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优化用于血浆蛋白质组学研究的非依赖数据采集(DIA)谱图库工作流程。

Optimizing data-independent acquisition (DIA) spectral library workflows for plasma proteomics studies.

机构信息

Penn State Cancer Institute, Hershey, Pennsylvania, USA.

Department of Medicine, Milton S. Hershey Medical Center, Hershey, Pennsylvania, USA.

出版信息

Proteomics. 2022 Sep;22(17):e2200125. doi: 10.1002/pmic.202200125. Epub 2022 Jun 22.

Abstract

Traditional data-independent acquisition (DIA) workflows employ off-column fractionation with data-dependent acquisition (DDA) to generate spectral libraries for data extraction. Recent advances have led to the establishment of library-independent approaches for DIA analyses. The selection of a DIA workflow may affect the outcome of plasma proteomics studies. Here, we establish a gas-phase fractionation (GPF) workflow to create DIA libraries for DIA with parallel accumulation and serial fragmentation (diaPASEF). This workflow along with three other workflows, fractionated DDA libraries, fractionated DIA libraries, and predicted spectra libraries, were evaluated on 20 plasma samples from nonsmall cell lung cancer patients with low or high levels of IL-6. We sought to optimize protein identification and total experiment time. The novel GPF workflow for diaPASEF outperformed the traditional ddaPASEF workflow in the number of identified and quantified proteins. A library-independent workflow based on predicted spectra identified and quantified the most proteins in our experiment at the cost of computational power. Overall, the choice of DIA library workflow seemed to have a limited effect on the overall outcome of a plasma proteomics experiment, but it can affect the number of proteins identified and the total experiment time.

摘要

传统的数据非依赖性采集(DIA)工作流程采用离线分馏与数据依赖性采集(DDA)相结合的方法生成用于数据提取的光谱库。最近的进展使得 DIA 分析建立了无需文库的方法。DIA 工作流程的选择可能会影响血浆蛋白质组学研究的结果。在这里,我们建立了一种气相分馏(GPF)工作流程,为平行累积和串行碎裂(diaPASEF)的 DIA 创建 DIA 文库。该工作流程以及其他三个工作流程,即分馏 DDA 文库、分馏 DIA 文库和预测谱文库,在来自低或高水平 IL-6 的非小细胞肺癌患者的 20 个血浆样本上进行了评估。我们旨在优化蛋白质鉴定和总实验时间。新型 GPF 工作流程用于 diaPASEF 在鉴定和定量蛋白质的数量上优于传统的 ddaPASEF 工作流程。基于预测谱的文库独立工作流程以计算能力为代价,在我们的实验中鉴定和定量了最多的蛋白质。总体而言,DIA 文库工作流程的选择似乎对血浆蛋白质组学实验的整体结果影响有限,但它会影响鉴定的蛋白质数量和总实验时间。

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