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OMIP-104: A 30-color spectral flow cytometry panel for comprehensive analysis of immune cell composition and macrophage subsets in mouse metabolic organs 用于全面分析小鼠代谢器官中免疫细胞组成和巨噬细胞亚群的 30 色光谱流式细胞仪面板
IF 2.5 4区 生物学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-04-23 DOI: 10.1002/cyto.a.24845
Joost M. Lambooij, Tamar Tak, Arnaud Zaldumbide, Bruno Guigas

Obesity-induced chronic low-grade inflammation, also known as metaflammation, results from alterations of the immune response in metabolic organs and contributes to the development of fatty liver diseases and type 2 diabetes. The diversity of tissue-resident leukocytes involved in these metabolic dysfunctions warrants an in-depth immunophenotyping in order to elucidate disease etiology. Here, we present a 30-color, full spectrum flow cytometry panel, designed to (i) identify the major innate and adaptive immune cell subsets in murine liver and white adipose tissues and (ii) discriminate various tissue-specific myeloid subsets known to contribute to the development of metabolic dysfunctions. This panel notably allows for distinguishing embryonically-derived liver-resident Kupffer cells from newly recruited monocyte-derived macrophages and KCs. Furthermore, several adipose tissue macrophage (ATM) subsets, including perivascular macrophages, lipid-associated macrophages, and pro-inflammatory CD11c+ ATMs, can also be identified. Finally, the panel includes cell-surface markers that have been associated with metabolic activation of different macrophage and dendritic cell subsets. Altogether, our spectral flow cytometry panel allows for an extensive immunophenotyping of murine metabolic tissues, with a particular focus on metabolically-relevant myeloid cell subsets, and can easily be adjusted to include various new markers if needed.

肥胖诱发的慢性低度炎症(又称变态反应性炎症)是代谢器官免疫反应改变的结果,也是脂肪肝和 2 型糖尿病的诱因。参与这些代谢功能障碍的组织驻留白细胞多种多样,因此需要进行深入的免疫分型,以阐明疾病的病因。在这里,我们展示了一种 30 色全光谱流式细胞仪面板,旨在(i)识别小鼠肝脏和白色脂肪组织中的主要先天性和适应性免疫细胞亚群;(ii)区分已知会导致代谢功能障碍发生的各种组织特异性髓系细胞亚群。该面板可将胚胎衍生的肝脏驻留 Kupffer 细胞与新招募的单核细胞衍生巨噬细胞和 KC 区分开来。此外,还能识别几个脂肪组织巨噬细胞(ATM)亚群,包括血管周围巨噬细胞、脂质相关巨噬细胞和促炎性 CD11c+ ATMs。最后,该面板还包括与不同巨噬细胞和树突状细胞亚群的代谢活化相关的细胞表面标记。总之,我们的光谱流式细胞仪面板可以对小鼠的代谢组织进行广泛的免疫分型,尤其侧重于与代谢相关的髓样细胞亚群,并可根据需要轻松调整以纳入各种新的标记物。
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引用次数: 0
OMIP-102: 50-color phenotyping of the human immune system with in-depth assessment of T cells and dendritic cells OMIP-102:人体免疫系统 50 色表型,深入评估 T 细胞和树突状细胞
IF 3.7 4区 生物学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-04-18 DOI: 10.1002/cyto.a.24841
Andrew J. Konecny, Peter L. Mage, Aaron J. Tyznik, Martin Prlic, Florian Mair

We report the development of an optimized 50-color spectral flow cytometry panel designed for the in-depth analysis of the immune system in human blood and tissues, with the goal of maximizing the amount of information that can be collected using currently available flow cytometry platforms. We established and tested this panel using peripheral blood mononuclear cells (PBMCs), but included CD45 to enable its future use for the analysis of human tissue samples. The panel contains lineage markers for all major immune cell subsets, and an extensive set of phenotyping markers focused on the activation and differentiation status of the T cell and dendritic cell (DC) compartment. We outline the biological insight that can be gained from the simultaneous measurement of such a large number of proteins and propose that this approach provides a unique opportunity for the comprehensive exploration of the immune status in human samples with a limited number of cells. Of note, we tested the panel to be compatible with cell sorting for further downstream applications. Furthermore, to facilitate the wide-spread implementation of such a panel across different cohorts and samples, we established a trimmed-down 45-color version which can be used with different spectral cytometry platforms. Finally, to generate this panel, we utilized not only existing panel design guidelines, but also developed new metrics to systematically identify the optimal combination of 50 fluorochromes and evaluate fluorochrome-specific resolution in the context of a 50-color unmixing matrix.

我们报告了为深入分析人体血液和组织中的免疫系统而设计的 50 色光谱流式细胞仪优化面板的开发情况,目的是最大限度地利用现有的流式细胞仪平台收集信息。我们使用外周血单核细胞(PBMCs)建立并测试了这一面板,但也加入了 CD45,以便将来用于分析人体组织样本。该面板包含了所有主要免疫细胞亚群的系标志物,以及一套广泛的表型标志物,重点关注 T 细胞和树突状细胞 (DC) 的活化和分化状态。我们概述了同时测量如此大量的蛋白质所能获得的生物学洞察力,并提出这种方法为全面探索细胞数量有限的人体样本的免疫状态提供了独特的机会。值得注意的是,我们测试了该面板与细胞分拣的兼容性,以便于进一步的下游应用。此外,为了便于在不同组群和样本中广泛使用这种面板,我们还建立了一个经过修剪的 45 色版本,可用于不同的光谱细胞仪平台。最后,为了生成这种面板,我们不仅利用了现有的面板设计指南,还开发了新的指标来系统地确定 50 种荧光色素的最佳组合,并在 50 色非混合矩阵的背景下评估特定荧光色素的分辨率。
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引用次数: 0
High-precision screening and sorting of double emulsion droplets 高精度筛选和分拣双乳液液滴
IF 2.5 4区 生物学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-04-18 DOI: 10.1002/cyto.a.24842
Siyuan Zhuang, Lucie Semenec, Stephanie S. Nagy, Amy K. Cain, David W. Inglis

Mounting evidence suggests that cell populations are extremely heterogeneous, with individual cells fulfilling different roles within the population. Flow cytometry (FC) is a high-throughput tool for single-cell analysis that works at high optical resolution. Sub-populations with unique properties can be screened, isolated and sorted through fluorescence-activated cell sorting (FACS), using intracellular fluorescent products or surface-tagged fluorescent products of interest. However, traditional FC and FACS methods cannot identify or isolate cells that secrete extracellular products of interest. Double emulsion (DE) droplets are an innovative approach to retaining these extracellular products so cells producing them can be identified and isolated with FC and FACS. The water-in-oil-in-water structure makes DE droplets compatible with the sheath flow of flow cytometry. Single cells can be encapsulated with other reagents into DEs, which act as pico-reactors. These droplets allow biological activities to take place while allowing for cell cultivation monitoring, rare mutant identification, and cellular events characterization. However, using DEs in FACS presents technical challenges, including rupture of DEs, poor accuracy and low sorting efficiency. This study presents high-performance sorting using fluorescent beads (as simulants for cells). This study aims to guide researchers in the use of DE-based flow cytometry, offering insights into how to resolve the technical difficulties associated with DE-based screening and sorting using FC.

越来越多的证据表明,细胞群体具有极强的异质性,单个细胞在群体中发挥着不同的作用。流式细胞术(FC)是一种用于单细胞分析的高通量工具,具有很高的光学分辨率。通过荧光激活细胞分拣(FACS),利用细胞内荧光产物或表面标记的荧光产物,可以筛选、分离和分拣具有独特特性的亚群。然而,传统的 FC 和 FACS 方法无法识别或分离分泌相关胞外产物的细胞。双乳液(DE)液滴是一种保留这些胞外产物的创新方法,这样就能用 FC 和 FACS 鉴定和分离产生这些胞外产物的细胞。水包油结构使 DE 液滴与流式细胞仪的鞘流兼容。单个细胞可与其他试剂一起封装到 DE 中,DE 可用作皮反应器。这些液滴在进行生物活动的同时,还能进行细胞培养监测、罕见突变体鉴定和细胞事件表征。然而,在 FACS 中使用 DE 会面临技术挑战,包括 DE 破裂、准确性差和分选效率低。本研究介绍了使用荧光珠(作为细胞的模拟物)进行高性能分拣的方法。本研究旨在指导研究人员使用基于 DE 的流式细胞仪,深入探讨如何利用 FC 解决与基于 DE 的筛选和分选相关的技术难题。
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引用次数: 0
Setting the gold standard: Commentary on designing and optimizing high-parameter flow cytometry panels 设定黄金标准:关于设计和优化高参数流式细胞仪板的评论
IF 3.7 4区 生物学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-04-18 DOI: 10.1002/cyto.a.24844
Stephen C. De Rosa, Yolanda D. Mahnke
<p>Technological advances in flow cytometry have greatly expanded its capabilities. These have occurred gradually over time, but there have also been several key advances that have more markedly affected the technology and how it is used. A prime feature of flow cytometry is the ability to characterize cell marker expression at the single-cell level as high-throughput and high volume. The number of cell markers that could be measured simultaneously was initially very low but has been increasing almost exponentially over time. There are many reasons for this increase including advances in hardware for the instrumentation, introduction of new types of fluorescent dyes beyond those found in nature, and also advances in analysis tools that not only enable efficient data analysis but have elegantly allowed for new insights into fluorescent dye/detector interactions that provide theoretical bases for optimal staining panel design in high dimensions.</p><p>OMIP-102 [<span>1</span>] published here represents a milestone in flow cytometry technology and makes use of and expands upon all of those cumulative advances. Simply the demonstration of a “50-color” staining panel is remarkable, but in addition, the approach to the design and the careful and methodical description of the design process both in the main text and the online material provide a definitive syllabus for staining panel design integrating all of the best practices to date.</p><p>Because of the wide breadth of information building upon so many of these major advances, it is worthwhile to break down some of those advances into digestible pieces to highlight the significance of this achievement. One key advance in hardware has been the optimization of the instrument optics to enable the relatively weak fluorescent signal to be subdivided most efficiently across large arrays of detectors. Instrument manufacturers have developed their own methods to achieve this goal and the results have been successful with current routine capabilities to detect separate signals from up to 28 fluorescent dyes, and this is expanding. There are multiple Optimized Multicolor Immunofluorescence Panel (OMIP) publications demonstrating successful staining panels at this scale. Likely the most significant advance representing a new paradigm is spectral optics. This is a brilliant concept that in retrospect seems so obvious as the likely best approach. While full spectrum cytometry was first demonstrated in 2004 [<span>2, 3</span>], it required further hardware and software advances to enable routine implementation by a wide user base.</p><p>The potential of exploiting the light spectrum more completely for interrogating fluorescently labeled biological specimens directly called for the development of new fluorescent dyes in order to make high-parameter flow cytometry a reality. As the discovery of natural fluorochromes with the appropriate brightness and spectral characteristics was limiting, luckily, custom-designed
流式细胞仪的技术进步极大地扩展了其功能。这些进步是随着时间的推移逐步实现的,但也有几项关键进步对该技术及其使用方式产生了更为显著的影响。流式细胞仪的一个主要特点是能以高通量和大容量的方式在单细胞水平上描述细胞标记物的表达。可同时测量的细胞标记物数量最初很少,但随着时间的推移几乎呈指数增长。造成这种增长的原因有很多,包括仪器硬件的进步、新型荧光染料的引入,以及分析工具的进步,这些进步不仅实现了高效的数据分析,还让人们对荧光染料/检测器的相互作用有了新的认识,为高维度染色面板的优化设计提供了理论基础。本文发表的 OMIP-102 [1] 代表了流式细胞仪技术的一个里程碑,利用并拓展了所有这些累积的进步。单单展示 "50 色 "染色板就很了不起,此外,正文和在线资料中的设计方法以及对设计过程细致而有条理的描述,为染色板设计提供了一个明确的大纲,其中集成了迄今为止所有的最佳实践。硬件方面的一个关键进步是优化了仪器的光学系统,使相对较弱的荧光信号能够在大型探测器阵列中得到最有效的细分。仪器制造商已开发出自己的方法来实现这一目标,并取得了成功,目前已具备检测多达 28 种荧光染料的单独信号的常规能力,而且这一能力还在不断扩大。有多篇优化多色免疫荧光面板 (OMIP) 出版物成功展示了这种规模的染色面板。光谱光学可能是代表新范例的最重大进展。这是一个出色的概念,回想起来似乎是显而易见的最佳方法。虽然全光谱流式细胞仪在 2004 年首次展示[2, 3],但它需要硬件和软件的进一步发展,才能为广大用户提供常规应用。由于具有适当亮度和光谱特性的天然荧光染料的发现受到限制,幸运的是,定制设计的染料出现了--量子点[4]和有机聚合物[5, 6](以及它们与更传统的染料的串联组合)就是一个例子,这两种染料都源于获得诺贝尔奖的发现。我们这些设计染色面板的人都记得,这些鲜艳染料的引入带来了能力上的突然转变。也许,这些改变流式细胞仪游戏规则的影响没有得到同样的认可,但有几种数据分析和表示的替代方法却能从日益复杂的数据集中提取有意义的见解。双指数缩放[7, 8]的引入现在看来似乎微不足道,只是另一种普遍使用的工具,但这种 "工具 "并不只是提供了一种更美观的数据表示。相反,它对于正确解释结果和辨别影响负空间的人工痕迹非常必要。随着维度的增加,隐藏伪影的可能性也随之增加,面板设计变得更加复杂。纯粹的经验设计不再可行。显然,"溢出扩散 "是需要考虑的重要因素,因此,引入一种衡量标准来衡量溢出扩散,并以溢出扩散矩阵[9]的形式显示出来,成为小组设计不可或缺的工具。本期发表的 OMIP-102 [1]的作者展示了一个 50 色 OMIP,对标记物-荧光组合的深思熟虑和有条不紊的选择显然有助于面板在分析和可视化细胞成分表达方面的有效性。
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引用次数: 0
Volume 105A, Number 4, April 2024 Cover Image 第 105A 卷,第 4 号,2024 年 4 月 封面图片
IF 3.7 4区 生物学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-04-17 DOI: 10.1002/cyto.a.24748
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引用次数: 0
A flow cytometry-based assay to measure neutralizing antibodies against SARS-CoV-2 virus 基于流式细胞术的测定法,用于测量针对 SARS-CoV-2 病毒的中和抗体
IF 3.7 4区 生物学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-04-16 DOI: 10.1002/cyto.a.24838
Veridiane M. Pscheidt, Priscila Oliveira de Souza, Tiago Fazolo, José Luiz Proença Modena, Camila Simeoni, Daniel Teixeira, Natália Brunetti Silva, Karina Bispo dos Santos, Luiz Rodrigues Júnior, Cristina Bonorino

The COVID-19 pandemic caused by the SARS-CoV-2 virus has highlighted the need for serological assays that can accurately evaluate the neutralizing efficiency of antibodies produced during infection or induced by vaccines. However, conventional assays often require the manipulation of live viruses on a level-three biosafety (BSL3) facility, which presents practical and safety challenges. Here, we present a novel, alternative assay that measures neutralizing antibodies (NAbs) against SARS-CoV-2 in plasma using flow cytometry. This assay is based on antibody binding to the S protein and has demonstrated precision in both intra- and inter-assay measurements at a dilution of 1:50. The cut-off was determined using Receiver Operating Characteristic (ROC) analysis and the value of 36.01% has shown high sensitivity and specificity in distinguishing between pre-pandemic sera, COVID-19 patients, and vaccinated individuals. The efficiency significantly correlates with the gold standard test, PRNT. Our new assay offers a safe and efficient alternative to conventional assays for evaluating NAbs against SARS-CoV-2.

由 SARS-CoV-2 病毒引起的 COVID-19 大流行凸显了对血清学检测的需求,这种检测可以准确评估感染期间产生的或由疫苗诱导的抗体的中和效率。然而,传统的检测方法往往需要在三级生物安全(BSL3)设施中操作活病毒,这给实际操作和安全带来了挑战。在这里,我们提出了一种新颖的替代检测方法,利用流式细胞术测量血浆中针对 SARS-CoV-2 的中和抗体(NAbs)。这种检测方法基于抗体与 S 蛋白的结合,在稀释度为 1:50 的情况下,检测内部和检测之间的测量都表现出了精确性。使用接收者操作特征(ROC)分析确定了临界值,该值为 36.01%,在区分流行前血清、COVID-19 患者和疫苗接种者方面显示出较高的灵敏度和特异性。其效率与金标准检测 PRNT 有明显的相关性。我们的新检测方法为评估针对 SARS-CoV-2 的 NAbs 提供了一种安全、高效的传统检测方法。
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引用次数: 0
Comprehensive data analysis of white blood cells with classification and segmentation by using deep learning approaches 利用深度学习方法对白细胞进行分类和分割的综合数据分析。
IF 2.5 4区 生物学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-04-02 DOI: 10.1002/cyto.a.24839
Şeyma Nur Özcan, Tansel Uyar, Gökay Karayeğen

Deep learning approaches have frequently been used in the classification and segmentation of human peripheral blood cells. The common feature of previous studies was that they used more than one dataset, but used them separately. No study has been found that combines more than two datasets to use together. In classification, five types of white blood cells were identified by using a mixture of four different datasets. In segmentation, four types of white blood cells were determined, and three different neural networks, including CNN (Convolutional Neural Network), UNet and SegNet, were applied. The classification results of the presented study were compared with those of related studies. The balanced accuracy was 98.03%, and the test accuracy of the train-independent dataset was determined to be 97.27%. For segmentation, accuracy rates of 98.9% for train-dependent dataset and 92.82% for train-independent dataset for the proposed CNN were obtained in both nucleus and cytoplasm detection. In the presented study, the proposed method showed that it could detect white blood cells from a train-independent dataset with high accuracy. Additionally, it is promising as a diagnostic tool that can be used in the clinical field, with successful results in classification and segmentation.

深度学习方法经常被用于人类外周血细胞的分类和分割。以往研究的共同特点是使用一个以上的数据集,但都是分开使用。目前还没有发现将两个以上的数据集结合在一起使用的研究。在分类方面,通过混合使用四个不同的数据集,识别出了五种类型的白细胞。在分割方面,确定了四种类型的白细胞,并应用了三种不同的神经网络,包括 CNN(卷积神经网络)、UNet 和 SegNet。本研究的分类结果与相关研究的结果进行了比较。平衡准确率为 98.03%,独立于训练的数据集的测试准确率为 97.27%。在细胞核和细胞质检测方面,所提出的 CNN 在依赖训练的数据集和不依赖训练的数据集上的分割准确率分别为 98.9% 和 92.82%。在本研究中,所提出的方法表明它能从与训练无关的数据集中高精度地检测出白细胞。此外,该方法在分类和分割方面都取得了成功,有望成为一种可用于临床的诊断工具。
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引用次数: 0
Progress and challenges of in vivo flow cytometry and its applications in circulating cells of eyes 体内流式细胞仪及其在眼循环细胞中应用的进展与挑战。
IF 3.7 4区 生物学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-03-28 DOI: 10.1002/cyto.a.24837
Wei Lin, Peng Wang, Yingxin Qi, Yanlong Zhao, Xunbin Wei

Circulating inflammatory cells in eyes have emerged as early indicators of numerous major diseases, yet the monitoring of these cells remains an underdeveloped field. In vivo flow cytometry (IVFC), a noninvasive technique, offers the promise of real-time, dynamic quantification of circulating cells. However, IVFC has not seen extensive applications in the detection of circulating cells in eyes, possibly due to the eye's unique physiological structure and fundus imaging limitations. This study reviews the current research progress in retinal flow cytometry and other fundus examination techniques, such as adaptive optics, ultra-widefield retinal imaging, multispectral imaging, and optical coherence tomography, to propose novel ideas for circulating cell monitoring.

眼部循环炎症细胞已成为多种重大疾病的早期指标,但对这些细胞的监测仍是一个欠发达的领域。体内流式细胞术(IVFC)是一种非侵入性技术,有望对循环细胞进行实时、动态的量化。然而,可能由于眼球独特的生理结构和眼底成像的局限性,IVFC 在检测眼球循环细胞方面还没有得到广泛应用。本研究回顾了目前视网膜流式细胞术和其他眼底检查技术(如自适应光学、超宽视场视网膜成像、多光谱成像和光学相干断层扫描)的研究进展,提出了循环细胞监测的新思路。
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引用次数: 0
Fluorochrome-dependent specific changes in spectral profiles using different compensation beads or primary cells in full spectrum cytometry 在全谱细胞仪中使用不同的补偿珠或原代细胞时,光谱轮廓随荧光色素而发生的特定变化。
IF 3.7 4区 生物学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-03-21 DOI: 10.1002/cyto.a.24836
Yaroslava Shevchenko, Isabella Lurje, Frank Tacke, Linda Hammerich

Full spectrum flow cytometry is a powerful tool for immune monitoring on a single-cell level and with currently available machines, panels of 40 or more markers per sample are possible. However, with an increased panel size, spectral unmixing issues arise, and appropriate single stain reference controls are required for accurate experimental results and to avoid unmixing errors. In contrast to conventional flow cytometry, full spectrum flow cytometry takes into account even minor differences in spectral signatures and requires the full spectrum of each fluorochrome to be identical in the reference control and the fully stained sample to ensure accurate and reliable results. In general, using the cells of interest is considered optimal, but certain markers may not be expressed at sufficient levels to generate a reliable positive control. In this case, compensation beads show some significant advantages as they bind a consistent amount of antibody independent of its specificity. In this study, we evaluated two types of manufactured compensation beads for use as reference controls for 30 of the most commonly used and commercially available fluorochromes in full spectrum cytometry and compared them to human and murine primary leukocytes. While most fluorochromes show the same spectral profile on beads and cells, we demonstrate that specific fluorochromes show a significantly different spectral profile depending on which type of compensation beads is used, and some fluorochromes should be used on cells exclusively. Here, we provide a list of important considerations when selecting optimal reference controls for full spectrum flow cytometry.

全谱流式细胞仪是单细胞水平免疫监测的强大工具,目前可用的机器可对每个样本进行 40 个或更多标记物的检测。然而,随着样本量的增加,会出现光谱不混合的问题,因此需要适当的单染色参考对照,以获得准确的实验结果,避免出现不混合误差。与传统流式细胞术相比,全谱流式细胞术考虑到了光谱特征的微小差异,要求参考对照和完全染色样本中每种荧光色素的全谱完全相同,以确保结果准确可靠。一般来说,使用相关细胞被认为是最佳选择,但某些标记物的表达水平可能不足以生成可靠的阳性对照。在这种情况下,补偿珠就显示出了明显的优势,因为它们能结合数量一致的抗体,而与抗体的特异性无关。在这项研究中,我们评估了两种类型的人工补偿珠,作为全谱细胞仪中 30 种最常用的商用荧光染料的参考对照,并与人类和鼠类原代白细胞进行了比较。虽然大多数荧光染料在珠子和细胞上显示出相同的光谱轮廓,但我们证明,特定的荧光染料显示出明显不同的光谱轮廓,这取决于使用哪种类型的补偿珠,而且有些荧光染料只能在细胞上使用。在此,我们列出了为全谱流式细胞仪选择最佳参比对照时的重要注意事项。
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引用次数: 0
Volume 105A, Number 3, March 2024 Cover Image 第 105A 卷,第 3 号,2024 年 3 月 封面图片
IF 3.7 4区 生物学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-03-13 DOI: 10.1002/cyto.a.24746
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引用次数: 0
期刊
Cytometry Part A
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