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An Open-Source Workflow for Semi-Automated Spatial Profiling of Multiplex Immunofluorescent Images. 多路免疫荧光图像的半自动化空间分析的开源工作流程。
IF 2.2 Pub Date : 2026-03-01 DOI: 10.1002/cpz1.70331
Alisha Dabb, Cynthia Morgan, Sophia Noble, Alfonso J Schmidt

Multiplex immunofluorescence microscopy facilitates the quantification and spatial analysis of cellular features within tissue sections, allowing greater understanding of disease progression or the effects of drug treatment or other exposures on cellular organization and tissue structure. Recent advances in image analysis and computational methods such as machine-learning-based cell segmentation and automated cell phenotyping have enhanced the depth of information gained from these historically qualitative images. However, many spatial analysis pipelines are technically challenging or require proprietary software or hardware, limiting accessibility and reproducibility. The free and open-source software QuPath provides a novel resource for quantifying and spatially profiling multiplex images. Here, we describe a detailed primary protocol for the semi-automated spatial analysis of 2D multiplex immunofluorescent images using QuPath, which uses object and pixel classification, cell distance, and cluster measurements for spatial profiling of tissue samples. This pipeline also includes the use of training images and basic scripting for batch processing to ensure that analysis is objective and standardized within and between projects. We also provide an alternate protocol that details a pipeline modification for whole-section images, and an extended protocol that describes the use of a free, browser-based tool to complete unsupervised, rapid processing and consolidation of the spatial data provided by QuPath, with automated reporting of cell spatial plots, cell-to-object measurements, and cell clustering data. These protocols provide an accessible, standardized, and scalable method for the spatial analysis of multiplex immunofluorescence microscopy images, facilitating reproducible quantification of cellular organization and tissue structure and thereby strengthening the integration of spatial data into translational research, biomarker discovery, and mechanistic studies. © 2026 Wiley Periodicals LLC. Basic Protocol 1: QuPath image processing Alternate Protocol: Whole-section image processing Basic Protocol 2: Use of the QuPath Spatial Analysis and Visualisation Tool.

多重免疫荧光显微镜有助于组织切片内细胞特征的定量和空间分析,从而更好地了解疾病进展或药物治疗或其他暴露对细胞组织和组织结构的影响。图像分析和计算方法的最新进展,如基于机器学习的细胞分割和自动细胞表型,增强了从这些历史定性图像中获得的信息深度。然而,许多空间分析管道在技术上具有挑战性,或者需要专有的软件或硬件,限制了可访问性和可重复性。免费的开源软件QuPath为多路图像的量化和空间分析提供了一种新的资源。在这里,我们描述了使用QuPath对二维多重免疫荧光图像进行半自动空间分析的详细主要方案,该方案使用对象和像素分类、细胞距离和聚类测量来进行组织样本的空间分析。该管道还包括使用训练图像和批处理的基本脚本,以确保项目内部和项目之间的分析是客观和标准化的。我们还提供了一个替代协议,详细说明了对整个切片图像的管道修改,以及一个扩展协议,描述了使用一个免费的、基于浏览器的工具来完成无监督、快速处理和整合QuPath提供的空间数据,自动报告细胞空间图、细胞对目标的测量和细胞聚类数据。这些协议为多重免疫荧光显微镜图像的空间分析提供了一种可访问的、标准化的和可扩展的方法,促进了细胞组织和组织结构的可重复量化,从而加强了空间数据与转化研究、生物标志物发现和机制研究的整合。©2026 Wiley期刊有限责任公司基本协议1:QuPath图像处理备用协议:全剖面图像处理基本协议2:使用QuPath空间分析和可视化工具。
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引用次数: 0
Assessment of Bone Regeneration in Rabbit Calvarial Defects Treated With Mineralized Collagen-Based Scaffolds Using In Vivo MicroCT and Three-Dimensional Rendering. 矿化胶原基支架治疗兔颅骨缺损骨再生的体内微ct和三维渲染研究。
IF 2.2 Pub Date : 2026-03-01 DOI: 10.1002/cpz1.70337
Youngnam Kang, Kaavian Shariati, Catherine T Cascavita, Wei Chen, Meiwand Bedar, Xiaoyan Ren, Shili Xu, Justine C Lee

Cranial bone regeneration requires coordinated interactions among host cells, extracellular matrices, and the local biomechanical environment to restore both mineralized tissue and structural protection of the brain. Mineralized collagen-glycosaminoglycan (MC-GAG) scaffolds recapitulate key features of native bone matrix and have demonstrated osteogenic potential in preclinical calvarial defect models; yet, robust, quantitative methods are needed to evaluate defect bridging, mineral density, and microarchitectural maturation in vivo. In vivo microcomputed tomography (microCT) enables nondestructive, three-dimensional (3D) assessment of craniofacial healing with spatial detail sufficient to characterize mineral distribution and structural connectivity across large defects. Here, we describe an integrated workflow that combines scaffold implantation in a rabbit critical-sized calvarial defect model with standardized in vivo microCT imaging and 3D computational rendering. The framework includes scaffold fabrication and preparation, surgical creation of a critical-sized calvarial defect with scaffold placement, and in vivo microCT imaging at a single endpoint (6 months post-surgery). Image datasets are visualized and analyzed using reproducible segmentation software (i.e., ORS Dragonfly) to examine defect repair and extract quantitative intensity- and volume-based metrics, including mineralized tissue volume, mineral density, and microarchitectural parameters. This standardized approach supports objective, image-based comparison of scaffold designs and treatment strategies, facilitating rigorous evaluation of cranial bone regeneration and accelerating the development of bone-regenerative biomaterials. © 2026 The Author(s). Current Protocols published by Wiley Periodicals LLC. Basic Protocol 1: Fabrication of mineralized collagen-based scaffolds Basic Protocol 2: Surgical creation of rabbit calvarial defects with scaffold implantation and in vivo microCT scanning Basic Protocol 3: In vivo microCT data visualization, rendering, and analysis of MC-GAG scaffolds-implanted rabbit calvarial bone defect.

颅骨再生需要宿主细胞、细胞外基质和局部生物力学环境之间的协调相互作用,以恢复矿化组织和大脑的结构保护。矿化胶原-糖胺聚糖(MC-GAG)支架概括了天然骨基质的关键特征,并在临床前颅骨缺损模型中显示出成骨潜力;然而,需要稳健的定量方法来评估体内缺陷桥接、矿物质密度和微结构成熟度。体内微计算机断层扫描(microCT)能够对颅面愈合进行非破坏性的三维(3D)评估,其空间细节足以表征大型缺陷中的矿物分布和结构连通性。在这里,我们描述了一个集成的工作流程,将支架植入兔子临界尺寸的颅骨缺陷模型与标准化的体内微ct成像和3D计算渲染相结合。该框架包括支架的制造和准备,支架放置的临界尺寸颅骨缺损的手术创建,以及单终点(手术后6个月)的体内微ct成像。使用可重复分割软件(即ORS Dragonfly)对图像数据集进行可视化和分析,以检查缺陷修复并提取定量的基于强度和体积的度量,包括矿化组织体积、矿物密度和微结构参数。这种标准化的方法支持客观的、基于图像的支架设计和治疗策略的比较,促进颅骨再生的严格评估,加速骨再生生物材料的发展。©2026作者。Wiley期刊有限责任公司发表的当前方案。基本方案1:矿化胶原基支架的制备基本方案2:支架植入和体内微ct扫描的兔颅骨缺损手术创建基本方案3:MC-GAG支架植入兔颅骨骨缺损的体内微ct数据可视化、渲染和分析。
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引用次数: 0
Virtual Morris Water Task: Procedures and Protocols for the Assessment of Spatial Navigation and Memory. 虚拟莫里斯水任务:空间导航和记忆评估的程序和协议。
IF 2.2 Pub Date : 2026-03-01 DOI: 10.1002/cpz1.70340
Conor Thornberry, Jose M Cimadevilla, Sean Commins

The original Morris water maze has been coined the "gold standard" task for examining spatial navigation in animals. The general procedure of the maze involves a circular pool filled approximately halfway with water. An animal is then tasked with locating and recalling the position of a hidden "platform," which is submerged below the water surface in a fixed location. The platform has minimal visual presence in the pool, meaning the location of the platform must be found, learned, and recalled from memory. Recently, the task has been translated using virtual reality for use with humans (virtual Morris water task) to investigate similar cognitive mechanisms examined using the animal version of the task. However, there are multiple variations of the virtual Morris water task scattered across the human literature. These versions vary in both environmental design (e.g., different shaped arenas or platform sizes) and testing procedures (e.g., 1-min trial times or no intertrial intervals), which influence a person's ability to perform the task. While the virtual version of this task possesses the same potential to become the "gold standard" for examining spatial cognition in humans, comparing and replicating results across research labs has been incredibly difficult due the lack of standardized procedures and protocols. In this paper, we present protocols to help with the standardization of this task. We recommend practices and procedures for researching specific cognitive processes in humans, as well as reporting guidelines, recommended analyses, and expected results. © 2026 The Author(s). Current Protocols published by Wiley Periodicals LLC.

最初的莫里斯水迷宫被创造为检验动物空间导航能力的“黄金标准”任务。迷宫的一般程序包括一个圆形水池,里面大约有一半是水。然后,动物的任务是定位并回忆一个隐藏的“平台”的位置,这个平台被淹没在水面以下的一个固定位置。平台在水池中的视觉存在最小,这意味着平台的位置必须被发现、学习并从记忆中回忆。最近,该任务已被翻译为使用虚拟现实的人类(虚拟莫里斯水任务),以研究使用动物版本的任务检查的类似认知机制。然而,在人类文献中散布着虚拟莫里斯水任务的多种变体。这些版本在环境设计(例如,不同形状的竞技场或平台大小)和测试程序(例如,1分钟的试验时间或没有间隔时间)方面各不相同,这会影响一个人执行任务的能力。虽然这项任务的虚拟版本具有成为检查人类空间认知的“黄金标准”的潜力,但由于缺乏标准化的程序和协议,比较和复制研究实验室的结果非常困难。在本文中,我们提出了一些协议来帮助这项任务的标准化。我们推荐研究人类特定认知过程的实践和程序,以及报告指南、推荐分析和预期结果。©2026作者。Wiley期刊有限责任公司出版的当前协议。
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引用次数: 0
Analysis of Reactive Oxygen Species-Induced Cellular Damage in Cervical Cancer. 活性氧诱导宫颈癌细胞损伤的分析。
IF 2.2 Pub Date : 2026-03-01 DOI: 10.1002/cpz1.70328
Hoi Ching Cherry Chan, Sachin Bhoora, Esther Zhou, Sumari Marais, Rivak Punchoo

Reactive oxygen species (ROS) are highly reactive oxygen-based molecules comprising hydrogen peroxide, hydroxyl radicals, superoxide anion, and singlet oxygen. These species are produced intracellularly and play an important role in cellular signaling and metabolism. Their high reactivity damages intracellular macromolecules such as lipids and DNA. In cancer biology, ROS display a dual role: they promote cancer cell proliferation at low to moderate levels, whereas excessive accumulation overwhelms antioxidant defenses, causing oxidative stress and apoptosis. This has resulted in therapeutic strategies that selectively increase ROS in cancer cells to induce apoptosis. Vitamin D has demonstrated anti-cancer properties, with one proposed mechanism involving ROS-mediated apoptosis. This article outlines a workflow to investigate ROS-induced cellular damage by vitamin D3 in HeLa cervical cancer cells. The study begins with quantification of ROS levels and assessment of mitochondrial membrane potential in HeLa cultures. Transmission electron microscopy is used to examine mitochondrial ultrastructure. Lipid peroxidation quantifies downstream ROS-mediated membrane and cellular injury. Antioxidant enzyme activities, including superoxide dismutase and catalase, measure cellular anti-oxidative defence capacity. Lastly, the role of ROS inhibition of AKT signaling, leading to reduced cell survival and apoptosis, is quantified by immunoblotting. © 2026 The Author(s). Current Protocols published by Wiley Periodicals LLC. Basic Protocol 1: Preparation of HeLa cell cultures and treatment with vitamin D3 Basic Protocol 2: Quantification of ROS-positive cells using the Muse Oxidative Stress assay Basic Protocol 3: Measurement of mitochondrial membrane potential using the Muse MitoPotential assay Basic Protocol 4: Ultrastructural evaluation of mitochondrial damage by transmission electron microscopy Basic Protocol 5: Evaluation of lipid damage using a human 8-iso prostaglandin F2α ELISA Basic Protocol 6: Evaluation of total superoxide dismutase activity using an activity assay kit Basic Protocol 7: Evaluation of catalase activity using an activity assay kit Basic Protocol 8: Immunoblot analysis of AKT to assess PI3K/AKT signaling.

活性氧(ROS)是一种高活性的氧基分子,包括过氧化氢、羟基自由基、超氧阴离子和单线态氧。这些物质在细胞内产生,在细胞信号传导和代谢中起重要作用。它们的高反应性破坏细胞内的大分子,如脂质和DNA。在癌症生物学中,ROS表现出双重作用:它们在低至中等水平下促进癌细胞增殖,而过度积累则压倒抗氧化防御,导致氧化应激和细胞凋亡。这导致了选择性地增加癌细胞中的ROS以诱导细胞凋亡的治疗策略。维生素D已被证明具有抗癌特性,其中一个被提出的机制涉及ros介导的细胞凋亡。本文概述了在HeLa宫颈癌细胞中研究ros诱导的维生素D3细胞损伤的工作流程。研究开始于HeLa培养中ROS水平的量化和线粒体膜电位的评估。透射电镜观察线粒体超微结构。脂质过氧化量化下游ros介导的膜和细胞损伤。抗氧化酶活性,包括超氧化物歧化酶和过氧化氢酶,衡量细胞抗氧化防御能力。最后,通过免疫印迹定量分析ROS抑制AKT信号通路导致细胞存活和凋亡降低的作用。©2026作者。由Wiley期刊有限责任公司发布的现有方案。基本方案1:HeLa细胞培养物的制备和维生素D3处理。基本方案2:使用Muse氧化应激法对ros阳性细胞进行定量。基本方案3:使用Muse mitpotential法测量线粒体膜电位。基本方案4:通过透射电子显微镜对线粒体损伤进行超微结构评估。基本方案5:使用人8-异前列腺素F2α ELISA法评估脂质损伤基本方案6:使用活性测定试剂盒评估总超氧化物歧化酶活性基本方案7:使用活性测定试剂盒评估过氧化氢酶活性基本方案8:AKT免疫印迹分析以评估PI3K/AKT信号传导。
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引用次数: 0
A Semi-Quantitative Yeast Complementation Platform for Characterizing Urea and Ammonia Transport by Membrane Channels. 一个半定量酵母互补平台表征尿素和氨的膜通道运输。
IF 2.2 Pub Date : 2026-03-01 DOI: 10.1002/cpz1.70336
Anna Stoib, Sahar Shojaei, Christine Siligan, Andreas Horner

Yeast complementation assays provide a robust in vivo platform for characterizing the permeability and pH gating of transmembrane channels. This article details a liquid culture approach to quantify urea and ammonia transport using Saccharomyces cerevisiae deletion strains. Functional complementation, evidenced by cell growth in selective medium with urea or ammonia as the sole nitrogen source, directly reports on channel activity, generating solute-specific permeability and pH-dependency profiles. We present step-by-step procedures using the bacterial urea channel HpUreI of Helicobacter pylori, including two variants (A57C and L134C) for urea permeability and HpUreI, HpUreI E177Q, and human hAQP8 for ammonia transport. By monitoring growth across a pH range, this method enables semi-quantitative comparison of channel function. The assay is cost effective, scalable to high-throughput formats, and adaptable for studying diverse solutes, protein homologs, or mutants. It also serves as an efficient pre-screening tool for affinity tag placement before in vitro characterization. Unlike in vitro reconstitution, this approach preserves native protein-lipid interactions and avoids purification artifacts, allowing direct comparison to wild-type proteins. Though less quantitatively precise than in vitro methods, it offers higher throughput and solute flexibility compared to oocyte expression systems. © 2026 The Author(s). Current Protocols published by Wiley Periodicals LLC. Basic Protocol: Quantifying urea permeability and pH gating using a yeast complementation growth assay Alternate Protocol: Adapting the yeast complementation assay to assess ammonia permeability and pH dependency.

酵母互补试验为表征跨膜通道的渗透性和pH门控提供了一个强大的体内平台。本文详细介绍了一种利用酿酒酵母缺失菌株定量尿素和氨运输的液体培养方法。功能性互补,证明了细胞在尿素或氨作为唯一氮源的选择性培养基中生长,直接报告了通道活性,产生溶质特异性通透性和ph依赖谱。我们介绍了幽门螺杆菌细菌尿素通道HpUreI的逐步程序,包括尿素通透性的两个变体(A57C和L134C)和氨运输的HpUreI, HpUreI E177Q和人类hAQP8。通过监测整个pH范围内的生长,该方法可以对通道功能进行半定量比较。该分析具有成本效益,可扩展到高通量格式,并适用于研究不同的溶质,蛋白质同源物或突变体。它还可以作为体外鉴定前亲和力标签放置的有效预筛选工具。与体外重组不同,这种方法保留了天然蛋白质-脂质相互作用,避免了纯化产物,允许直接与野生型蛋白质进行比较。虽然在定量上不如体外方法精确,但与卵母细胞表达系统相比,它提供了更高的通量和溶质灵活性。©2026作者。由Wiley期刊有限责任公司发表的当前方案。基本方案:使用酵母互补生长试验定量尿素渗透性和pH门控制。备选方案:调整酵母互补试验来评估氨渗透性和pH依赖性。
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引用次数: 0
Interpreting Microbiome Signatures with MicrobiomeNet. 利用MicrobiomeNet解释微生物组特征。
IF 2.2 Pub Date : 2026-03-01 DOI: 10.1002/cpz1.70338
Yao Lu, Khoi Nguyen Nguyen, Jianguo Xia

MicrobiomeNet (https://microbiomenet.com) is a web-based platform developed to provide functional insights into microbiome signatures using genome-scale metabolic models (GEMs). It currently hosts 12,400 GEMs and around 6 million microbial signatures. Users can start by searching microbes, metabolites, genes, or enzymes, and perform common tasks such as to characterize the metabolic capacity for a given microbe, to explore known microbial associations, as well as to understand potential metabolic interactions. This book chapter provides practical, step-by-step instructions for navigating MicrobiomeNet to obtain functional insights into individual microbes or microbial association networks. © 2026 The Author(s). Current Protocols published by Wiley Periodicals LLC. Basic Protocol 1: Characterizing the Metabolic Profile of a Microbe of Interest Basic Protocol 2: Elucidating Metabolic Interactions from Microbial Associations Basic Protocol 3: Analyzing Carbohydrate-Utilization Pathways to Explain Co-Responsive Taxa Basic Protocol 4: Identifying Novel Deoxycholic Acid-Producing Gut Microbes Basic Protocol 5: Assessing the Faecalibacterium prausnitzii-Coprococcus Relationship.

MicrobiomeNet (https://microbiomenet.com)是一个基于web的平台,旨在使用基因组尺度代谢模型(GEMs)提供对微生物组特征的功能见解。它目前拥有12400个gem和约600万个微生物特征。用户可以从搜索微生物、代谢物、基因或酶开始,并执行常见的任务,例如描述给定微生物的代谢能力,探索已知的微生物关联,以及了解潜在的代谢相互作用。这本书的章节提供了实用的,一步一步的指导,导航MicrobiomeNet,以获得对单个微生物或微生物关联网络的功能见解。©2026作者。目前由Wiley期刊有限责任公司发表的协议基本协议1:表征感兴趣的微生物的代谢谱基本协议2:阐明微生物关联的代谢相互作用基本协议3:分析碳水化合物利用途径以解释共同响应的分类群基本协议4:鉴定新的脱氧胆酸产生肠道微生物基本协议5:评估prausnitzifaecalibacterium - coprococcus关系。
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引用次数: 0
Correction: Rapid, Scalable, and Cost-Effective Manufacturing of Uniform Non-Enveloped, Tag-Free Virus-Like Particles 修正:快速、可扩展和经济高效地制造均匀的无包膜、无标签的病毒样颗粒。
IF 2.2 Pub Date : 2026-02-24 DOI: 10.1002/cpz1.70343
Xiaoyan Wang, Yanhao Gu, Hong Luo, Cinderella Nowak, Rui Chen, Yue Hui, Sha Liu, Lukas Gerstweiler

Current Protocols is issuing a correction for the following protocol article.

Wang, X., Gu, Y., Luo, H., Nowak, C., Chen, R., Hui, Y., Liu, S., & Gersweller, L. (2026). Rapid, scalable, and cost-effective manufacturing of uniform non-enveloped, tag-free virus-like particles. Current Protocols, 6, e70309. doi: 10.1002/cpz1.70309

In the above-referenced article:

The corresponding author's surname has been corrected from “Gersweller” to “Gerstweiler”.

The current version online now includes this correction and may be considered the authoritative version of record.

《当前协议》对以下协议条款进行了更正。王晓明,顾一,罗一,诺瓦克,C,陈一,惠一,刘二,Gersweller, L.(2026)。快速、可扩展和经济高效地制造均匀的无包膜、无标签的病毒样颗粒。当前协议,6,e70309。在上述引用文章中:通讯作者的姓氏已由“Gersweller”更正为“Gerstweiler”。当前在线的版本现在包含了这一更正,可以被认为是记录的权威版本。
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引用次数: 0
Acoustic Imaging Cytometry for High-Throughput Cell Analysis 用于高通量细胞分析的声学成像细胞术。
IF 2.2 Pub Date : 2026-02-24 DOI: 10.1002/cpz1.70323
Marc Sorigue, Rebeca Jurado, Michael D. Ward, Jordi Petriz

Acoustic imaging cytometry integrates high-throughput flow cytometry with high-resolution brightfield imaging, enabling simultaneous quantitative and morphological analysis of cells. This technology employs acoustic focusing to align cells precisely within a fluidic channel, ensuring optimal presentation to an optical system that captures high-quality images at rates up to 6000 events per second. The uncolored, high-contrast images reveal detailed cellular morphology, such as size, shape, and internal structures, complementing traditional flow cytometry data like cell counts and fluorescence intensity. This dual-modality approach is transformative for clinical research, offering a comprehensive view of heterogeneous cell populations in fields such as oncology, hematology, and immunology. © 2026 Wiley Periodicals LLC.

Basic Protocol 1: Diluting whole blood for flow cytometry of red blood cells

Basic Protocol 2: Lyse-no-wash whole blood staining

Basic Protocol 3: Stain-fix-lysis for leukocyte immunophenotyping and cell cycle analysis

Basic Protocol 4: Setting up the Attune CytPix imaging cytometer

Basic Protocol 5: Manual focusing on the Attune CytPix imaging cytometer

Basic Protocol 6: Red blood cell morphological assessment

Basic Protocol 7: Analysis of cell-to-cell interactions: Cytotoxic activity and rosetting

Basic Protocol 8: Classical morphology and biomarker analysis in myelodysplastic syndromes, plasma cell disorders, and acute myeloid leukemia

Basic Protocol 9: Cell debris discrimination in cerebrospinal fluid analysis

Basic Protocol 10: Real-time single-cell analysis: Discrimination by morphological and pulse parameters

Basic Protocol 11: DNA content and hierarchical clonal heterogeneity analysis in acute myeloid leukemia

声学成像细胞术集成了高通量流式细胞术和高分辨率明场成像,能够同时对细胞进行定量和形态学分析。该技术利用声学聚焦在流体通道内精确排列细胞,确保光学系统的最佳呈现,以高达每秒6000次的速率捕获高质量图像。非彩色、高对比度的图像显示了详细的细胞形态,如大小、形状和内部结构,补充了传统的流式细胞术数据,如细胞计数和荧光强度。这种双模方法对临床研究具有革命性意义,为肿瘤学、血液学和免疫学等领域的异质细胞群提供了全面的视角。©2026 Wiley期刊有限责任公司基本方案1:稀释全血用于红细胞流式细胞术基本方案2:Lyse-no-wash全血染色基本方案3:固定-裂解用于白细胞免疫表型和细胞周期分析基本方案4:设置Attune CytPix成像细胞仪基本方案5:手动聚焦于Attune CytPix成像细胞仪基本方案6:红细胞形态学评估基本方案7:细胞间相互作用分析:细胞毒性活性和结瘤性基本方案8:骨髓增生异常综合征、浆细胞疾病和急性髓性白血病的经典形态学和生物标志物分析基本方案9:脑脊液分析中的细胞碎片识别基本方案10:实时单细胞分析:通过形态学和脉冲参数进行区分基本方案11:急性髓性白血病的DNA含量和分层克隆异质性分析。
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引用次数: 0
Mass Spectrometry-Based Integrated Multiomics Platforms for Medicinal Plant Analysis 基于质谱的药用植物综合多组学分析平台。
IF 2.2 Pub Date : 2026-02-24 DOI: 10.1002/cpz1.70334
Cemil Can Eylem, Sevilay Erdoğan Kablan, Tuba Reçber, Engin Koçak, Emirhan Nemutlu

Plant-based multiomics approaches provide powerful tools for elucidating metabolic regulation, biochemical diversity, and functional responses to genetic and environmental variation. However, plant matrices pose unique analytical challenges due to their chemical complexity, high levels of secondary metabolites, and strong matrix effects that can compromise reproducibility if workflows are not carefully standardized. This article presents a comprehensive and integrated set of protocols for untargeted plant metabolomics, lipidomics, and proteomics, coupled with robust data processing, statistical analysis, and multiomics integration strategies.

The protocols describe harmonized workflows for sample collection, preparation, and analysis using gas chromatography-mass spectrometry (GC-MS)-based metabolomics, liquid chromatography-quadrupole time-of-flight mass spectrometry (LC-qTOF-MS)-based metabolomics, liquid chromatography-mass spectrometry (LC-MS)-based lipidomics, and microflow LC-MS/MS-based proteomics. Emphasis is placed on critical parameters specific to plant matrices, including complete solvent removal prior to GC-MS derivatization, optimized MS/MS acquisition strategies for high-confidence annotation, and quality control-driven experimental design. Detailed guidance is provided for instrument maintenance, QC strategies, and prevention of analytical artifacts.

In addition, the article outlines best practices for data preprocessing, metabolite and lipid annotation, statistical analysis, pathway mapping, and integration of metabolomics with proteomics data to support biologically meaningful interpretation. Collectively, these protocols enable reproducible, high-quality plant multiomics studies and are suitable for both method development and large-scale comparative analyses across plant species, tissues, and experimental conditions. © 2026 Wiley Periodicals LLC.

Basic Protocol 1: Plant material collection, handling, and extraction processing

Support Protocol 1: Soxhlet extraction

Alternate Protocol 1: Dichloromethane (DME)-based sample preparation for lipidomics

Alternate Protocol 2: Methyl-tert-butyl ether (MTBE)-based sample preparation for lipidomics

Basic Protocol 2: GC-MS-based metabolomics analysis

Basic Protocol 3: LC-qTOF-MS-based metabolomics analysis

Basic Protocol 4: LC-MS-based lipidomics analysis

Basic Protocol 5: Microflow LC-MS/MS-based proteomics analysis

Basic Protocol 6: Multiomics data integration and statistical analysis

基于植物的多组学方法为阐明代谢调控、生化多样性以及对遗传和环境变异的功能响应提供了强有力的工具。然而,由于植物基质的化学复杂性、高水平的次生代谢物和强大的基质效应,如果工作流程没有仔细标准化,可能会损害可重复性,因此植物基质构成了独特的分析挑战。本文介绍了一套全面和集成的非靶向植物代谢组学、脂质组学和蛋白质组学的方案,以及强大的数据处理、统计分析和多组学整合策略。该协议描述了使用基于气相色谱-质谱(GC-MS)的代谢组学、基于液相色谱-四极杆飞行时间质谱(LC-qTOF-MS)的代谢组学、基于液相色谱-质谱(LC-MS)的脂质组学和基于微流LC-MS/ ms的蛋白质组学进行样品收集、制备和分析的统一工作流程。重点放在特定于植物基质的关键参数上,包括GC-MS衍生化之前的完全溶剂去除,高置信度注释的优化MS/MS获取策略,以及质量控制驱动的实验设计。详细的指导提供了仪器维护,质量控制策略,和防止分析工件。此外,文章概述了数据预处理、代谢物和脂质注释、统计分析、途径映射以及代谢组学与蛋白质组学数据的整合的最佳实践,以支持有生物学意义的解释。总的来说,这些方案能够实现可重复的、高质量的植物多组学研究,适用于方法开发和跨植物物种、组织和实验条件的大规模比较分析。©2026 Wiley期刊有限责任公司基本方案1:植物材料收集、处理和提取处理支持方案1:索氏提取替代方案1:基于二氯甲烷(DME)的脂质组学样品制备替代方案2:基于甲基叔丁基醚(MTBE)的脂质组学样品制备基本方案2:基于gc - ms的代谢组学分析基本方案3:基于lc - qtof - ms的代谢组学分析基本方案4:基于LC-MS的脂质组学分析基本方案5:Microflow LC-MS/ ms - ms的蛋白质组学分析基本方案6:多组学数据整合和统计分析。
{"title":"Mass Spectrometry-Based Integrated Multiomics Platforms for Medicinal Plant Analysis","authors":"Cemil Can Eylem,&nbsp;Sevilay Erdoğan Kablan,&nbsp;Tuba Reçber,&nbsp;Engin Koçak,&nbsp;Emirhan Nemutlu","doi":"10.1002/cpz1.70334","DOIUrl":"10.1002/cpz1.70334","url":null,"abstract":"<p>Plant-based multiomics approaches provide powerful tools for elucidating metabolic regulation, biochemical diversity, and functional responses to genetic and environmental variation. However, plant matrices pose unique analytical challenges due to their chemical complexity, high levels of secondary metabolites, and strong matrix effects that can compromise reproducibility if workflows are not carefully standardized. This article presents a comprehensive and integrated set of protocols for untargeted plant metabolomics, lipidomics, and proteomics, coupled with robust data processing, statistical analysis, and multiomics integration strategies.</p><p>The protocols describe harmonized workflows for sample collection, preparation, and analysis using gas chromatography-mass spectrometry (GC-MS)-based metabolomics, liquid chromatography-quadrupole time-of-flight mass spectrometry (LC-qTOF-MS)-based metabolomics, liquid chromatography-mass spectrometry (LC-MS)-based lipidomics, and microflow LC-MS/MS-based proteomics. Emphasis is placed on critical parameters specific to plant matrices, including complete solvent removal prior to GC-MS derivatization, optimized MS/MS acquisition strategies for high-confidence annotation, and quality control-driven experimental design. Detailed guidance is provided for instrument maintenance, QC strategies, and prevention of analytical artifacts.</p><p>In addition, the article outlines best practices for data preprocessing, metabolite and lipid annotation, statistical analysis, pathway mapping, and integration of metabolomics with proteomics data to support biologically meaningful interpretation. Collectively, these protocols enable reproducible, high-quality plant multiomics studies and are suitable for both method development and large-scale comparative analyses across plant species, tissues, and experimental conditions. © 2026 Wiley Periodicals LLC.</p><p><b>Basic Protocol 1</b>: Plant material collection, handling, and extraction processing</p><p><b>Support Protocol 1</b>: Soxhlet extraction</p><p><b>Alternate Protocol 1</b>: Dichloromethane (DME)-based sample preparation for lipidomics</p><p><b>Alternate Protocol 2</b>: Methyl-tert-butyl ether (MTBE)-based sample preparation for lipidomics</p><p><b>Basic Protocol 2</b>: GC-MS-based metabolomics analysis</p><p><b>Basic Protocol 3</b>: LC-qTOF-MS-based metabolomics analysis</p><p><b>Basic Protocol 4</b>: LC-MS-based lipidomics analysis</p><p><b>Basic Protocol 5</b>: Microflow LC-MS/MS-based proteomics analysis</p><p><b>Basic Protocol 6</b>: Multiomics data integration and statistical analysis</p>","PeriodicalId":93970,"journal":{"name":"Current protocols","volume":"6 2","pages":""},"PeriodicalIF":2.2,"publicationDate":"2026-02-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147286623","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Cover Image, Volume 6, Issue 2 封面图片,第6卷,第2期
IF 2.2 Pub Date : 2026-02-24 DOI: 10.1002/cpz1.70348

The cover image is based on the article Acoustic Imaging Cytometry for High-Throughput Cell Analysis by Jordi Petriz et al., https://doi.org/10.1002/cpz1.70323.

封面图片来自Jordi Petriz等人的文章《用于高通量细胞分析的声学成像细胞术》,https://doi.org/10.1002/cpz1.70323。
{"title":"Cover Image, Volume 6, Issue 2","authors":"","doi":"10.1002/cpz1.70348","DOIUrl":"https://doi.org/10.1002/cpz1.70348","url":null,"abstract":"<p>The cover image is based on the article <i>Acoustic Imaging Cytometry for High-Throughput Cell Analysis</i> by Jordi Petriz et al., https://doi.org/10.1002/cpz1.70323.\u0000\u0000 <figure>\u0000 <div><picture>\u0000 <source></source></picture><p></p>\u0000 </div>\u0000 </figure></p>","PeriodicalId":93970,"journal":{"name":"Current protocols","volume":"6 2","pages":""},"PeriodicalIF":2.2,"publicationDate":"2026-02-24","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"https://currentprotocols.onlinelibrary.wiley.com/doi/epdf/10.1002/cpz1.70348","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"147300029","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"OA","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
期刊
Current protocols
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