high-throughput

高通量
  • 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
    染色质内源性切割与高通量测序(ChEC-seq)是一种蛋白质-DNA相互作用的分析方法,可以在体内检测结合位置,不需要抗体或固定,并提供接近核苷酸分辨率的全基因组覆盖。该方法的核心是目标蛋白的MNase融合,这允许它,当被钙暴露触发时,在其结合位点切割DNA并产生小的DNA片段,这些片段可以很容易地与基因组的其余部分分离并测序。自原始协议以来的改进增加了易用性,降低了成本,并乘以该方法的吞吐量,以实现ChIP-seq等传统方法无法实现的实验规模和分辨率。该方法描述了从MNase标记的酵母菌株的初始创建和验证的每个步骤,通过ChECMNase活化和小片段纯化程序进行测序文库制备。它还简要介绍了创建有意义的全基因组结合谱所需的生物信息学步骤。
    Chromatin endogenous cleavage coupled with high-throughput sequencing (ChEC-seq) is a profiling method for protein-DNA interactions that can detect binding locations in vivo, does not require antibodies or fixation, and provides genome-wide coverage at near nucleotide resolution.The core of this method is an MNase fusion of the target protein, which allows it, when triggered by calcium exposure, to cut DNA at its binding sites and to generate small DNA fragments that can be readily separated from the rest of the genome and sequenced.Improvements since the original protocol have increased the ease, lowered the costs, and multiplied the throughput of this method to enable a scale and resolution of experiments not available with traditional methods such as ChIP-seq. This method describes each step from the initial creation and verification of the MNase-tagged yeast strains, over the ChEC MNase activation and small fragment purification procedure to the sequencing library preparation. It also briefly touches on the bioinformatic steps necessary to create meaningful genome-wide binding profiles.
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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
    囊性纤维化(CF)是一种影响肺部的单基因疾病,消化系统,和其他器官。CF跨膜传导调节因子(CFTR)基因的突变根据其致病机制和临床严重程度分为几类。每种CF类别和各自的CFTR突变的不同和异质的临床行为使得开发用于所有CF患者的持久疗法极具挑战性。虽然FDA批准的药物elexacaftor/tezacaftor/ivacaftor(Trikafta)有益于在CFTR中携带至少一个F508del突变的CF患者,它对许多携带多种其他CFTR突变的CF患者无效。建立对CF病理生理学的更好理解,并帮助开发针对不同类别CF患者的新疗法。我们创建了四种CF突变特异性细胞模型,分别概括了四种不同的CF类别和疾病表型,正如测序所证实的,CFTRmRNA和蛋白质定量。首先使用良好建立的FLIPR(荧光成像板读取器)膜电位测定来验证每个细胞模型的通道功能,然后通过基于YFP的功能测定来评估。与卤化物敏感的荧光报告器集成,这些CF细胞模型可用于高通量药物筛选,正如使用Trikafta进行的概念验证研究所证明的那样。这些细胞模型具有推进CFTR突变特异性疗法的潜力,从而解决具有罕见突变的CF患者的未满足的需求。
    Cystic fibrosis (CF) is a single-gene disorder that affects the lung, digestive system, and other organs. Mutations in the CF transmembrane conductance regulator (CFTR) gene are classified into several classes based on their pathogenic mechanism and clinical severity. The distinct and heterogeneous clinical behavior of each CF class and the respective CFTR mutations have made the development of a durable therapy for all CF patients extremely challenging. While the FDA-approved drug elexacaftor/tezacaftor/ivacaftor (Trikafta) benefits CF patients carrying at least one F508del mutation in CFTR, it\'s not effective for many CF patients carrying a variety of other CFTR mutations. To establish a better understanding of CF pathophysiology and aid the development of novel therapeutics for different classes of CF patients, we have created four CF-mutation-specific cell models that recapitulate respectively four distinct CF classes and disease phenotypes, as confirmed by sequencing, CFTR mRNA and protein quantification. The channel function of each cell model was first validated using a well-established FLIPR (Fluorescent Imaging Plate Reader) membrane potential assay and then assessed by the YFP-based functional assay. Integrated with a halide-sensitive fluorescent reporter, these CF cell models can be used for high-throughput drug screening, as demonstrated by a proof-of-concept study using Trikafta. These cell models have the potential to advance CFTR mutation-specific therapies thus addressing the unmet needs of CF patients with rare mutations.
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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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  • 文章类型: Journal Article
    在极端动态条件下,金属及其微观结构的响应可能与在准静态条件下的响应明显不同。传统上,高应变率和冲击应力是使用繁琐和昂贵的方法,如Kolsky酒吧或大型spall实验。这些方法的产量低,并且不有利于高保真的微结构-性能连接。在这项工作中,我们结合了两种强大的小规模测试方法,自定义纳米压痕,和激光驱动的微飞片(LDMF)冲击,测量金属的动态和剥落强度。纳米压痕系统被配置为测试从准静态到动态应变速率状态的样品。LDMF冲击系统可以通过冲击载荷测试样品,触发spall失败。用于测试的模型材料是镁合金,重量轻,具有高特异性优势,并且由于其机械各向异性,历来具有设计和加强的挑战性。我们采用两种不同的微观结构,固溶(无沉淀物)和峰值老化(有沉淀物),以证明应变率敏感性和动态强度演变方面的有趣上升。在高冲击载荷率下,我们解开了一个有趣的范例,其中spall力量与这些材料的应变率收敛,但是失败机制明显不同。峰值老化,被认为是强化金属合金的标准方法,导致灾难性的故障,比固溶合金差得多。我们的高通量测试框架不仅量化了强度,还梳理了极端应变率下未开发的失效机制,为极端环境材料的快速设计和改进提供有价值的见解。
    The response of metals and their microstructures under extreme dynamic conditions can be markedly different from that under quasistatic conditions. Traditionally, high strain rates and shock stresses are achieved using cumbersome and expensive methods such as the Kolsky bar or large spall experiments. These methods are low throughput and do not facilitate high-fidelity microstructure-property linkages. In this work, we combine two powerful small-scale testing methods, custom nanoindentation, and laser-driven microflyer (LDMF) shock, to measure the dynamic and spall strength of metals. The nanoindentation system is configured to test samples from quasistatic to dynamic strain-rate regimes. The LDMF shock system can test samples through impact loading, triggering spall failure. The model material used for testing is magnesium alloys, which are lightweight, possess high-specific strengths, and have historically been challenging to design and strengthen due to their mechanical anisotropy. We adopt two distinct microstructures, solutionized (no precipitates) and peak-aged (with precipitates) to demonstrate interesting upticks in strain-rate sensitivity and evolution of dynamic strength. At high shock-loading rates, we unravel an interesting paradigm where the spall strength vs. strain rate of these materials converges, but the failure mechanisms are markedly different. Peak aging, considered to be a standard method to strengthen metallic alloys, causes catastrophic failure, faring much worse than solutionized alloys. Our high-throughput testing framework not only quantifies strength but also teases out unexplored failure mechanisms at extreme strain rates, providing valuable insights for the rapid design and improvement of materials for extreme environments.
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