Parker Sarah J, Rost Hannes, Rosenberger George, Collins Ben C, Malmström Lars, Amodei Dario, Venkatraman Vidya, Raedschelders Koen, Van Eyk Jennifer E, Aebersold Ruedi
‡‡Advanced Clinical Biosystems Research Institute, The Heart Institute, and Department of Medicine, Cedars-Sinai Medical Center, Los Angeles, California;
§Department of Biology, Institute of Molecular Systems Biology, ETH Zurich, Zurich, Switzerland; ¶PhD Program in Systems Biology, University of Zurich and ETH Zurich, Zurich, Switzerland;
Mol Cell Proteomics. 2015 Oct;14(10):2800-13. doi: 10.1074/mcp.O114.042267. Epub 2015 Jul 21.
Accurate knowledge of retention time (RT) in liquid chromatography-based mass spectrometry data facilitates peptide identification, quantification, and multiplexing in targeted and discovery-based workflows. Retention time prediction is particularly important for peptide analysis in emerging data-independent acquisition (DIA) experiments such as SWATH-MS. The indexed RT approach, iRT, uses synthetic spiked-in peptide standards (SiRT) to set RT to a unit-less scale, allowing for normalization of peptide RT between different samples and chromatographic set-ups. The obligatory use of SiRTs can be costly and complicates comparisons and data integration if standards are not included in every sample. Reliance on SiRTs also prevents the inclusion of archived mass spectrometry data for generation of the peptide assay libraries central to targeted DIA-MS data analysis. We have identified a set of peptide sequences that are conserved across most eukaryotic species, termed Common internal Retention Time standards (CiRT). In a series of tests to support the appropriateness of the CiRT-based method, we show: (1) the CiRT peptides normalized RT in human, yeast, and mouse cell lysate derived peptide assay libraries and enabled merging of archived libraries for expanded DIA-MS quantitative applications; (2) CiRTs predicted RT in SWATH-MS data within a 2-min margin of error for the majority of peptides; and (3) normalization of RT using the CiRT peptides enabled the accurate SWATH-MS-based quantification of 340 synthetic isotopically labeled peptides that were spiked into either human or yeast cell lysate. To automate and facilitate the use of these CiRT peptide lists or other custom user-defined internal RT reference peptides in DIA workflows, an algorithm was designed to automatically select a high-quality subset of datapoints for robust linear alignment of RT for use. Implementations of this algorithm are available for the OpenSWATH and Skyline platforms. Thus, CiRT peptides can be used alone or as a complement to SiRTs for RT normalization across peptide spectral libraries and in quantitative DIA-MS studies.
准确了解基于液相色谱的质谱数据中的保留时间(RT)有助于在靶向和基于发现的工作流程中进行肽段鉴定、定量和多路复用。保留时间预测对于新兴的数据非依赖型采集(DIA)实验(如SWATH-MS)中的肽段分析尤为重要。索引保留时间方法(iRT)使用合成的加标肽标准品(SiRT)将保留时间设置为无量纲尺度,从而实现不同样品和色谱设置之间肽段保留时间的归一化。如果每个样品中不包含标准品,强制使用SiRTs可能成本高昂,并且会使比较和数据整合变得复杂。对SiRTs的依赖还会妨碍纳入存档的质谱数据以生成靶向DIA-MS数据分析核心的肽段分析文库。我们已经鉴定出一组在大多数真核生物物种中保守的肽段序列,称为通用内部保留时间标准品(CiRT)。在一系列支持基于CiRT方法适用性的测试中,我们表明:(1)CiRT肽段在人、酵母和小鼠细胞裂解物衍生的肽段分析文库中实现了保留时间归一化,并能够合并存档文库以扩展DIA-MS定量应用;(2)对于大多数肽段,CiRTs在SWATH-MS数据中预测的保留时间误差在2分钟以内;(3)使用CiRT肽段进行保留时间归一化能够基于SWATH-MS准确量化添加到人或酵母细胞裂解物中的340种合成同位素标记肽段。为了在DIA工作流程中自动化并便于使用这些CiRT肽段列表或其他用户自定义的内部保留时间参考肽段,设计了一种算法,用于自动选择高质量的数据点子集,以进行保留时间的稳健线性比对以供使用。该算法的实现可用于OpenSWATH和Skyline平台。因此,CiRT肽段可单独使用或作为SiRTs的补充,用于跨肽段谱库和定量DIA-MS研究中的保留时间归一化。