high-throughput

高通量
  • 文章类型: Journal Article
    斑马鱼是药物筛选和毒性评估的高度有利的模型动物,这要归功于其对光学成像的适应性(即,透明度),拥有与人类相似的器官结构,以及建立疾病模型的难易程度。然而,目前的斑马鱼药物筛选技术和设备存在自动化和吞吐量低等局限性,个体斑马鱼标本间的异质性造成的准确度低。为了解决这些问题,我们在此开发了高通量斑马鱼药物筛选系统。该系统能够保持最佳的培养条件,同时监测和分析288只斑马鱼幼虫在各种外部条件下的运动,如药物组合。此外,为了消除异质性的影响,实验前对参与斑马鱼的运动进行评估和分组。证明了与没有预选的实验结果相反,这表明20%的电机功能受损(即,衰减程度),在具有等效活动性的斑马鱼中,药物诱导的变异达到80%。总的来说,我们的高通量斑马鱼药物筛选系统通过提高自动化克服了当前的局限性,吞吐量,和准确性,从而增强了对药物诱导的斑马鱼运动功能变化的检测。
    Zebrafish is a highly advantageous model animal for drug screening and toxicity evaluation thanks to its amenability to optical imaging (i.e., transparency), possession of organ structures similar to humans, and the ease with which disease models can be established. However, current zebrafish drug screening technologies and devices suffer from limitations such as low level of automation and throughput, and low accuracy caused by the heterogeneity among individual zebrafish specimens. To address these issues, we herein develop a high-throughput zebrafish drug screening system. This system is capable of maintaining optimal culturing conditions and simultaneously monitoring and analyzing the movement of 288 zebrafish larvae under various external conditions, such as drug combinations. Moreover, to eliminate the effect of heterogeneity, locomotion of participating zebrafish is assessed and grouped before experiments. It is demonstrated that in contrast to the experimental results without pre-selection, which shows ∼20 % damaged motor function (i.e., degree of attenuation), the drug-induced variations among zebrafish with equivalent mobility reaches ∼80 %. Overall, our high-throughput zebrafish drug screening system overcomes current limitations by improving automation, throughput, and accuracy, resulting in enhanced detection of drug-induced variations in zebrafish motor function.
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  • 文章类型: Journal Article
    定量病毒生长速率是理解进化动力学和突变体逃避抗病毒药物的潜力的关键。定义进化逃逸路径及其对病毒适应性的影响允许开发抗逃逸的药物。在艾滋病毒的情况下,联合抗逆转录病毒疗法可以成功预防或治疗感染,但它依靠严格遵守来防止逃跑。这里,我们提出了一种称为QuickFit的方法,该方法通过采用大量平行病毒培养物来准确测量生长速率,从而能够定量病毒适合度。QuickFit一贯概括了通过传统方法获得的HIV生长测量,但具有明显更高的吞吐量和更低的错误率。该方法代表了用于快速和一致地评估病毒适应性的有前途的工具。
    Quantifying viral growth rates is key to understanding evolutionary dynamics and the potential for mutants to escape antiviral drugs. Defining evolutionary escape paths and their impact on viral fitness allows for the development of drugs that are resistant to escape. In the case of HIV, combination antiretroviral therapy can successfully prevent or treat infection, but it relies on strict adherence to prevent escape. Here, we present a method termed QuickFit that enables the quantification of viral fitness by employing large numbers of parallel viral cultures to measure growth rates accurately. QuickFit consistently recapitulated HIV growth measurements obtained by traditional approaches, but with significantly higher throughput and lower rates of error. This method represents a promising tool for rapid and consistent evaluation of viral fitness.
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  • 文章类型: Journal Article
    酵母在许多领域发挥着重要作用。特别是,它在遗传学和细胞生物学研究中被广泛用作模型生物,并用于生产疫苗,制药,和生物燃料。传统的基于“批量”的酵母生长研究往往忽视细胞变异性,强调单细胞分析的必要性。微液滴,具有高表面积与体积比的微小液滴,为研究单个或少量细胞提供了一个有前途的平台,允许精确控制和监测单个细胞的行为。微流体装置,促进微液滴的产生,由于其减少的体积要求和模拟体内微环境的能力,因此是有利的。这项研究介绍了一种定制设计的微流体装置,以并行方式在各种条件下将酵母封装在微液滴中。结果表明,最佳葡萄糖浓度促进酵母生长,而环己酰亚胺和Cu2离子则抑制酵母生长。该平台增强了酵母培养策略,并具有在更复杂的生物体中进行高通量单细胞研究的潜力。
    Yeast plays a significant role in a variety of fields. In particular, it is extensively used as a model organism in genetics and cellular biology studies, and is employed in the production of vaccines, pharmaceuticals, and biofuels. Traditional \"bulk\"-based studies on yeast growth often overlook cellular variability, emphasizing the need for single-cell analysis. Micro-droplets, tiny liquid droplets with high surface-area-to-volume ratios, offer a promising platform for investigating single or a small number of cells, allowing precise control and monitoring of individual cell behaviors. Microfluidic devices, which facilitate the generation of micro-droplets, are advantageous due to their reduced volume requirements and ability to mimic in vivo micro-environments. This study introduces a custom-designed microfluidic device to encapsulate yeasts in micro-droplets under various conditions in a parallel manner. The results reveal that optimal glucose concentrations promoted yeast growth while cycloheximide and Cu2+ ions inhibited it. This platform enhances yeast cultivation strategies and holds potential for high-throughput single-cell investigations in more complex organisms.
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  • 文章类型: Journal Article
    植物表型性状的快速检测对植物育种和栽培至关重要。传统的测量方法是由经验丰富的农学家进行的,耗时耗力。然而,随着对茶树性状快速高通量检测的需求不断增加,茶树的数字育种和智能栽培在很大程度上依赖于精确的植物表型性状测量技术,其中高光谱成像(HSI)技术以其提供实时和丰富信息的能力而脱颖而出。在本文中,我们全面概述了高光谱成像技术的原理,立方体数据的处理方法,以及茶树表型组学中的相关算法,综述了应用高光谱成像技术获取茶树表型信息的进展,生长条件,环境压力下的质量指标。最后,我们从不同的角度讨论了HSI技术在茶树表型性状检测中面临的挑战,提出可能的解决方案,并展望了HSI技术在茶树数字化育种和智慧栽培方面的潜在发展前景。本文旨在为HSI技术在茶树表型信息检测中的应用提供理论和技术支持。进一步推动发展优质高产茶叶的趋势。
    Rapid detection of plant phenotypic traits is crucial for plant breeding and cultivation. Traditional measurement methods are carried out by rich-experienced agronomists, which are time-consuming and labor-intensive. However, with the increasing demand for rapid and high-throughput testing in tea plants traits, digital breeding and smart cultivation of tea plants rely heavily on precise plant phenotypic trait measurement techniques, among which hyperspectral imaging (HSI) technology stands out for its ability to provide real-time and rich-information. In this paper, we provide a comprehensive overview of the principles of hyperspectral imaging technology, the processing methods of cubic data, and relevant algorithms in tea plant phenomics, reviewing the progress of applying hyperspectral imaging technology to obtain information on tea plant phenotypes, growth conditions, and quality indicators under environmental stress. Lastly, we discuss the challenges faced by HSI technology in the detection of tea plant phenotypic traits from different perspectives, propose possible solutions, and envision the potential development prospects of HSI technology in the digital breeding and smart cultivation of tea plants. This review aims to provide theoretical and technical support for the application of HSI technology in detecting tea plant phenotypic information, further promoting the trend of developing high quality and high yield tea leaves.
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  • 文章类型: Journal Article
    背景:微生物的鲁棒性对于开发在具有挑战性的环境(例如大规模生物反应器)中保持一致性能的细胞工厂至关重要。尽管存在在表型水平上评估和理解稳健性的工具,潜在的代谢和遗传机制还没有很好的定义,这限制了我们设计更多具有强大功能的菌株的能力。
    结果:本研究包括四个步骤。(I)从在多种环境中生长的酵母突变体的公开数据集分析适应性和稳健性。(II)确定了影响稳健性或适应性的基因和代谢过程,其中14个基因在酿酒酵母CEN中缺失。PK113-7D。(III)在模拟典型工业过程的三个扰动空间中培养了带有基因缺失的突变体。(IV)在每个扰动空间中确定每个突变体的适合度和稳健性。我们报告说,鲁棒性根据扰动空间而变化。我们确定了与增加的稳健性相关的基因,如MET28,与硫代谢相关;以及与降低的稳健性相关的基因,包括TIR3和WWM1,均参与应激反应和细胞凋亡。
    结论:本研究证明了如何分析表型数据集,以揭示表型反应与相关基因之间的关系。具体来说,稳健性分析使得研究单基因和代谢过程对不同扰动空间中微生物稳定性能的影响成为可能。最终,这些信息可用于增强目标菌株的稳健性。
    BACKGROUND: Microbial robustness is crucial for developing cell factories that maintain consistent performance in a challenging environment such as large-scale bioreactors. Although tools exist to assess and understand robustness at a phenotypic level, the underlying metabolic and genetic mechanisms are not well defined, which limits our ability to engineer more strains with robust functions.
    RESULTS: This study encompassed four steps. (I) Fitness and robustness were analyzed from a published dataset of yeast mutants grown in multiple environments. (II) Genes and metabolic processes affecting robustness or fitness were identified, and 14 of these genes were deleted in Saccharomyces cerevisiae CEN.PK113-7D. (III) The mutants bearing gene deletions were cultivated in three perturbation spaces mimicking typical industrial processes. (IV) Fitness and robustness were determined for each mutant in each perturbation space. We report that robustness varied according to the perturbation space. We identified genes associated with increased robustness such as MET28, linked to sulfur metabolism; as well as genes associated with decreased robustness, including TIR3 and WWM1, both involved in stress response and apoptosis.
    CONCLUSIONS: The present study demonstrates how phenomics datasets can be analyzed to reveal the relationship between phenotypic response and associated genes. Specifically, robustness analysis makes it possible to study the influence of single genes and metabolic processes on stable microbial performance in different perturbation spaces. Ultimately, this information can be used to enhance robustness in targeted strains.
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  • 文章类型: Journal Article
    新生儿疾病筛查可提高生存率,提高生活质量并降低医疗保健系统的治疗成本。质谱是代谢筛查的有效方法。然而,传统的分析方法需要在运输过程中进行生物流体处理和冷却条件,使物流变得困难和昂贵,尤其是偏远地区。“Paper-spray”(PS)电离从沉积在纸条上的样品产生带电溶剂喷雾。因此,样品可以应用在合适的基质上,并作为干点运送到具有标准邮政或信使服务的诊断实验室。我们建立了一个机器人平台,\'打开SprayBot\',通过PS-MS自动分析纸质样品并提高样品吞吐量。该系统通过RUMBA32和ArduinoMega板操作。商用注射泵和电源提供PS-MS所需的溶剂应用和电流。通过定量棕榈酰-1-肉碱证明了OpenSprayBot的可用性,新生儿筛查中常见的生物标志物。
    Newborn disease screening increases survival, improves quality of life and reduces treatment costs for healthcare systems. Mass spectrometry (MS) is an effective method for metabolic screening. However, conventional analytical methods require biofluid handling and cooling conditions during transport, making the logistics difficult and expensive, especially for remote regions. \'Paper-spray\' (PS) ionization generates a charged solvent spray from samples deposited on paper strips. Therefore, samples can be applied on a suitable matrix and shipped as dried spots to diagnostic laboratories with standard postal or messenger services. We built a robotic platform, the \'Open SprayBot\', to automatically analyze paper-deposited samples via PS-MS and increase the sample throughput. The system is operated via RUMBA32 and Arduino Mega boards. A commercial syringe pump and power supply provide solvent application and electrical current required for PS-MS. The usability of the Open SprayBot was demonstrated by quantifying palmitoyl-l-carnitine, a common biomarker in newborn screening.
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  • 文章类型: Journal Article
    细胞外囊泡(EV),包括外泌体,具有诊断和治疗应用的巨大潜力。缺乏有效和高通量的电动汽车分离和分析的标准化方法,然而,限制了它们在临床实践中的广泛使用。表面表位免疫亲和(SEI)分离利用亲和配体,包括抗体,适体,或者凝集素,靶向电动汽车上存在的特定表面蛋白。顺磁珠-SEI隔离代表了一种适用于可重复的解决方案,从生物流体中高通量分离电动汽车和下游RNA分析,蛋白质,和与临床实验室工作流程兼容的脂质生物标志物。本研究评估了一种新的SEI分离方法,用于富集电动汽车亚群。使用设计用于EV相关RNA和蛋白质生物标志物的珠上和下游分析的基于珠的SEI方法从人血浆中分离EV。Western印迹分析证实在捕获的纳米颗粒中存在EV标记物。SEI裂解物的质谱分析鉴定出超过1500种蛋白质,前100名包括已知的EV相关蛋白。microRNA(miRNA)测序,然后进行RT-qPCR分析,鉴定了EV相关的miRNA转录本。使用SEI,电动汽车使用自动化高通量粒子移动仪器进行分离,证明与手动处理相比,蛋白质和miRNA的产量和回收率相等或更高。SEI是一个快速,高效,和高通量方法,用于分离富集的电动汽车群体;有效地减少污染并能够分离特定的电动汽车亚群。在这项研究中,高通量EV分离和RNA提取已成功实施。该技术对于推进EV研究领域并促进其在生物标志物发现和临床研究中的应用具有巨大的前景。
    Extracellular vesicles (EVs), including exosomes, have significant potential for diagnostic and therapeutic applications. The lack of standardized methods for efficient and high-throughput isolation and analysis of EVs, however, has limited their widespread use in clinical practice. Surface epitope immunoaffinity (SEI) isolation utilizes affinity ligands, including antibodies, aptamers, or lectins, that target specific surface proteins present on EVs. Paramagnetic bead-SEI isolation represents a fit-for-purpose solution for the reproducible, high-throughput isolation of EVs from biofluids and downstream analysis of RNA, protein, and lipid biomarkers that is compatible with clinical laboratory workflows. This study evaluates a new SEI isolation method for enriching subpopulations of EVs. EVs were isolated from human plasma using a bead-based SEI method designed for on-bead and downstream analysis of EV-associated RNA and protein biomarkers. Western blot analysis confirmed the presence of EV markers in the captured nanoparticles. Mass spectrometry analysis of the SEI lysate identified over 1500 proteins, with the top 100 including known EV-associated proteins. microRNA (miRNA) sequencing followed by RT-qPCR analysis identified EV-associated miRNA transcripts. Using SEI, EVs were isolated using automated high-throughput particle moving instruments, demonstrating equal or higher protein and miRNA yield and recovery compared to manual processing. SEI is a rapid, efficient, and high-throughput method for isolating enriched populations of EVs; effectively reducing contamination and enabling the isolation of a specific subpopulation of EVs. In this study, high-throughput EV isolation and RNA extraction have been successfully implemented. This technology holds great promise for advancing the field of EV research and facilitating their application for biomarker discovery and clinical research.
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  • 文章类型: Journal Article
    禽致病性大肠杆菌(APEC)引起禽大肠杆菌病,准确区分感染性分离株对于控制其传播至关重要。多位点序列分型(MLST)是一种准确、高效的流行病学监测毒株鉴定方法。这项研究旨在开发一种快速和高通量的工作流程,使用牛津纳米孔技术(ONT)平台对多个大肠杆菌分离株的Achtman分型方案的7个管家基因进行测序,以进行大规模的APEC研究。大肠杆菌菌株从家禽养殖场中分离出来,管家基因被扩增,和扩增子在R9.4MinION流动池上使用NanoporeGridION测序仪(ONT,牛津,英国)遵循初始工作流程(ONT-MLST)。此外,通过在ONT-MLST工作流程中引入大规模DNA提取和多重PCR来修改工作流程,并将其应用于242个新分离株,从以前的工作流程中分离出18个,和5个ATCC参考菌株在NanoporeMinIONMk1C测序仪上使用Flongle流动池(ONT,牛津,英国)。最后,报告并分析了从受感染的鸡和家禽养殖场环境中收集的308个分离株的序列类型(ST)结果.数据表明,属于ST159、ST8578和ST355的大肠杆菌具有感染肉鸡的多个器官的潜力。此外,人畜共患STs,从家禽养殖场检测到ST69、ST10、ST38和ST131。凭借ONT高吞吐量的优势,这项研究为大规模大肠杆菌分型提供了一个快速的工作流程,并确定了与家禽中APEC感染相关的频繁分离的序列类型。
    Avian pathogenic Escherichia coli (APEC) cause avian colibacillosis and accurately distinguishing infectious isolates is critical for controlling its transmission. Multilocus sequence typing (MLST) is an accurate and efficient strain identification method for epidemiological surveillance. This research aimed to develop a fast and high-throughput workflow that simultaneously sequences the Achtman typing scheme\'s 7 housekeeping genes of multiple E. coli isolates using the Oxford Nanopore Technologies (ONT) platform for large-scale APEC study. E. coli strains were isolated from poultry farms, the housekeeping genes were amplified, and amplicons were sequenced on an R9.4 MinION flow cell using the Nanopore GridION sequencer (ONT, Oxford, UK) following the initial workflow (ONT-MLST). Moreover, the workflow was revised by introducing large-scale DNA extraction and multiplex PCR into the ONT-MLST workflow and applied to 242 new isolates, 18 isolates from the previous workflow, and 5 ATCC reference strains using Flongle flow cell on the Nanopore MinION Mk1C sequencer (ONT, Oxford, UK). Finally, the sequence type (ST) results of the 308 isolates collected from infected chickens and poultry farm environments were reported and analyzed. Data indicated that E. coli belonging to ST159, ST8578, and ST355 have the potential to infect multiple organs in broiler. In addition, zoonotic STs, ST69, ST10, ST38, and ST131, were detected from poultry farms. With the advantages of the high throughput of ONT, this study provides a rapid workflow for large-scale E. coli typing and identified frequently isolated sequence types related to APEC infection in poultry.
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  • 文章类型: Journal Article
    植物育种者的遗传收获受到世代循环率和开花时间的限制。已经做出了一些努力来减少植物从营养阶段转变为生殖阶段的时间,但是这些解决方案通常是特定物种的,需要开花。体外苗圃的概念是可以诱导体细胞植物细胞形成经过重组(产生人工配子)的单倍体细胞,然后可用于细胞融合,以在培养皿中繁殖。体外减数分裂的诱导,然而,是目前试管苗圃最大的瓶颈。为了帮助克服这一点,我们之前描述了一种高通量,双荧光,拟南芥的单细胞系统,可用于测试候选因子的减数分裂样诱导能力。在目前的工作中,我们使用来自大量模拟减数分裂诱导试验的稳健数据集(>4M数据点)验证了该系统.此外,我们确定了该系统中使用的荧光细胞的误检率以及因子检测的理想组织来源.
    Genetic gains made by plant breeders are limited by generational cycling rates and flowering time. Several efforts have been made to reduce the time to switch from vegetative to reproductive stages in plants, but these solutions are usually species-specific and require flowering. The concept of in vitro nurseries is that somatic plant cells can be induced to form haploid cells that have undergone recombination (creating artificial gametes), which can then be used for cell fusion to enable breeding in a Petri dish. The induction of in vitro meiosis, however, is the largest current bottleneck to in vitro nurseries. To help overcome this, we previously described a high-throughput, bi-fluorescent, single cell system in Arabidopsis thaliana, which can be used to test the meiosis-like induction capabilities of candidate factors. In this present work, we validated the system using robust datasets (>4M datapoints) from extensive simulated meiosis induction tests. Additionally, we determined false-detection rates of the fluorescent cells used in this system as well as the ideal tissue source for factor testing.
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  • 文章类型: Journal Article
    高熵纳米材料表现出卓越的机械性,物理,和化学性质,在许多行业中找到应用。过氧化物酶是加速过氧化氢分解的金属酶。这项研究使用高熵方法来生成具有过氧化物酶样活性的基于多金属氧化物的纳米酶,并探索了它们在离体生物测定中作为传感器的应用。使用共沉淀方法产生81种材料的文库,用于在单个板中快速合成多达100种变体。磁铁矿结构的A和B位点,(AA\')(BB\'B\'\')2O4被多达六种不同的阳离子(Cu/Fe/Zn/Mg/Mn/Cr)取代。增加组成的复杂性改善了催化性能;然而,单个元素的替换也导致过氧化物酶样活性的急剧降低。建立了描述材料组成与催化活性之间关系的广义线性模型。确定了协同或拮抗作用的元素之间的二元相互作用,和单个参数,平均相互作用效应,观察到与催化活性高度相关,为设计高熵启发的纳米酶提供了有价值的工具。
    High-entropy nanomaterials exhibit exceptional mechanical, physical, and chemical properties, finding applications in many industries. Peroxidases are metalloenzymes that accelerate the decomposition of hydrogen peroxide. This study uses the high-entropy approach to generate multimetal oxide-based nanozymes with peroxidase-like activity and explores their application as sensors in ex vivo bioassays. A library of 81 materials was produced using a coprecipitation method for rapid synthesis of up to 100 variants in a single plate. The A and B sites of the magnetite structure, (AA\')(BB\'B\'\')2O4, were substituted with up to six different cations (Cu/Fe/Zn/Mg/Mn/Cr). Increasing the compositional complexity improved the catalytic performance; however, substitutions of single elements also caused drastic reductions in the peroxidase-like activity. A generalized linear model was developed describing the relationship between material composition and catalytic activity. Binary interactions between elements that acted synergistically or antagonistically were identified, and a single parameter, the mean interaction effect, was observed to correlate highly with catalytic activity, providing a valuable tool for the design of high-entropy-inspired nanozymes.
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