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Finding a Needle in a Haystack

机译:在干草堆中找针

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Rare-event analysis (REA) is the art of finding a needle in a haystack,confirming that it is a needle,and making measurements to determine what kind of needle it is.A rare event is typically one occurring at a frequency of below 1 in 1,000 (0.1%) [1,2].Numerous measurements are needed to detect rare events,such as tumour cells in peripheral blood,and it was historically a long-winded process as conventional-speed flow analysers had a maximum acquisition speed of 1,000-3,000 events per second.Modern flow cytometers can detect up to 10,000 events per second [3],leading to flow cytometry-based assays increasingly being used for oncological REA.Results from up to 10 million cells [3] can now be collected but,often,the bottleneck shifted to data analysis since most current flow cytometry software has problems analysing large data flies.
机译:稀有事件分析(REA)是在大海捞针中寻找针头,确认其为针头并进行测量以确定其是哪种针头的艺术。罕见事件通常是一种频率低于1的事件(1,000)(0.1%)[1,2]中的数据。需要进行大量测量以检测罕见事件,例如外周血中的肿瘤细胞,并且历史上这是一个漫长的过程,因为常规速度的流量分析仪的最大采集速度为每秒1,000-3,000个事件。现代流式细胞仪每秒最多可检测10,000个事件[3],导致基于流式细胞仪的测定法越来越多地用于肿瘤REA。现在可以收集多达一千万个细胞的结果[3]。但是,由于大多数当前的流式细胞仪软件在分析大数据蝇方面存在问题,因此瓶颈通常转移到了数据分析上。

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