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利用双重搜索Δ评分策略从全局 shotgun 蛋白质组学数据中准确鉴定脱酰胺和瓜氨酸化。

Accurate Identification of Deamidation and Citrullination from Global Shotgun Proteomics Data Using a Dual-Search Delta Score Strategy.

机构信息

Biological Sciences Division, Pacific Northwest National Laboratory, Richland, Washington 99354, United States.

Geomicrobiology Laboratory, State Key Laboratory of Biogeology and Environmental Geology, China University of Geosciences, Beijing 100083, China.

出版信息

J Proteome Res. 2020 Apr 3;19(4):1863-1872. doi: 10.1021/acs.jproteome.9b00766. Epub 2020 Mar 23.

Abstract

Proteins with deamidated/citrullinated amino acids play critical roles in the pathogenesis of many human diseases; however, identifying these modifications in complex biological samples has been an ongoing challenge. Herein we present a method to accurately identify these modifications from shotgun proteomics data generated by a deep proteome profiling study of human pancreatic islets obtained by laser capture microdissection. All MS/MS spectra were searched twice using MSGF+ database matching, with and without a dynamic +0.9840 Da mass shift modification on amino acids asparagine, glutamine, and arginine (NQR). Consequently, each spectrum generates two peptide-to-spectrum matches (PSMs) with MSGF+ scores, which were used for the Delta Score calculation. It was observed that all PSMs with positive Delta Score values were clustered with mass errors around 0 ppm, while PSMs with negative Delta Score values were distributed nearly equally within the defined mass error range (20 ppm) for database searching. To estimate false discovery rate (FDR) of modified peptides, a "target-mock" strategy was applied in which data sets were searched against a concatenated database containing "real-modified" (+0.9840 Da) and "mock-modified" (+1.0227 Da) peptide masses. The FDR was controlled to ∼2% using a Delta Score filter value greater than zero. Manual inspection of spectra showed that PSMs with positive Delta Score values contained deamidated/citrullinated fragments in their MS/MS spectra. Many citrullinated sites identified in this study were biochemically confirmed as autoimmunogenic epitopes of autoimmune diseases in literature. The results demonstrated that in situ deamidated/citrullinated peptides can be accurately identified from shotgun tissue proteomics data using this dual-search Delta Score strategy. Raw MS data is available at ProteomeXchange (PXD010150).

摘要

具有脱酰胺/瓜氨酸化氨基酸的蛋白质在许多人类疾病的发病机制中起着关键作用;然而,在复杂的生物样本中鉴定这些修饰一直是一个持续的挑战。在此,我们介绍了一种方法,可以从通过激光捕获显微切割获得的人类胰岛的深度蛋白质组 profiling 研究产生的 shotgun 蛋白质组学数据中准确识别这些修饰。所有 MS/MS 谱都使用 MSGF+数据库匹配进行了两次搜索,一次是在天冬酰胺、谷氨酰胺和精氨酸(NQR)的氨基酸上带有动态+0.9840 Da 质量偏移修饰,另一次没有。因此,每个谱都生成了具有 MSGF+分数的两个肽与谱匹配(PSM),用于计算 Delta 分数。结果观察到,所有具有正 Delta 分数值的 PSM 都聚集在质量误差约为 0 ppm 的周围,而具有负 Delta 分数值的 PSM 则几乎均匀地分布在数据库搜索定义的质量误差范围内(20 ppm)。为了估计修饰肽的假发现率(FDR),应用了“靶标-模拟”策略,其中数据集是针对包含“真实修饰”(+0.9840 Da)和“模拟修饰”(+1.0227 Da)肽质量的串联数据库进行搜索的。使用大于零的 Delta 分数筛选值将 FDR 控制在约 2%。对光谱的手动检查表明,具有正 Delta 分数值的 PSM 在其 MS/MS 光谱中包含脱酰胺/瓜氨酸化片段。本研究中鉴定的许多瓜氨酸化位点在文献中被证实为自身免疫性疾病的自身免疫抗原表位。结果表明,使用这种双搜索 Delta 分数策略,可以从 shotgun 组织蛋白质组学数据中准确识别原位脱酰胺/瓜氨酸化肽。原始 MS 数据可在 ProteomeXchange(PXD010150)获得。

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