants with quantitative approaches and systems thinking, we instead find that plants are the results of stochastic processes with many inefficiencies, incoherence or delays fuelling their robustness. If one had to highlight the main value of quantitative biology, this could be it: plants are robust systems because they are not efficient. Such systemic insights extend to the way we conduct plant research and opens plant science publication to a much broader framework.
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  • 文章类型: Journal Article
    技术的快速进步完善了我们对复杂生物过程的理解,但关键的重点仍然是理解生物测量背后的不确定性的假设和来源。这在细胞信号研究中尤其重要,对控制这些短暂事件的基本机制的定量理解对于药物开发至关重要,鉴于它们在稳态和致病过程中的重要性。西方印迹,几十年前开发的一项技术,仍然是研究细胞信号不可或缺的工具,蛋白质表达,和蛋白质-蛋白质相互作用。虽然统计分析和方法报告的改进无疑提高了数据质量,了解Westernblotting中目视检查的基本假设和局限性可以为评估实验结论提供有价值的其他信息。以激动剂诱导的受体翻译后修饰为例,我们重点介绍了与Western印迹相关的理论和实验假设,并演示了原始印迹数据如何为可能无法通过统计分析和报道方法完全捕获的实验变异性提供线索.本文不旨在作为对Western印迹的全面技术审查。相反,我们利用一个说明性的例子来演示如何在原始数据中揭示有关实验设计和数据标准化的假设,并随后影响数据解释。
    Rapid advancements in technology refine our understanding of intricate biological processes, but a crucial emphasis remains on understanding the assumptions and sources of uncertainty underlying biological measurements. This is particularly critical in cell signaling research, where a quantitative understanding of the fundamental mechanisms governing these transient events is essential for drug development, given their importance in both homeostatic and pathogenic processes. Western blotting, a technique developed decades ago, remains an indispensable tool for investigating cell signaling, protein expression, and protein-protein interactions. While improvements in statistical analysis and methodology reporting have undoubtedly enhanced data quality, understanding the underlying assumptions and limitations of visual inspection in Western blotting can provide valuable additional information for evaluating experimental conclusions. Using the example of agonist-induced receptor post-translational modification, we highlight the theoretical and experimental assumptions associated with Western blotting and demonstrate how raw blot data can offer clues to experimental variability that may not be fully captured by statistical analyses and reported methodologies. This article is not intended as a comprehensive technical review of Western blotting. Instead, we leverage an illustrative example to demonstrate how assumptions about experimental design and data normalization can be revealed within raw data and subsequently influence data interpretation.
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  • 文章类型: Journal Article
    评估细胞毒性T淋巴细胞(CTL)消除肿瘤细胞的能力至关重要,例如,预测个性化医疗中细胞治疗的效率。然而,CTL对肿瘤的破坏涉及CTL在肿瘤外环境中的迁移,积聚在肿瘤上,抗原识别,和合作杀死癌细胞。因此,识别这个复杂过程中的限制步骤需要长时间对不同细胞事件进行时空测量。这里,我们使用芯片上癌症平台来评估腺瘤性结肠息肉病(APC)突变对CTL迁移和针对3D肿瘤球体的细胞毒性的影响.与对照细胞相比,发现APC突变的CTL破坏肿瘤球体的能力降低。即使APC突变体在肿瘤外空间中迁移并像对照细胞一样有效地在球体上积累。然而,一旦与肿瘤接触,突变的CTL显示与癌细胞的结合减少,通过区分CTL迁移的不同模式的度量来衡量。重新调整局部杀伤级联周围的CTL轨迹表明,所有CTL在级联之前的2小时内过渡到高接合。这证实了低接合是细胞毒性降低的原因。除了APC突变的研究,这个平台提供了一个强大的方法来比较细胞毒性细胞效率,甚至密切相关的细胞类型,通过依靠多尺度细胞计数方法来解开复杂的相互作用,并确定限制肿瘤破坏的步骤。
    Evaluating the ability of cytotoxic T lymphocytes (CTLs) to eliminate tumor cells is crucial, for instance, to predict the efficiency of cell therapy in personalized medicine. However, the destruction of a tumor by CTLs involves CTL migration in the extra-tumoral environment, accumulation on the tumor, antigen recognition, and cooperation in killing the cancer cells. Therefore, identifying the limiting steps in this complex process requires spatio-temporal measurements of different cellular events over long periods. Here, we use a cancer-on-a-chip platform to evaluate the impact of adenomatous polyposis coli (APC) mutation on CTL migration and cytotoxicity against 3D tumor spheroids. The APC mutated CTLs are found to have a reduced ability to destroy tumor spheroids compared with control cells, even though APC mutants migrate in the extra-tumoral space and accumulate on the spheroids as efficiently as control cells. Once in contact with the tumor however, mutated CTLs display reduced engagement with the cancer cells, as measured by a metric that distinguishes different modes of CTL migration. Realigning the CTL trajectories around localized killing cascades reveals that all CTLs transition to high engagement in the 2 h preceding the cascades, which confirms that the low engagement is the cause of reduced cytotoxicity. Beyond the study of APC mutations, this platform offers a robust way to compare cytotoxic cell efficiency of even closely related cell types, by relying on a multiscale cytometry approach to disentangle complex interactions and to identify the steps that limit the tumor destruction.
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  • 文章类型: Journal Article
    胚胎学的一个关键方面是将单个细胞的位置与胚胎的更广泛的几何形状联系起来。一个典型的例子是小鼠胚胎的第一个细胞命运决定,内部细胞变成内部细胞团,外部细胞变成滋养外胚层。荧光标记,成像,和组织特异性蛋白质的定量提高了我们对这一动态过程的理解。然而,出现这些标记不可用的情况,或者不可靠,我们只剩下细胞的空间位置。因此,一个简单的,需要使用空间信息对胚胎的内部和外部细胞进行分类的鲁棒方法。这里,我们描述了一个简单的数学框架和一种无监督的机器学习方法,称为内部外部,用于对三维点云的内部和外部点进行分类,早期小鼠胚胎中成像细胞的常见输出。我们将我们的方法与其他已发表的方法进行比较,以证明它在移植前小鼠胚胎的细胞核分类中具有更高的准确性,并且在受到局部表面凹陷的挑战时具有更高的准确性。我们已经免费提供了该方法的MATLAB和Python实现。这种方法应该被证明对胚胎学有用,对生命科学中出现的类似数据有更广泛的应用。
    A crucial aspect of embryology is relating the position of individual cells to the broader geometry of the embryo. A classic example of this is the first cell-fate decision of the mouse embryo, where interior cells become inner cell mass and exterior cells become trophectoderm. Fluorescent labelling, imaging, and quantification of tissue-specific proteins have advanced our understanding of this dynamic process. However, instances arise where these markers are either not available, or not reliable, and we are left only with the cells\' spatial locations. Therefore, a simple, robust method for classifying interior and exterior cells of an embryo using spatial information is required. Here, we describe a simple mathematical framework and an unsupervised machine learning approach, termed insideOutside, for classifying interior and exterior points of a three-dimensional point-cloud, a common output from imaged cells within the early mouse embryo. We benchmark our method against other published methods to demonstrate that it yields greater accuracy in classification of nuclei from the pre-implantation mouse embryos and greater accuracy when challenged with local surface concavities. We have made MATLAB and Python implementations of the method freely available. This method should prove useful for embryology, with broader applications to similar data arising in the life sciences.
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  • 文章类型: Journal Article
    干扰素-γ(IFNγ)是一种关键的抗肿瘤细胞因子,对不同的细胞类型具有不同的作用。IFNγ在肿瘤中的整体作用取决于它作用于哪些细胞及其扩散的空间范围。IFNγ扩散的报告测量在不同的背景下差异很大,从最近邻信号传导到整个肿瘤的灌注。这里,我们将理论考虑应用于体外和体内实验,以研究IFNγ在黑素瘤中的传播。我们观察到3-D小鼠黑色素瘤培养物和人类肿瘤中IFNγ信号传导的空间局限,这些细胞在基因表达中产生细胞异质性并改变受影响细胞对T细胞杀伤的敏感性。广泛的IFNγ信号传导仅在由于产生IFNγ的T细胞的高局部密度而导致小生境重叠时发生。我们测量了IFNγ在B16小鼠黑素瘤培养物和人原发性皮肤黑素瘤中扩散的长度范围为〜30至40μm。我们的结果与IFNγ扩散由简单的扩散消耗模型控制一致,并提供了对T细胞空间组织如何导致炎症信号中肿瘤内异质性的洞察。基因表达,和免疫介导的清除。实体肿瘤通常被视为不同细胞“邻域”的集合:我们的工作为由于免疫介质扩散的限制而导致的非遗传细胞变异性提供了一般解释。
    Interferon-γ (IFNγ) is a critical antitumor cytokine that has varied effects on different cell types. The global effect of IFNγ in the tumor depends on which cells it acts upon and the spatial extent of its spread. Reported measurements of IFNγ spread vary dramatically in different contexts, ranging from nearest-neighbor signaling to perfusion throughout the entire tumor. Here, we apply theoretical considerations to experiments both in vitro and in vivo to study the spread of IFNγ in melanomas. We observe spatially confined niches of IFNγ signaling in 3-D mouse melanoma cultures and human tumors that generate cellular heterogeneity in gene expression and alter the susceptibility of affected cells to T cell killing. Widespread IFNγ signaling only occurs when niches overlap due to high local densities of IFNγ-producing T cells. We measured length scales of ~30 to 40 μm for IFNγ spread in B16 mouse melanoma cultures and human primary cutaneous melanoma. Our results are consistent with IFNγ spread being governed by a simple diffusion-consumption model and offer insight into how the spatial organization of T cells contributes to intratumor heterogeneity in inflammatory signaling, gene expression, and immune-mediated clearance. Solid tumors are often viewed as collections of diverse cellular \"neighborhoods\": Our work provides a general explanation for such nongenetic cellular variability due to confinement in the spread of immune mediators.
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