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Automated methods for improved protein identification by peptide mass fingerprinting

机译:通过肽质量指纹图谱改善蛋白质鉴定的自动化方法

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摘要

In order to maximize protein identification by peptide mass fingerprinting noise peaks must be removed from spectra and recalibration is often required. The preprocessing of the spectra before database searching is essential but is time-consuming. Nevertheless, the optimal database search parameters often vary over a batch of samples. For high-throughput protein identification, these factors should be set automatically, with no or little human intervention. In the present work automated batch filtering and recalibration using a statistical filter is described. The filter is combined with multiple data searches that are performed automatically. We show that, using several hundred protein digests, protein identification rates could be more than doubled, compared to standard database searching. Furthermore, automated large-scale in-gel digestion of proteins with endoproteinase LysC, and matrix-assisted laser desorption/ionization-time of flight (MALDI-TOF) analysis, followed by subsequent trypsin digestion and MALDI-TOF analysis were performed. Several proteins could be identified only after digestion with one of the enzymes, and some less significant protein identifications were confirmed after digestion with the other enzyme. The results indicate that identification of especially small and low-abundance proteins could be significantly improved after sequential digestions with two enzymes.
机译:为了通过肽质量指纹图谱最大程度地鉴定蛋白质,必须从光谱中去除噪声峰,并且经常需要重新校准。在数据库搜索之前对光谱进行预处理是必不可少的,但很耗时。但是,最佳数据库搜索参数通常在一批样本中有所不同。对于高通量蛋白质鉴定,应自动设置这些因素,而无需或只需很少的人工干预。在本工作中,描述了使用统计过滤器的自动批量过滤和重新校准。该过滤器与自动执行的多个数据搜索结合在一起。我们显示,与标准数据库搜索相比,使用数百种蛋白质摘要,蛋白质识别率可以提高一倍以上。此外,使用内切蛋白酶LysC对蛋白质进行了大规模的凝胶内自动消化,并进行了基质辅助的激光解吸/电离飞行时间(MALDI-TOF)分析,随后进行了胰蛋白酶消化和MALDI-TOF分析。仅在用一种酶消化后才能鉴定出几种蛋白质,而在用另一种酶消化后,可以确认一些不太重要的蛋白质鉴定。结果表明,用两种酶顺序消化后,可以显着改善特别小的和低丰度蛋白的鉴定。

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