生物导体
R包
统计过程控制
计算机科学
数据挖掘
数据采集
统计模型
控制图
质谱法
过程(计算)
化学
色谱法
机器学习
计算科学
基因
操作系统
生物化学
作者
Eralp Doğu,Sara Mohammad Taheri,Roger Olivella,Florian Marty,Ian Lienert,Lukas Reiter,Eduard Sabidó,Olga Vitek
标识
DOI:10.1021/acs.jproteome.8b00732
摘要
MSstatsQC is an R/Bioconductor package for statistical monitoring of longitudinal system suitability and quality control in mass spectrometry-based proteomics. MSstatsQC was initially designed for targeted selected reaction monitoring experiments. This paper presents an extension, MSstatsQC 2.0, that supports experiments with global data-dependent and data-independent acquisition. The extension implements data processing and analyses that are specific to these acquisition types. It relies on state-of-the-art methods of statistical process control to detect deviations from optimal performance of various metrics (such as intensity and retention time of chromatographic peaks) and to summarize the results across multiple metrics and analytes. Additionally, the web-based graphical user interface MSstatsQCgui, implemented as a separate R/Bioconductor package, provides a user-friendly way to visualize and report the results from MSstatsQC 2.0.
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