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WebFlow: A Software Package for High-Throughput Analysis of Flow Cytometry Data

机译:WebFlow:用于流式细胞术数据高通量分析的软件包

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摘要

Flow cytometry has emerged as a powerful tool for quantitative, single-cell analysis of both surface markers and intracellular antigens, including phosphoproteins and kinase signaling cascades, with the flexibility to process hundreds of samples in multiwell plate format. Quantitative flow cytometric analysis is being applied in many areas of biology, from the study of immunology in animal models or human patients to high-content drug screening of pharmacologically active compounds. However, these experiments generate thousands of data points per sample, each with multiple measured parameters, leading to data management and analysis challenges. We developed WebFlow (http://webflow.stanford.edu), a web server-based software package to manage, analyze, and visualize data from flow cytometry experiments. WebFlow is accessible via standard web browsers and does not require users to install software on their personal computers. The software enables plate-based annotation of large data sets, which provides the basis for exploratory data analysis tools and rapid visualization of multiple different parameters. These tools include custom user-defined statistics to normalize data to other wells or other channels, as well as interactive, user-selectable heat maps for viewing the underlying single-cell data. The web-based approach of WebFlow allows for sharing of data with collaborators or the general public. WebFlow provides a novel platform for quantitative analysis of flow cytometric data from high-throughput drug screening or disease profiling experiments.
机译:流式细胞仪已成为一种强大的工具,可以对表面标志物和细胞内抗原(包括磷蛋白和激酶信号转导级联)进行定量,单细胞分析,并可以灵活地处理多孔板形式的数百个样品。从动物模型或人类患者的免疫学研究到药理活性化合物的高含量药物筛选,定量流式细胞术分析已应用于生物学的许多领域。但是,这些实验每个样品会生成数千个数据点,每个数据点都有多个测量参数,这给数据管理和分析带来了挑战。我们开发了WebFlow(http://webflow.stanford.edu),这是一个基于Web服务器的软件包,用于管理,分析和可视化流式细胞术实验的数据。可通过标准Web浏览器访问WebFlow,并且不需要用户在其个人计算机上安装软件。该软件可以对大型数据集进行基于板的注释,这为探索性数据分析工具和多个不同参数的快速可视化提供了基础。这些工具包括用于将数据归一化到其他孔或其他通道的自定义用户定义统计信息,以及用于查看基础单细胞数据的交互式,用户可选的热图。 WebFlow的基于Web的方法允许与合作者或公众共享数据。 WebFlow提供了一个新颖的平台,用于对来自高通量药物筛选或疾病分析实验的流式细胞术数据进行定量分析。

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