Center for iPS Cell Research and Application, Kyoto University, Kyoto 606-8507, Japan.
MassSoft, Sakyo-ku, Kyoto 606-8501, Japan.
Cells. 2024 Nov 7;13(22):1848. doi: 10.3390/cells13221848.
Recent advancements in mass spectrometry-based proteomics have made it possible to conduct comprehensive protein analysis. In particular, the emergence of the data-independent acquisition (DIA) method powered by machine learning has significantly improved protein identification efficiency. However, compared with the conventional data-dependent acquisition (DDA) method, the degree to which peptides are uniquely identified by DIA and DDA has not been thoroughly examined. In this study, we identified over 10,000 proteins using the DDA and DIA methods and analyzed the characteristics of unique peptides identified by each method. Results showed that the number of peptides uniquely identified by DDA and DIA using the same column type was 19% and 32%, respectively, with shorter peptides preferentially detected by the DIA method. In addition, more DIA-specific peptides were identified, especially during the first 10% of elution time, and the overall 1/ and / shifted toward smaller values than in the DDA method. Furthermore, comparing the phosphorylation and ubiquitination proteome profiles with those of whole-cell lysates by DDA showed that the enrichment of post-translationally modified peptides resulted in wider / and 1/ ranges. Notably, the ubiquitin peptide-enriched samples displayed lower / values than the phospho-proteome. These findings suggest a bias in the types of peptides identified by the acquisition method and the importance of setting appropriate ranges for DIA based on the post-translational modification of peptide characteristics.
基于质谱的蛋白质组学的最新进展使得进行全面的蛋白质分析成为可能。特别是,基于机器学习的数据非依赖性采集(DIA)方法的出现,显著提高了蛋白质鉴定效率。然而,与传统的数据依赖性采集(DDA)方法相比,DIA 和 DDA 唯一识别肽的程度尚未得到彻底检查。在这项研究中,我们使用 DDA 和 DIA 方法鉴定了超过 10000 种蛋白质,并分析了每种方法鉴定的独特肽的特征。结果表明,使用相同柱类型时,DDA 和 DIA 分别有 19%和 32%的独特肽被识别,DIA 方法优先检测短肽。此外,鉴定出更多的 DIA 特异性肽,特别是在洗脱时间的前 10%,并且整体 1/ 和 / 比 DDA 方法的更小值。此外,通过 DDA 比较磷酸化和泛素化蛋白质组与全细胞裂解物的蛋白质组谱表明,翻译后修饰肽的富集导致更宽的 / 和 1/ 范围。值得注意的是,富含泛素肽的样品的 / 值低于磷酸化蛋白质组。这些发现表明,采集方法识别的肽类型存在偏差,并且根据肽特征的翻译后修饰为 DIA 设置适当的范围非常重要。