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A Self-validating Quantitative Mass Spectrometry Method for Assessing the Accuracy of High-content Phosphoproteomic Experiments

机译:一种用于评估高含量磷酸化蛋白质组实验准确性的自验证定量质谱方法

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摘要

Protein kinase pathways play pivotal roles in cell signaling and biology. The phosphoproteome is a reflection of protein kinase pathway activation and therefore there is considerable interest in its quantification as a means to assess the wiring of signaling networks. Although different approaches for quantitative phosphoproteomics have been described, there is no data on how accurate these are for each quantified phosphorylated site. We report a liquid chromatography-MS approach to objectively assess data quality in high-content comparison of phosphoproteomes in which samples to be compared are mixed at different proportions. The experimental data is then used to derive a linear regression function that allows calculating correlation values, linearity, and accuracy. We applied the technique to investigate phosphorylation in P31/Fuj and Kasumi-1, two leukemia cells lines showing strikingly different sensitivities to scr and PI3K inhibitors. We found that phosphopeptides quantified with accuracy were not always quantified with precision because of low ion statistics contributing to variability. Thus our approach was complementary to standard methods for calculating the precision of replicate measurements based on the coefficient of variation and provided additional information on data quality for each quantified phosphopeptide. We quantified > 2250 phosphorylation sites across cell lines with different levels of sensitivity to kinase inhibitors, of which 1847 showed an accuracy variation of < 30% (with an overall mean of 22%). Hundreds of phosphorylation sites on proteins with diverse function (including kinases, transcription, and translation factors) showed significantly distinct intensities across sensitive and resistant cells lines, indicating that kinase pathways are differentially regulated in cancer cells of distinct sensitivity to signaling inhibitors.
机译:蛋白激酶途径在细胞信号传导和生物学中起关键作用。磷酸化蛋白质组是蛋白激酶途径激活的反映,因此人们对其定量作为评估信号网络布线的一种手段非常感兴趣。尽管已经描述了用于定量磷酸化蛋白质组学的不同方法,但是没有关于每个量化的磷​​酸化位点的准确度的数据。我们报告了一种液相色谱-MS方法,可以客观地评估磷酸化蛋白质组的高含量比较中的数据质量,其中要比较的样品以不同的比例混合。然后,将实验数据用于导出线性回归函数,该函数可以计算相关值,线性和准确性。我们应用了该技术来研究P31 / Fuj和Kasumi-1中的磷酸化,这两种白血病细胞系对scr和PI3K抑制剂的敏感性明显不同。我们发现,由于低离子统计量会导致变异性,因此精确定量的磷酸肽不一定总是精确定量。因此,我们的方法是对基于变异系数计算重复测量精度的标准方法的补充,并为每种量化的磷酸肽提供了有关数据质量的其他信息。我们定量分析了细胞系中对激酶抑制剂的敏感性水平不同的> 2250个磷酸化位点,其中1847个显示的准确度变化<30%(总体平均值为22%)。具有多种功能的蛋白质(包括激酶,转录和翻译因子)上的数百个磷酸化位点在敏感和耐药细胞系中显示出明显不同的强度,表明激酶途径在对信号抑制剂具有不同敏感性的癌细胞中受到差异调节。

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