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Evaluating Cellular Polyfunctionality with a Novel Polyfunctionality Index

机译:用新的多功能指数评估细胞多功能

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摘要

Functional evaluation of naturally occurring or vaccination-induced T cell responses in mice, men and monkeys has in recent years advanced from single-parameter (e.g. IFN-γ-secretion) to much more complex multidimensional measurements. Co-secretion of multiple functional molecules (such as cytokines and chemokines) at the single-cell level is now measurable due primarily to major advances in multiparametric flow cytometry. The very extensive and complex datasets generated by this technology raise the demand for proper analytical tools that enable the analysis of combinatorial functional properties of T cells, hence polyfunctionality. Presently, multidimensional functional measures are analysed either by evaluating all combinations of parameters individually or by summing frequencies of combinations that include the same number of simultaneous functions. Often these evaluations are visualized as pie charts. Whereas pie charts effectively represent and compare average polyfunctionality profiles of particular T cell subsets or patient groups, they do not document the degree or variation of polyfunctionality within a group nor does it allow more sophisticated statistical analysis. Here we propose a novel polyfunctionality index that numerically evaluates the degree and variation of polyfuntionality, and enable comparative and correlative parametric and non-parametric statistical tests. Moreover, it allows the usage of more advanced statistical approaches, such as cluster analysis. We believe that the polyfunctionality index will render polyfunctionality an appropriate end-point measure in future studies of T cell responsiveness.
机译:近年来,小鼠,人和猴子中自然发生的或疫苗诱导的T细胞反应的功能评估已从单参数(例如IFN-γ分泌)发展到更为复杂的多维测量。现在主要由于多参数流式细胞术的重大进展,可以测量单细胞水平上多种功能分子(例如细胞因子和趋化因子)的共分泌。通过该技术生成的非常广泛和复杂的数据集提出了对适当分析工具的需求,该分析工具能够分析T细胞的组合功能特性,从而进行多功能性分析。当前,通过分别评估参数的所有组合或通过对包括相同数量的同时函数的组合的频率求和来分析多维功能度量。这些评估通常以饼图形式显示。尽管饼图有效地表示和比较了特定T细胞亚群或患者组的平均多官能图谱,但它们没有记录组内多官能度的程度或变化,也无法进行更复杂的统计分析。在这里,我们提出了一种新颖的多功能性指数,该指数通过数字方式评估了多功能性的程度和变化,并能够进行比较和相关的参数和非参数统计检验。此外,它允许使用更高级的统计方法,例如聚类分析。我们相信,多功能性指数将使多功能性成为未来T细胞反应性研究的适当终点指标。

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