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  • 标题:Analyzing LC-MS/MS data by spectral count and ion abundance: two case studies
  • 本地全文:下载
  • 作者:Thomas I. Milac ; Timothy W. Randolph ; Pei Wang
  • 期刊名称:Statistics and Its Interface
  • 印刷版ISSN:1938-7989
  • 电子版ISSN:1938-7997
  • 出版年度:2012
  • 卷号:5
  • 期号:1
  • 页码:75-87
  • DOI:10.4310/SII.2012.v5.n1.a7
  • 出版社:International Press
  • 摘要:In comparative proteomics studies, LC-MS/MS data is generally quantified using one or both of two measures: the spectral count, derived from the identification of MS/MS spectra, or some measure of ion abundance derived from the LC-MS data. Here we contrast the performance of these measures and show that ion abundance is the more sensitive. We also examine how the conclusions of a comparative analysis are influenced by the manner in which the LC-MS/MS data is ‘rolled up’ to the protein level, and show that divergent conclusions obtained using different rollups can be informative. Our analysis is based on two publicly available reference data sets, BIATECH-54 and CPTAC, which were developed for the purpose of assessing methods used in label-free differential proteomic studies. We find that the use of the ion abundance measure reveals properties of both data sets not readily apparent using the spectral count.
  • 关键词:mass spectrometry; comparative proteomics; ion abundance; spectral count; ion competition
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