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Challenges and Opportunities in the Statistical Analysis of Multiplex Immunofluorescence Data

机译:多重免疫荧光数据统计分析中的挑战与机遇

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摘要

Immune modulation is considered a hallmark of cancer initiation and progression, and has offered promising opportunities for therapeutic manipulation. Multiplex immunofluorescence (mIF) technology has enabled the tumor immune microenvironment (TIME) to be studied at an increased scale, in terms of both the number of markers and the number of samples. Another benefit of mIF technology is the ability to measure not only the abundance but also the spatial location of multiple cells types within a tissue sample simultaneously, allowing for assessment of the co-localization of different types of immune markers. Thus, the use of mIF technologies have enable researchers to characterize patient, clinical, and tumor characteristics in the hope of identifying patients whom might benefit from immunotherapy treatments. In this review we outline some of the challenges and opportunities in the statistical analyses of mIF data to study the TIME.
机译:免疫调节被认为是癌症启动和进展的标志,并为治疗操纵提供了有希望的机会。多重免疫荧光(MIF)技术使肿瘤免疫微环境(时间)以增加的标记数和样品数量的尺寸来研究。 MIF技术的另一个好处是不仅能够同时测量多种细胞在组织样品中的多种细胞类型的空间位置,允许评估不同类型免疫标记的共定位。因此,MIF技术的使用使研究人员能够在希望识别可能受益于免疫治疗的患者的希望中表征患者,临床和肿瘤特征。在这篇综述中,我们概述了MIF数据统计分析中的一些挑战和机会来研究时间。

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