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Deciphering the aging process through single-cell cytometric technologies 通过单细胞细胞计量技术解密衰老过程。
IF 2.5 4区 生物学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-06-07 DOI: 10.1002/cyto.a.24852
Lok Ming Tam, Timothy Bushnell

The advent of single-cell cytometric technologies, in conjunction with advances in single-cell biology, has significantly propelled forward the field of geroscience, enhancing our comprehension of the mechanisms underlying age-related diseases. Given that aging is a primary risk factor for numerous chronic health conditions, investigating the dynamic changes within the physiological landscape at the granularity of single cells is crucial for elucidating the molecular foundations of biological aging. Utilizing hallmarks of aging as a conceptual framework, we review current literature to delineate the progression of single-cell cytometric techniques and their pivotal applications in the exploration of molecular alterations associated with aging. We next discuss recent advancements in single-cell cytometry in terms of the development in instrument, software, and reagents, highlighting its promising and critical role in driving future breakthrough discoveries in aging research.

单细胞细胞计量技术的出现以及单细胞生物学的进步,极大地推动了老年科学领域的发展,增强了我们对老年相关疾病机理的理解。鉴于衰老是多种慢性疾病的主要风险因素,研究单细胞粒度生理结构的动态变化对于阐明生物衰老的分子基础至关重要。我们以衰老的标志为概念框架,回顾了当前的文献,描述了单细胞细胞计量技术的发展及其在探索与衰老相关的分子变化中的关键应用。接下来,我们将从仪器、软件和试剂的发展角度讨论单细胞细胞测量技术的最新进展,强调其在推动未来老龄化研究的突破性发现方面大有可为的关键作用。
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引用次数: 0
Optofluidic time-stretch imaging flow cytometry with a real-time storage rate beyond 5.9 GB/s 光流体时间拉伸成像流式细胞仪,实时存储速度超过 5.9 GB/s。
IF 2.5 4区 生物学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-06-06 DOI: 10.1002/cyto.a.24854
Dan Hou, Jiehua Zhou, Ruidong Xiao, Kaining Yang, Yan Ding, Du Wang, Guoqiang Wu, Cheng Lei

Optofluidic time-stretch imaging flow cytometry (OTS-IFC) provides a suitable solution for high-precision cell analysis and high-sensitivity detection of rare cells due to its high-throughput and continuous image acquisition. However, transferring and storing continuous big data streams remains a challenge. In this study, we designed a high-speed streaming storage strategy to store OTS-IFC data in real-time, overcoming the imbalance between the fast generation speed in the data acquisition and processing subsystem and the comparatively slower storage speed in the transmission and storage subsystem. This strategy, utilizing an asynchronous buffer structure built on the producer-consumer model, optimizes memory usage for enhanced data throughput and stability. We evaluated the storage performance of the high-speed streaming storage strategy in ultra-large-scale blood cell imaging on a common commercial device. The experimental results show that it can provide a continuous data throughput of up to 5891 MB/s.

光流体时间拉伸成像流式细胞仪(OTS-IFC)具有高通量和连续图像采集的特点,为高精度细胞分析和稀有细胞的高灵敏度检测提供了合适的解决方案。然而,连续大数据流的传输和存储仍然是一项挑战。在这项研究中,我们设计了一种高速流式存储策略来实时存储 OTS-IFC 数据,克服了数据采集和处理子系统的快速生成速度与传输和存储子系统的相对较慢的存储速度之间的不平衡。这一策略利用建立在生产者-消费者模型基础上的异步缓冲结构,优化了内存使用,从而提高了数据吞吐量和稳定性。我们评估了高速流存储策略在普通商用设备上进行超大规模血细胞成像时的存储性能。实验结果表明,它能提供高达 5891 MB/s 的连续数据吞吐量。
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引用次数: 0
Volume 105A, Number 5, May 2024 Cover Image 第 105A 卷,第 5 号,2024 年 5 月 封面图片
IF 3.7 4区 生物学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-05-17 DOI: 10.1002/cyto.a.24750
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引用次数: 0
Expression of Concern: Development of a 43 color panel for the characterization of conventional and unconventional T-cell subsets, B cells, NK cells, monocytes, dendritic cells, and innate lymphoid cells using spectral flow cytometry 表达关注:利用光谱流式细胞仪开发 43 色面板,用于表征常规和非常规 T 细胞亚群、B 细胞、NK 细胞、单核细胞、树突状细胞和先天性淋巴细胞。
IF 3.7 4区 生物学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-05-17 DOI: 10.1002/cyto.a.24850

Fairooz Sahir, Jericha Miles Mateo, Martin Steinhoff, Kodappully Sivaraman Siveen (2020), Development of a 43 color panel for the characterization of conventional and unconventional T-cell subsets, B cells, NK cells, monocytes, dendritic cells, and innate lymphoid cells using spectral flow cytometry. Cytometry Part A, https://doi.org/10.1002/cyto.a.24288.

This Expression of Concern is for the above article, published online on 18 December 2020 in Wiley Online Library (https://onlinelibrary.wiley.com/doi/10.1002/cyto.a.24288), and has been published by agreement between the journal's Editor-in-Chief, Attila Tárnok, the International Society for Advancement of Cytometry, and Wiley Periodicals, LLC.

The Expression of Concern has been agreed due to concerns raised by the cytometry community about the validity and reproducibility of the results, and overinterpretation of the data by the authors. However, the premise of the manuscript is that a 43-color panel is possible, with the conclusion that although not optimized, it nonetheless establishes an attempt at demonstrating the possibility of analyses at this depth of dimension.

With respect to panel design and assay optimization, the authors do not provide sufficient information regarding criteria for fluorochrome selection, spillover spread characterization, unmixing control optimization, unmixing accuracy, and differences in resolution between the single stained controls and the corresponding marker in the multicolor tube. The authors mention specific metrics used for panel design without explaining their meaning or relevance. In some instances, the gating strategy was found non-standard and the positioning of the gates arbitrary. Several populations display unusual patterns compared to what is expected in normal donors, and this may result from incorrect labeling of populations, poor data quality or limited familiarity with the tools used for analysis (e.g., high percentage of cells labeled as “MAIT”, and too close proximity of monocyte and dendritic cell populations in Suppl. Fig. 1). As the settings for the algorithms used have not been provided, reproducibility and verification of the accuracy of the data proves challenging. Lastly, the discussion of the figures and supplementary data is inaccurate or overinterpreted, in particular concerning the claims of satisfactory resolution using highly overlapping dyes when comparing the fully stained sample to the single-color stained sample (Suppl. Fig. 2).

The authors were informed about the concerns raised and asked to provide an explanation. Unfortunately, the concerns have not been satisfactorily addressed by the authors in the course of the investigation. Therefore, the journal has decided to issue an Expression of Concern to inform and alert the readers.

Fairooz Sahir、Jericha Miles Mateo、Martin Steinhoff、Kodappully Sivaraman Siveen (2020),《利用光谱流式细胞仪表征常规和非常规T细胞亚群、B细胞、NK细胞、单核细胞、树突状细胞和先天性淋巴细胞的43种颜色面板的开发》。Cytometry Part A, https://doi.org/10.1002/cyto.a.24288.This Expression of Concern是针对2020年12月18日在线发表在Wiley Online Library (https://onlinelibrary.wiley.com/doi/10.1002/cyto.a.24288)上的上述文章,由该刊主编Attila Tárnok、国际细胞测量促进会(International Society for Advancement of Cytometry)和Wiley Periodicals, LLC协议发表。由于细胞测量界对结果的有效性和可重复性以及作者对数据的过度解读表示担忧,因此同意发表Expression of Concern。然而,手稿的前提是 43 色板是可能的,结论是虽然没有优化,但它还是尝试展示了在这一深度维度进行分析的可能性。关于面板设计和检测优化,作者没有提供足够的信息,说明荧光色素选择的标准、溢出扩散特征、未混合对照优化、未混合准确性以及单一染色对照与多色管中相应标记之间的分辨率差异。作者提到了用于面板设计的具体指标,但没有解释其含义或相关性。在某些情况下,门控策略是非标准的,门控的定位也是任意的。与正常捐献者相比,有几个群体显示出不寻常的模式,这可能是由于群体标记不正确、数据质量差或对分析工具的熟悉程度有限造成的(例如,在附图 1 中,标记为 "MAIT "的细胞比例较高,单核细胞和树突状细胞群体过于接近)。图 1)。由于没有提供所用算法的设置,因此数据的可重复性和准确性的验证具有挑战性。最后,对图和补充数据的讨论不准确或过度解读,特别是在比较全染色样本和单色染色样本时,声称使用高度重叠的染料能获得令人满意的分辨率(补充图 2)。遗憾的是,在调查过程中,作者并没有圆满解决这些问题。因此,本刊决定发布 "关注函",以告知和提醒读者。
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引用次数: 0
OMIP-103: A 35-marker imaging mass cytometry panel for the co-detection of HIV and immune cell populations in human formalin fixed paraffin embedded intestinal tissue OMIP-103:用于联合检测人福尔马林固定石蜡包埋肠组织中艾滋病毒和免疫细胞群的 35 标记成像质谱仪。
IF 2.5 4区 生物学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-05-15 DOI: 10.1002/cyto.a.24847
Kevin Hu, Thomas O'Neil, Nicolas Canete, Heeva Baharlou, Andrew Harman

We introduce a 35-marker imaging mass cytometry (IMC) panel for a detailed examination of immune cell populations and HIV RNA in formalin fixed paraffin embedded (FFPE) human intestinal tissue. The panel has broad cell type coverage and particularly excels in delineating subsets of mononuclear phagocytes and T cells. Markers for key tissue structures are included, enabling identification of epithelium, blood vessels, lymphatics, and musculature. The described method for HIV RNA detection can be generalized to other low abundance RNA targets, whether endogenous or pathogen derived. As such, the panel presented here is useful for high parameter spatial mapping of intestinal immune cells and their interactions with pathogens such as HIV.

我们介绍了一种 35 标记成像质谱(IMC)面板,用于详细检查福尔马林固定石蜡包埋(FFPE)人体肠道组织中的免疫细胞群和 HIV RNA。该面板覆盖了广泛的细胞类型,尤其擅长划分单核吞噬细胞和 T 细胞亚群。其中还包括关键组织结构的标记物,可识别上皮、血管、淋巴管和肌肉组织。所述的 HIV RNA 检测方法可用于其他低丰度 RNA 目标,无论是内源性的还是病原体衍生的。因此,本文介绍的小组可用于肠道免疫细胞及其与 HIV 等病原体相互作用的高参数空间图谱。
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引用次数: 0
Bulk lysis procedures alter target cell population counts 大量裂解过程会改变目标细胞群的数量。
IF 2.5 4区 生物学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-05-09 DOI: 10.1002/cyto.a.24848
Laura G. Rico, Roser Salvia, Michael D. Ward, Jordi Petriz

To achieve high-sensitivity cell measurements (<1 in 105 cells) by flow cytometry (FCM), the minimum number of acquired cells must be considered and conventional immunophenotyping protocols fall short of these numbers. The bulk lysis (BL) assay is a standardized erythrocyte lysing approach that allows the analysis of the millions of cells required for high-sensitivity measurable residual disease (MRD) detection. However, this approach has been associated with significant cell loss, along with potential over or underestimates of rare cells when using this method. The aim of this study was to evaluate bulk lysis protocols and compare them with minimal sample perturbation (MSP) protocols, which are reported to better preserve the native cellular state and avoid significant cell loss due to washing steps. To achieve this purpose, we first generated an MRD model by spiking fresh peripheral blood with K562 cells, stably expressing EGFP, at known percentages of EGFP positive cells to leukocytes. Samples were then prepared with BL and MSP protocols and analyzed using FCM. For all percentages of K562 cells established and evaluated, a significant decrease of this population was detected in BL samples compared with MSP samples, even at low K562 cell percentages. Significant decreases for non-necrotic cells were also observed in BL samples relative to MSP samples. In conclusion, the evaluation of the potential effects of BL protocols in obtaining the final count is of great interest, especially for over- or under-estimation of target cells, as in the case of measurable residual disease. Since conventional flow cytometry or minimal sample perturbation assays fall short in obtaining the minimum numbers required to reach high sensitivity measurements, significant efforts may be needed to improve bulk lysis solution reagents.

要通过流式细胞术(FCM)实现高灵敏度细胞测量(5 个细胞),必须考虑获得细胞的最低数量,而传统的免疫分型方案无法达到这些数量。大量裂解(BL)试验是一种标准化的红细胞裂解方法,可分析高灵敏度可测量残留疾病(MRD)检测所需的数百万个细胞。然而,这种方法与大量细胞丢失有关,而且在使用这种方法时可能会高估或低估罕见细胞。本研究的目的是评估批量裂解方案,并将其与最小样本扰动(MSP)方案进行比较,据报道,后者能更好地保留原生细胞状态,避免因清洗步骤造成大量细胞丢失。为此,我们首先在新鲜外周血中加入稳定表达 EGFP 的 K562 细胞,以已知的 EGFP 阳性细胞占白细胞的百分比生成 MRD 模型。然后用 BL 和 MSP 方案制备样本,并用 FCM 进行分析。在确定和评估的所有 K562 细胞百分比中,与 MSP 样本相比,即使 K562 细胞百分比较低,也能检测到 BL 样本中的 K562 群体显著减少。与 MSP 样本相比,在 BL 样本中也观察到非坏死细胞显著减少。总之,评估 BL 方案对获得最终计数的潜在影响是非常有意义的,尤其是在高估或低估目标细胞的情况下,例如在可测量残留疾病的情况下。由于传统的流式细胞术或最小样本扰动检测无法获得高灵敏度测量所需的最低数量,因此可能需要大力改进批量裂解溶液试剂。
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引用次数: 0
High-dimensional flow cytometry data: goldmine or fool's gold? 高维流式细胞仪数据:金矿还是傻子的黄金?
IF 3.7 4区 生物学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-05-08 DOI: 10.1002/cyto.a.24849
Paula Niewold

Since its inception in the 1970s flow cytometry has been a valuable tool to study the characteristics of cells. Technical advancements lead to a rapid increase in the number of lasers and detectors, enabling assessment of an expanding number of parameters. As every flow cytometry user has experienced the frustration of not being able to fit all markers of interest into their panel, the prevailing mindset seemingly became the bigger the better. So, when spectral flow cytometers became commercially available, their ability to combine spectrally similar fluorophores, measure cellular autofluorescence and utilize the full light spectrum more effectively was received with enthusiasm. These attributes make spectral cytometry particularly applicable for limited or precious (clinical) material.

The recent paper from Dott et al. describes the development of a standardized protocol for sample handling, staining and acquisition, for the application of two large spectral panels in a cohort study using the ID7000™ Spectral Cell Analyzer (Sony Biotechnology).1 The authors specifically address the repeatability and reproducibility of staining over time, which is relevant in the context of cohort studies. By combining a 34- and 35-color spectral panel, the authors were able to quantify and identify 182 cell phenotypes in whole blood samples.

Our expanding immunological knowledge of rare and unique subsets through deep profiling has necessitated the increasing number of cellular parameters required in a single panel for accurate cell identification. However, a new set of challenges arise with increasing panel size. Although the principle of panel design and analysis remain similar, assessing data quality, defining cell populations and translating phenotypic changes into biological insight become increasingly difficult. While many papers have addressed one of these challenges, Dott et al. touch upon all three of these concerns.1

Paula Niewold: Conceptualization; writing – original draft.

流式细胞仪自 20 世纪 70 年代问世以来,一直是研究细胞特征的重要工具。技术的进步使激光器和检测器的数量迅速增加,从而使评估参数的数量不断扩大。每一位流式细胞仪用户都曾经历过无法将所有感兴趣的标记物都纳入检测范围的苦恼,因此普遍的想法似乎是检测范围越大越好。因此,当光谱流式细胞仪投入商用时,其结合光谱相似的荧光团、测量细胞自发荧光和更有效地利用全光谱的能力受到了热烈欢迎。Dott 等人最近发表的论文介绍了在一项队列研究中使用 ID7000™ 光谱细胞分析仪(索尼生物技术公司)1 应用两个大型光谱面板时,样本处理、染色和采集标准化方案的开发情况。通过结合 34 色和 35 色光谱面板,作者能够量化和鉴定全血样本中的 182 种细胞表型。通过深度剖析,我们对罕见和独特亚群的免疫学知识不断扩大,这就要求在单个面板中提供越来越多的细胞参数,以准确鉴定细胞。然而,随着样本量的增加,一系列新的挑战也随之而来。虽然细胞图谱设计和分析的原理仍然相似,但评估数据质量、定义细胞群以及将表型变化转化为生物学洞察力却变得越来越困难。虽然许多论文都论述了其中的一个难题,但 Dott 等人的研究却触及了所有这三个问题1:构思;写作--原稿。
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引用次数: 0
Simple, fast, cost-efficient, reliable, and highly automated DNA content analysis of cells in adherent cultures 对粘附培养物中的细胞进行简单、快速、经济、可靠且高度自动化的 DNA 含量分析
IF 3.7 4区 生物学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-05-03 DOI: 10.1002/cyto.a.24840
Jana Čížková, Alžběta Filipová, Anna Carrillo, Marie Ehrlichová, Alžběta Spálenková, Alžbeta Magdolenová, Miroslav Hájek, Pavel Horák, Aneta Erbenova, Zuzana Šinkorová

The most commonly used flow cytometric (FCM) analysis of cellular DNA content relies on ethanol fixation followed by RNA digestion and propidium iodide (PI) intercalation into double-stranded DNA. This is a laborious and time-consuming procedure that is subject to systematic errors due to centrifugation and washing steps associated with sample preparation. It can adversely affect the reliability of the results. Here, we present a modified concept of DNA quantification in adherent cell lines by FCM that involves neither ethanol fixation nor any washing and cell transferring steps. Our high throughput assay of adherent cell lines reduces sample-processing time, requires minimal workload, provides a possibility for automation, and, if needed, also allows a significant reduction in the size of individual samples. Working with a well-proven commercial tool—The BD Cycletest™ Plus DNA Reagent Kit—primarily designed for cell cycle analysis and aneuploidy determination in experimental and clinical samples, we suggest a novel, very efficient, and robust approach for DNA research in adherent cell cultures.

最常用的流式细胞仪(FCM)分析细胞 DNA 含量的方法是先用乙醇固定,然后进行 RNA 消化和碘化丙啶(PI)插入双链 DNA。这是一个费时费力的过程,而且由于样本制备过程中的离心和清洗步骤,可能会出现系统误差。这会对结果的可靠性产生不利影响。在这里,我们提出了一种通过 FCM 对粘附细胞系进行 DNA 定量的改进概念,它既不涉及乙醇固定,也不涉及任何洗涤和细胞转移步骤。我们对粘附细胞系的高通量检测缩短了样品处理时间,所需工作量极小,为自动化提供了可能,如有需要,还能显著减少单个样品的大小。我们使用的 BD Cycletest™ Plus DNA 试剂盒是经过充分验证的商业工具,主要用于实验和临床样本的细胞周期分析和非整倍体测定。
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引用次数: 0
Impact of different tissue dissociation protocols on endothelial cell recovery from developing mouse lungs 不同组织解离方案对发育中小鼠肺内皮细胞恢复的影响
IF 2.5 4区 生物学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-04-26 DOI: 10.1002/cyto.a.24843
Francesco Palumbo, Miša Gunjak, Patty J. Lee, Stefan Günther, Anne Hilgendorff, István Vadász, Susanne Herold, Werner Seeger, Christian Mühlfeld, Rory E. Morty

Flow cytometry and fluorescence-activated cell sorting are widely used to study endothelial cells, for which the generation of viable single-cell suspensions is an essential first step. Two enzymatic approaches, collagenase A and dispase, are widely employed for endothelial cell isolation. In this study, the utility of both enzymatic approaches, alone and in combination, for endothelial cell isolation from juvenile and adult mouse lungs was assessed, considering the number, viability, and subtype composition of recovered endothelial cell pools. Collagenase A yielded an 8-12-fold superior recovery of viable endothelial cells from lung tissue from developing mouse pups, compared to dispase, although dispase proved superior in efficiency for epithelial cell recovery. Single-cell RNA-Seq revealed that the collagenase A approach yielded a diverse endothelial cell subtype composition of recovered endothelial cell pools, with broad representation of arterial, capillary, venous, and lymphatic lung endothelial cells; while the dispase approach yielded a recovered endothelial cell pool highly enriched for one subset of general capillary endothelial cells, but poor representation of other endothelial cells subtypes. These data indicate that tissue dissociation markedly influences the recovery of endothelial cells, and the endothelial subtype composition of recovered endothelial cell pools, as assessed by single-cell RNA-Seq.

流式细胞术和荧光激活细胞分拣技术被广泛用于研究内皮细胞,而生成有活力的单细胞悬浮液是必不可少的第一步。胶原酶 A 和分散酶这两种酶法被广泛用于内皮细胞的分离。在本研究中,考虑到回收内皮细胞池的数量、存活率和亚型组成,评估了这两种酶法单独或联合用于从幼鼠和成年小鼠肺中分离内皮细胞的效用。与分散酶相比,胶原酶 A 从发育中的幼鼠肺组织中回收有活力的内皮细胞的效率要高出 8-12 倍,但事实证明分散酶回收上皮细胞的效率更高。单细胞RNA-Seq显示,胶原酶A法回收的内皮细胞池具有多种内皮细胞亚型组成,广泛代表了动脉、毛细血管、静脉和淋巴肺内皮细胞;而分散酶法回收的内皮细胞池高度富集了普通毛细血管内皮细胞亚型,但其他内皮细胞亚型的代表性较差。这些数据表明,通过单细胞 RNA-Seq 评估,组织解离明显影响内皮细胞的恢复以及恢复的内皮细胞池的内皮亚型组成。
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引用次数: 0
Detection of bladder cancer cells using quantitative interferometric label-free imaging flow cytometry 利用定量干涉无标记成像流式细胞术检测膀胱癌细胞
IF 2.5 4区 生物学 Q3 BIOCHEMICAL RESEARCH METHODS Pub Date : 2024-04-26 DOI: 10.1002/cyto.a.24846
Matan Dudaie, Eden Dotan, Itay Barnea, Miki Haifler, Natan T. Shaked

Bladder cancer is one of the most common cancers with a high recurrence rate. Patients undergo mandatory yearly scrutinies, including cystoscopies, which makes bladder cancer highly distressing and costly. Here, we aim to develop a non-invasive, label-free method for the detection of bladder cancer cells in urine samples, which is based on interferometric imaging flow cytometry. Eight urothelial carcinoma and one normal urothelial cell lines, along with red and white blood cells, imaged quantitatively without staining by an interferometric phase microscopy module while flowing in a microfluidic chip, and classified by two machine-learning algorithms, based on deep-learning semantic segmentation convolutional neural network and extreme gradient boosting. Furthermore, urine samples obtained from bladder-cancer patients and healthy volunteers were imaged, and classified by the system. We achieved accuracy and area under the curve (AUC) of 99% and 97% for the cell lines on both machine-learning algorithms. For the real urine samples, the accuracy and AUC were 96% and 96% for the deep-learning algorithm and 95% and 93% for the gradient-boosting algorithm, respectively. By combining label-free interferometric imaging flow cytometry with high-end classification algorithms, we achieved high-performance differentiation between healthy and malignant cells. The proposed technique has the potential to supplant cystoscopy in the bladder cancer surveillance and diagnosis space.

膀胱癌是最常见的癌症之一,复发率很高。患者每年都必须接受包括膀胱镜在内的检查,这使得膀胱癌患者非常痛苦,而且费用高昂。在此,我们旨在开发一种基于干涉成像流式细胞术的无创、无标记方法,用于检测尿液样本中的膀胱癌细胞。八种尿路上皮癌细胞系和一种正常尿路上皮癌细胞系以及红细胞和白细胞在微流控芯片中流动时,无需染色即可通过干涉相位显微镜模块定量成像,并通过基于深度学习语义分割卷积神经网络和极端梯度提升的两种机器学习算法进行分类。此外,该系统还对膀胱癌患者和健康志愿者的尿液样本进行了成像和分类。通过这两种机器学习算法,我们对细胞系的准确率和曲线下面积(AUC)分别达到了 99% 和 97%。对于真实尿液样本,深度学习算法的准确率和AUC分别为96%和96%,梯度提升算法的准确率和AUC分别为95%和93%。通过将无标记干涉成像流式细胞术与高端分类算法相结合,我们实现了对健康细胞和恶性细胞的高性能区分。该技术有望在膀胱癌监测和诊断领域取代膀胱镜检查。
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引用次数: 0
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