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FlowFP: A Bioconductor Package for Fingerprinting Flow Cytometric Data

机译:FlowFP:用于指纹流式细胞术数据的生物导体包装

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摘要

A new software package called flowFP for the analysis of flow cytometry data is introduced. The package, which is tightly integrated with other Bioconductor software for analysis of flow cytometry, provides tools to transform raw flow cytometry data into a form suitable for direct input into conventional statistical analysis and empirical modeling software tools. The approach of flowFP is to generate a description of the multivariate probability distribution function of flow cytometry data in the form of a “fingerprint.” As such, it is independent of a presumptive functional form for the distribution, in contrast with model-based methods such as Gaussian Mixture Modeling. FlowFP is computationally efficient and able to handle extremely large flow cytometry data sets of arbitrary dimensionality. Algorithms and software implementation of the package are described. Use of the software is exemplified with applications to data quality control and to the automated classification of Acute Myeloid Leukemia.
机译:介绍了一种新的名为flowFP的软件包,用于分析流式细胞仪数据。该软件包与其他Bioconductor软件紧密集成,可用于流式细胞术分析,提供了将原始流式细胞术数据转换为适合直接输入常规统计分析和经验建模软件工具的形式的工具。 flowFP的方法是生成“指纹”形式的流式细胞术数据的多元概率分布函数描述。因此,与基于模型的方法(例如高斯混合模型)相比,它独立于分布的假定功能形式。 FlowFP具有高效的计算能力,能够处理任意维度的超大型流式细胞仪数据集。描述了该软件包的算法和软件实现。该软件的使用举例说明了数据质量控制和急性髓性白血病自动分类的应用程序。

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