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In vivo quantitative FRET small animal imaging: Intensity versus lifetime-based FRET. 体内定量 FRET 小动物成像:基于强度的 FRET 与基于寿命的 FRET。
IF 2.4 Q3 BIOPHYSICS Pub Date : 2023-05-09 eCollection Date: 2023-06-14 DOI: 10.1016/j.bpr.2023.100110
Jason T Smith, Nattawut Sinsuebphon, Alena Rudkouskaya, Xavier Michalet, Xavier Intes, Margarida Barroso

Förster resonance energy transfer (FRET) microscopy is used in numerous biophysical and biomedical applications to monitor inter- and intramolecular interactions and conformational changes in the 2-10 nm range. FRET is currently being extended to in vivo optical imaging, its main application being in quantifying drug-target engagement or drug release in animal models of cancer using organic dye or nanoparticle-labeled probes. Herein, we compared FRET quantification using intensity-based FRET (sensitized emission FRET analysis with the three-cube approach using an IVIS imager) and macroscopic fluorescence lifetime (MFLI) FRET using a custom system using a time-gated-intensified charge-coupled device, for small animal optical in vivo imaging. The analytical expressions and experimental protocols required to quantify the product fDE of the FRET efficiency E and the fraction of donor molecules involved in FRET, fD, are described in detail for both methodologies. Dynamic in vivo FRET quantification of transferrin receptor-transferrin binding was acquired in live intact nude mice upon intravenous injection of a near-infrared-labeled transferrin FRET pair and benchmarked against in vitro FRET using hybridized oligonucleotides. Even though both in vivo imaging techniques provided similar dynamic trends for receptor-ligand engagement, we demonstrate that MFLI-FRET has significant advantages. Whereas the sensitized emission FRET approach using the IVIS imager required nine measurements (six of which are used for calibration) acquired from three mice, MFLI-FRET needed only one measurement collected from a single mouse, although a control mouse might be needed in a more general situation. Based on our study, MFLI therefore represents the method of choice for longitudinal preclinical FRET studies such as that of targeted drug delivery in intact, live mice.

福斯特共振能量转移(FRET)显微镜被广泛应用于生物物理和生物医学领域,以监测分子间和分子内的相互作用以及 2-10 纳米范围内的构象变化。目前,FRET 正在扩展到体内光学成像,其主要应用是利用有机染料或纳米粒子标记的探针量化癌症动物模型中的药物-靶标接合或药物释放。在此,我们比较了使用基于强度的 FRET(使用 IVIS 成像仪的三立方方法进行敏化发射 FRET 分析)和使用定制系统的宏观荧光寿命(MFLI)FRET(使用时间门控增强电荷耦合器件)对小型动物体内光学成像进行的 FRET 定量。本文详细介绍了这两种方法量化 FRET 效率 E 的乘积 fDE 和参与 FRET 的供体分子分数 fD 所需的分析表达式和实验方案。通过静脉注射近红外标记的转铁蛋白 FRET 对,在活体完整裸鼠体内获得转铁蛋白受体-转铁蛋白结合的动态体内 FRET 定量,并与使用杂交寡核苷酸的体外 FRET 进行比较。尽管两种体内成像技术都能提供类似的受体-配体啮合动态趋势,但我们证明 MFLI-FRET 具有显著优势。使用 IVIS 成像仪的敏化发射 FRET 方法需要对三只小鼠进行九次测量(其中六次用于校准),而 MFLI-FRET 只需要对一只小鼠进行一次测量,尽管在更普遍的情况下可能需要一只对照小鼠。因此,根据我们的研究,MFLI 是进行纵向临床前 FRET 研究(如在完整的活体小鼠中进行靶向药物递送研究)的首选方法。
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引用次数: 0
Comparing confocal and two-photon Ca2+ imaging of thin low-scattering preparations. 比较薄型低散射制备物的共聚焦和双光子 Ca2+ 成像。
IF 2.4 Q3 BIOPHYSICS Pub Date : 2023-04-20 eCollection Date: 2023-06-14 DOI: 10.1016/j.bpr.2023.100109
Jinbo Cheng, Shane M McMahon, David W Piston, Meyer B Jackson

Ca2+ imaging provides insight into biological processes ranging from subcellular dynamics to neural network activity. Two-photon microscopy has assumed a dominant role in Ca2+ imaging. The longer wavelength infra-red illumination undergoes less scattering, and absorption is confined to the focal plane. Two-photon imaging can thus penetrate thick tissue ∼10-fold more deeply than single-photon visible imaging to make two-photon microscopy an exceptionally powerful method for probing function in intact brain. However, two-photon excitation produces photobleaching and photodamage that increase very steeply with light intensity, limiting how strongly one can illuminate. In thin samples, illumination intensity can assume a dominant role in determining signal quality, raising the possibility that single-photon microscopy may be preferable. We therefore tested laser scanning single-photon and two-photon microscopy side by side with Ca2+ imaging in neuronal compartments at the surface of a brain slice. We optimized illumination intensity for each light source to obtain the brightest signal without photobleaching. Intracellular Ca2+ rises elicited by one action potential had twice the signal/noise ratio with confocal as with two-photon imaging in axons, were 31% higher in dendrites, and about the same in cell bodies. The superior performance of confocal imaging in finer neuronal processes likely reflects the dominance of shot noise when fluorescence is dim. Thus, when out-of-focus absorption and scattering are not issues, single-photon confocal imaging can yield better quality signals than two-photon microscopy.

Ca2+ 成像可让人们深入了解从亚细胞动力学到神经网络活动等各种生物过程。双光子显微镜在 Ca2+ 成像中占据主导地位。波长较长的红外照明散射较少,吸收仅限于焦平面。因此,与单光子可见光成像相比,双光子成像可穿透厚组织 10 倍以上,从而使双光子显微镜成为探测完整大脑功能的一种异常强大的方法。然而,双光子激发产生的光漂白和光损伤会随着光照强度的增加而陡增,从而限制了光照强度。在较薄的样本中,照明强度在决定信号质量方面起着主导作用,因此单光子显微镜可能更为可取。因此,我们对激光扫描单光子显微镜和双光子显微镜与脑片表面神经元区室的 Ca2+ 成像进行了并行测试。我们优化了每种光源的照明强度,以获得无光漂白的最亮信号。一个动作电位引起的细胞内 Ca2+ 上升在轴突中的信号/噪声比是双光子成像的两倍,在树突中高 31%,在细胞体中大致相同。在更精细的神经元过程中,共焦成像的优越性能可能反映了在荧光暗淡时镜头噪声的主导地位。因此,在不存在焦外吸收和散射的情况下,单光子共聚焦成像可比双光子显微镜获得更高质量的信号。
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引用次数: 0
Super-resolution reconstruction in ultrahigh-field MRI. 超高场磁共振成像中的超分辨率重建。
Q3 BIOPHYSICS Pub Date : 2023-03-29 eCollection Date: 2023-06-14 DOI: 10.1016/j.bpr.2023.100107
Macy Payne, Ivina Mali, Thomas Mueller, Mary Cain, Ronen Segev, Stefan H Bossmann

Magnetic resonance imaging (MRI) is a highly significant imaging platform for a variety of medical and research applications. However, the low spatiotemporal resolution of conventional MRI limits its applicability toward rapid acquisition of ultrahigh-resolution scans. Current aims at high-resolution MRI focus on increasing the accuracy of tissue delineation, assessments of structural integrity, and early identification of malignancies. Unfortunately, high-resolution imaging often leads to decreased signal/noise (SNR) and contrast/noise (CNR) ratios and increased time cost, which are unfeasible in many clinical and academic settings, offsetting any potential benefits. In this study, we apply and assess the efficacy of super-resolution reconstruction (SRR) through iterative back-projection utilizing through-plane voxel offsets. SRR allows for high-resolution imaging in condensed time frames. Rat skulls and archerfish samples, typical models in academic settings, were used to demonstrate the impact of SRR on varying sample sizes and applicability for translational and comparative neuroscience. The SNR and CNR increased in samples that did not fully occupy the imaging probe and in instances where the low-resolution data were acquired in three dimensions, while the CNR was found to increase with both 3D and 2D low-resolution data reconstructions when compared with directly acquired high-resolution images. Limitations to the applied SRR algorithm were investigated to determine the maximum ratios between low-resolution inputs and high-resolution reconstructions and the overall cost effectivity of the strategy. Overall, the study revealed that SRR could be used to decrease image acquisition time, increase the CNR in nearly all instances, and increase the SNR in small samples.

磁共振成像(MRI)是一个非常重要的成像平台,可用于各种医疗和研究应用。然而,传统磁共振成像的时空分辨率较低,限制了其快速获取超高分辨率扫描的适用性。目前,高分辨率磁共振成像的目标主要集中在提高组织划分的准确性、结构完整性评估和恶性肿瘤的早期识别上。遗憾的是,高分辨率成像通常会导致信噪比(SNR)和对比度/噪声比(CNR)的降低以及时间成本的增加,这在许多临床和学术环境中都是不可行的,从而抵消了任何潜在的好处。在这项研究中,我们通过利用通面体素偏移进行迭代反投影,应用并评估了超分辨率重建(SRR)的功效。SRR 可以在较短的时间内实现高分辨率成像。大鼠头骨和箭鱼样本是学术界的典型模型,我们用它们来证明 SRR 对不同样本量的影响以及在转化和比较神经科学中的适用性。与直接获取的高分辨率图像相比,SNR 和 CNR 在未完全占据成像探针的样本中以及在三维获取低分辨率数据的情况下均有所提高,而 CNR 在三维和二维低分辨率数据重建中均有所提高。研究了应用 SRR 算法的局限性,以确定低分辨率输入和高分辨率重建之间的最大比率以及该策略的总体成本效益。总之,研究表明,SRR 可用于缩短图像采集时间,在几乎所有情况下提高 CNR,并提高小样本的 SNR。
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引用次数: 0
Optimization of cryo-electron microscopy for quantitative analysis of lipid bilayers. 脂质双层定量分析的低温电镜优化。
Q3 BIOPHYSICS Pub Date : 2023-03-08 DOI: 10.1016/j.bpr.2022.100090
Frederick A Heberle, Doug Welsch, Haden L Scott, M Neal Waxham

Cryogenic electron microscopy (cryo-EM) is among the most powerful tools available for interrogating nanoscale structure of biological materials. We recently showed that cryo-EM can be used to measure the bilayer thickness of lipid vesicles and biological membranes with subangstrom precision, resulting in the direct visualization of nanoscopic domains of different thickness in multicomponent lipid mixtures and giant plasma membrane vesicles. Despite the great potential of cryo-EM for revealing the lateral organization of biomembranes, a large parameter space of experimental conditions remains to be optimized. Here, we systematically investigate the influence of instrument parameters and image postprocessing steps on the ability to accurately measure bilayer thickness and discriminate regions of different thickness within unilamellar liposomes. This unique application of cryo-EM places particular demands on image acquisition optimization and analysis due to the facts that 1) each vesicle is a different size with different curvature, 2) the domains in each vesicle can be heterogenous in size, and 3) the random orientation of vesicles amplifies the variability of domain size in projected images. We also demonstrate a spatial autocorrelation analysis to extract additional information about lateral heterogeneity.

低温电子显微镜(cryo-EM)是研究生物材料纳米级结构最有力的工具之一。我们最近发现,冷冻电镜可以用亚埃精度测量脂质囊泡和生物膜的双层厚度,从而直接可视化多组分脂质混合物和巨质膜囊泡中不同厚度的纳米级结构域。低温电镜在揭示生物膜的横向组织方面具有很大的潜力,但实验条件的参数空间仍有待优化。在这里,我们系统地研究了仪器参数和图像后处理步骤对精确测量双层厚度和区分单层脂质体中不同厚度区域的能力的影响。这种独特的冷冻电镜应用对图像采集优化和分析提出了特殊的要求,因为1)每个囊泡的大小和曲率不同,2)每个囊泡中的域可以是异质的大小,3)囊泡的随机方向放大了投影图像中域大小的可变性。我们还演示了空间自相关分析,以提取有关横向异质性的额外信息。
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引用次数: 0
Expansion microscopy of neutrophil nuclear structure and extracellular traps. 中性粒细胞核结构和细胞外陷阱的扩增显微镜。
Q3 BIOPHYSICS Pub Date : 2023-03-08 DOI: 10.1016/j.bpr.2022.100091
Jason Scott Holsapple, Lena Schnitzler, Louisa Rusch, Tobias Horst Baldeweg, Elsa Neubert, Sebastian Kruss, Luise Erpenbeck

Neutrophils are key players of the immune system and possess an arsenal of effector functions, including the ability to form and expel neutrophil extracellular traps (NETs) in a process termed NETosis. During NETosis, the nuclear DNA/chromatin expands until it fills the whole cell and is released into the extracellular space. NETs are composed of DNA decorated with histones, proteins, or peptides, and NETosis is implicated in many diseases. Resolving the structure of the nucleus in great detail is essential to understand the underlying processes, but so far, superresolution methods have not been applied. Here, we developed an expansion-microscopy-based method and determined the spatial distribution of chromatin/DNA, histone H1, and nucleophosmin with an over fourfold improved resolution (<40-50 nm) and increased information content. It allowed us to identify the punctate localization of nucleophosmin in the nucleus and histone-rich domains in NETotic cells with a size of 54-66 nm. The technique could also be applied to components of the nuclear envelope (lamins B1 and B2) and myeloperoxidase, providing a complete picture of nuclear composition and structure. In conclusion, expansion microscopy enables superresolved imaging of the highly dynamic structure of nuclei in immune cells.

中性粒细胞是免疫系统的关键角色,具有一系列效应功能,包括在NETosis过程中形成和排出中性粒细胞胞外陷阱(NETs)的能力。在NETosis过程中,细胞核DNA/染色质膨胀直到充满整个细胞并释放到细胞外空间。NETosis由组蛋白、蛋白质或多肽修饰的DNA组成,与许多疾病有关。非常详细地解析原子核的结构对于理解潜在的过程至关重要,但到目前为止,超分辨率方法尚未应用。在这里,我们开发了一种基于扩增显微镜的方法,并以超过四倍的分辨率确定了染色质/DNA,组蛋白H1和核磷蛋白的空间分布(
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引用次数: 1
Length biases in single-cell RNA sequencing of pre-mRNA. 单细胞RNA前mrna测序的长度偏差。
Q3 BIOPHYSICS Pub Date : 2023-03-08 DOI: 10.1016/j.bpr.2022.100097
Gennady Gorin, Lior Pachter

Single-cell RNA sequencing data can be modeled using Markov chains to yield genome-wide insights into transcriptional physics. However, quantitative inference with such data requires careful assessment of noise sources. We find that long pre-mRNA transcripts are over-represented in sequencing data. To explain this trend, we propose a length-based model of capture bias, which may produce false-positive observations. We solve this model and use it to find concordant parameter trends as well as systematic, mechanistically interpretable technical and biological differences in paired data sets.

单细胞RNA测序数据可以使用马尔可夫链进行建模,从而对转录物理产生全基因组的见解。然而,用这些数据进行定量推断需要仔细评估噪声源。我们发现长前mrna转录物在测序数据中被过度代表。为了解释这一趋势,我们提出了一个基于长度的捕获偏差模型,这可能会产生假阳性的观测结果。我们解决了这个模型,并使用它来找到一致的参数趋势,以及系统的,机械可解释的技术和生物差异配对数据集。
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引用次数: 16
Pressure, motion, and conformational entropy in molecular recognition by proteins. 蛋白质分子识别中的压力、运动和构象熵。
Q3 BIOPHYSICS Pub Date : 2023-03-08 DOI: 10.1016/j.bpr.2022.100098
José A Caro, Kathleen G Valentine, Taylor R Cole, A Joshua Wand

The thermodynamics of molecular recognition by proteins is a central determinant of complex biochemistry. For over a half-century, detailed cryogenic structures have provided deep insight into the energetic contributions to ligand binding by proteins. More recently, a dynamical proxy based on NMR-relaxation methods has revealed an unexpected richness in the contributions of conformational entropy to the thermodynamics of ligand binding. Here, we report the pressure dependence of fast internal motion within the ribonuclease barnase and its complex with the protein barstar. In what we believe is a first example, we find that protein dynamics are conserved along the pressure-binding thermodynamic cycle. The femtomolar affinity of the barnase-barstar complex exists despite a penalty by -TΔSconf of +11.7 kJ/mol at ambient pressure. At high pressure, however, the overall change in side-chain dynamics is zero, and binding occurs with no conformational entropy penalty, suggesting an important role of conformational dynamics in the adaptation of protein function to extreme environments. Distinctive clustering of the pressure sensitivity is observed in response to both pressure and binding, indicating the presence of conformational heterogeneity involving less efficiently packed alternative conformation(s). The structural segregation of dynamics observed in barnase is striking and shows how changes in both the magnitude and the sign of regional contributions of conformational entropy to the thermodynamics of protein function are possible.

蛋白质分子识别的热力学是复杂生物化学的核心决定因素。半个多世纪以来,详细的低温结构为蛋白质对配体结合的能量贡献提供了深入的了解。最近,基于核磁共振弛豫方法的动态代理揭示了构象熵对配体结合热力学的贡献出乎意料的丰富。在这里,我们报告了核糖核酸酶的快速内部运动的压力依赖性及其与蛋白质barstar的复合体。在我们认为是第一个例子中,我们发现蛋白质动力学沿着压力结合热力学循环是守恒的。barnase-barstar复合物的飞摩尔亲和力存在,尽管在环境压力下-TΔSconf降低了+11.7 kJ/mol。然而,在高压下,侧链动力学的总体变化为零,并且结合发生时没有构象熵惩罚,这表明构象动力学在蛋白质功能适应极端环境中的重要作用。在压力和结合的反应中观察到独特的压力敏感性聚类,表明存在构象异质性,涉及效率较低的替代构象。在barnase中观察到的结构分离动力学是惊人的,并显示了构象熵对蛋白质功能热力学的区域贡献的大小和符号的变化是可能的。
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引用次数: 2
Proteoliposomes reconstituted with human aquaporin-1 reveal novel single-ion-channel properties. 用人水通道蛋白-1 重组的蛋白脂质体揭示了新的单离子通道特性。
IF 2.4 Q3 BIOPHYSICS Pub Date : 2023-01-14 eCollection Date: 2023-03-08 DOI: 10.1016/j.bpr.2023.100100
Sam W Henderson, Yoshitaka Nakayama, Murray L Whitelaw, John B Bruning, Peter A Anderson, Stephen D Tyerman, Sunita A Ramesh, Boris Martinac, Andrea J Yool

Human aquaporin 1 (hAQP1) forms homotetrameric channels that facilitate fluxes of water and small solutes across cell membranes. In addition to water channel activity, hAQP1 displays non-selective monovalent cation-channel activity gated by intracellular cyclic GMP. Dual water and ion-channel activity of hAQP1, thought to regulate cell shape and volume, could offer a target for novel therapeutics relevant to controlling cancer cell invasiveness. This study probed properties of hAQP1 ion channels using proteoliposomes, which, unlike conventional cell-based systems such as Xenopus laevis oocytes, are relatively free of background ion channels. Histidine-tagged recombinant hAQP1 protein was synthesized and purified from the methylotrophic yeast, Pichia pastoris, and reconstituted into proteoliposomes for biophysical analyses. Osmotic water channel activity confirmed correct folding and channel assembly. Ion-channel activity of hAQP1-Myc-His6 was recorded by patch-clamp electrophysiology with excised patches. In symmetrical potassium, the hAQP1-Myc-His6 channels displayed coordinated gating, a single-channel conductance of approximately 75 pS, and multiple subconductance states. Applicability of this method for structure-function analyses was tested using hAQP1-Myc-His6 D48A/D185A channels modified by site-directed mutations of charged Asp residues estimated to be adjacent to the central ion-conducting pore of the tetramer. No differences in conductance were detected between mutant and wild-type constructs, suggesting the open-state conformation could differ substantially from expectations based on crystal structures. Nonetheless, the method pioneered here for AQP1 demonstrates feasibility for future work defining structure-function relationships, screening pharmacological inhibitors, and testing other classes in the broad family of aquaporins for previously undiscovered ion-conducting capabilities.

人类水蒸发素 1(hAQP1)可形成同型四聚体通道,促进水和小溶质在细胞膜上的流动。除了水通道活性外,hAQP1 还具有由细胞内环 GMP 触发的非选择性单价阳离子通道活性。hAQP1 的水和离子通道双重活性被认为能调节细胞的形状和体积,可为控制癌细胞侵袭性的新型疗法提供靶点。这项研究利用蛋白脂质体探究了 hAQP1 离子通道的特性,蛋白脂质体不同于传统的基于细胞的系统(如爪蟾卵母细胞),相对来说不存在背景离子通道。从养甲酵母 Pichia pastoris 中合成和纯化了组氨酸标记的重组 hAQP1 蛋白,并将其重组到蛋白脂质体中进行生物物理分析。渗透水通道活性证实了折叠和通道组装的正确性。通过切除贴片的贴片钳电生理学方法记录了 hAQP1-Myc-His6 的离子通道活性。在对称钾条件下,hAQP1-Myc-His6 通道显示出协调门控、约 75 pS 的单通道电导和多种亚电导状态。这种方法是否适用于结构-功能分析,我们使用了经定点突变修饰的 hAQP1-Myc-His6 D48A/D185A 通道,突变的带电 Asp 残基估计邻近四聚体的中央离子传导孔。在突变型和野生型构建体之间没有检测到电导率的差异,这表明开放状态构象可能与基于晶体结构的预期有很大不同。尽管如此,本文针对 AQP1 所开创的方法证明了未来定义结构-功能关系、筛选药理抑制剂以及测试水蒸发蛋白大家族中其他类别以前未被发现的离子传导能力等工作的可行性。
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引用次数: 0
Characteristic energy scales of active fluctuations in adherent cells. 粘附细胞中活性波动的特征能量尺度。
IF 2.4 Q3 BIOPHYSICS Pub Date : 2022-12-29 eCollection Date: 2023-03-08 DOI: 10.1016/j.bpr.2022.100099
Avraham Moriel, Haguy Wolfenson, Eran Bouchbinder

Cell-matrix and cell-cell adhesion play important roles in a wide variety of physiological processes, from the single-cell level to the large scale, multicellular organization of tissues. Cells actively apply forces to their environment, either extracellular matrix or neighboring cells, as well as sense its biophysical properties. The fluctuations associated with these active processes occur on an energy scale much larger than that of ordinary thermal equilibrium fluctuations, yet their statistical properties and characteristic scales are not fully understood. Here, we compare measurements of the energy scale of active cellular fluctuations-an effective cellular temperature-in four different biophysical settings, involving both single-cell and cell-aggregate experiments under various control conditions, different cell types, and various biophysical observables. The results indicate that a similar energy scale of active fluctuations might characterize the same cell type in different settings, though it may vary among different cell types, being approximately six to eight orders of magnitude larger than the ordinary thermal energy at room temperature. These findings call for extracting the energy scale of active fluctuations over a broader range of cell types, experimental settings, and biophysical observables and for understanding the biophysical origin and significance of such cellular energy scales.

细胞-基质和细胞-细胞粘附在从单细胞水平到大规模多细胞组织的各种生理过程中发挥着重要作用。细胞会主动向周围环境(细胞外基质或邻近细胞)施加力,并感知其生物物理特性。与这些活跃过程相关的波动发生在比普通热平衡波动大得多的能量尺度上,但它们的统计特性和特征尺度还不完全清楚。在这里,我们比较了在四种不同生物物理环境下对活跃细胞波动能量尺度--有效细胞温度--的测量结果,包括在各种控制条件、不同细胞类型和各种生物物理观测指标下进行的单细胞和细胞聚集实验。结果表明,在不同环境下,同一细胞类型可能具有类似的活性波动能量尺度,但不同细胞类型的活性波动能量尺度可能不同,大约比室温下的普通热能大六到八个数量级。这些发现要求在更广泛的细胞类型、实验环境和生物物理观测指标中提取活跃波动的能量尺度,并理解这种细胞能量尺度的生物物理起源和意义。
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引用次数: 0
The space between us: Modeling spatial heterogeneity in synthetic microbial consortia dynamics. 我们之间的空间:模拟合成微生物群落动力学中的空间异质性。
Q3 BIOPHYSICS Pub Date : 2022-12-14 DOI: 10.1016/j.bpr.2022.100085
Ryan Godin, Bhargav R Karamched, Shawn D Ryan

A central endeavor in bioengineering concerns the construction of multistrain microbial consortia with desired properties. Typically, a gene network is partitioned between strains, and strains communicate via quorum sensing, allowing for complex behaviors. Yet a fundamental question of how emergent spatiotemporal patterning in multistrain microbial consortia affects consortial dynamics is not understood well. Here, we propose a computationally tractable and straightforward modeling framework that explicitly allows linking spatiotemporal patterning to consortial dynamics. We validate our model against previously published results and make predictions of how spatial heterogeneity impacts interstrain communication. By enabling the investigation of spatial patterns effects on microbial dynamics, our modeling framework informs experimentalists, helps advance the understanding of complex microbial systems, and supports the development of applications involving them.

生物工程的核心工作是构建具有所需特性的多菌株微生物群落。通常,基因网络在菌株之间被划分,菌株通过群体感应进行交流,从而允许复杂的行为。然而,多菌株微生物群落中涌现的时空模式如何影响群落动力学的基本问题尚未得到很好的理解。在这里,我们提出了一个计算上易于处理和直接的建模框架,明确地允许将时空模式与群体动力学联系起来。我们根据先前发表的结果验证了我们的模型,并预测了空间异质性如何影响应变间通信。通过研究空间模式对微生物动力学的影响,我们的建模框架为实验人员提供了信息,有助于促进对复杂微生物系统的理解,并支持涉及它们的应用程序的开发。
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引用次数: 1
期刊
Biophysical reports
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