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PILOT_PROTEIN:通过高分辨率质谱和混合整数线性优化鉴定未修饰和修饰的蛋白质。

PILOT_PROTEIN: identification of unmodified and modified proteins via high-resolution mass spectrometry and mixed-integer linear optimization.

机构信息

Department of Chemical and Biological Engineering, Princeton University, Princeton, New Jersey 08544, USA.

出版信息

J Proteome Res. 2012 Sep 7;11(9):4615-29. doi: 10.1021/pr300418j. Epub 2012 Jul 26.

DOI:10.1021/pr300418j
PMID:22788846
原文链接:https://pmc.ncbi.nlm.nih.gov/articles/PMC3436967/
Abstract

A novel protein identification framework, PILOT_PROTEIN, has been developed to construct a comprehensive list of all unmodified proteins that are present in a living sample. It uses the peptide identification results from the PILOT_SEQUEL algorithm to initially determine all unmodified proteins within the sample. Using a rigorous biclustering approach that groups incorrect peptide sequences with other homologous sequences, the number of false positives reported is minimized. A sequence tag procedure is then incorporated along with the untargeted PTM identification algorithm, PILOT_PTM, to determine a list of all modification types and sites for each protein. The unmodified protein identification algorithm, PILOT_PROTEIN, is compared to the methods SEQUEST, InsPecT, X!Tandem, VEMS, and ProteinProspector using both prepared protein samples and a more complex chromatin digest. The algorithm demonstrates superior protein identification accuracy with a lower false positive rate. All materials are freely available to the scientific community at http://pumpd.princeton.edu.

摘要

已开发出一种新的蛋白质鉴定框架 PILOT_PROTEIN,用于构建存在于生物样本中的所有未经修饰蛋白质的综合清单。它使用 PILOT_SEQUEL 算法的肽鉴定结果初步确定样本中的所有未经修饰蛋白质。通过使用严格的双聚类方法将不正确的肽序列与其他同源序列分组,最大限度地减少报告的假阳性数量。然后,将序列标记程序与非靶向 PTM 鉴定算法 PILOT_PTM 结合使用,以确定每种蛋白质的所有修饰类型和位置的列表。使用预制蛋白质样本和更复杂的染色质消化物,将未经修饰的蛋白质鉴定算法 PILOT_PROTEIN 与 SEQUEST、InsPecT、X!Tandem、VEMS 和 ProteinProspector 进行比较。该算法具有较低的假阳性率,显示出更高的蛋白质鉴定准确性。所有材料均可在 http://pumpd.princeton.edu 上免费提供给科学界。

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Proteomic interrogation of human chromatin.人类染色质的蛋白质组学研究。
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A survey of computational methods and error rate estimation procedures for peptide and protein identification in shotgun proteomics.用于在鸟枪法蛋白质组学中鉴定肽和蛋白质的计算方法和错误率估计程序的调查。
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