Ntai Ioanna, Kim Kyunggon, Fellers Ryan T, Skinner Owen S, Smith Archer D, Early Bryan P, Savaryn John P, LeDuc Richard D, Thomas Paul M, Kelleher Neil L
Departments of Chemistry, Molecular Biosciences and the Proteomics Center of Excellence , 2145 N. Sheridan Road, Evanston, Illinois 60208, United States.
Anal Chem. 2014 May 20;86(10):4961-8. doi: 10.1021/ac500395k. Epub 2014 May 7.
With the prospect of resolving whole protein molecules into their myriad proteoforms on a proteomic scale, the question of their quantitative analysis in discovery mode comes to the fore. Here, we demonstrate a robust pipeline for the identification and stringent scoring of abundance changes of whole protein forms <30 kDa in a complex system. The input is ~100-400 μg of total protein for each biological replicate, and the outputs are graphical displays depicting statistical confidence metrics for each proteoform (i.e., a volcano plot and representations of the technical and biological variation). A key part of the pipeline is the hierarchical linear model that is tailored to the original design of the study. Here, we apply this new pipeline to measure the proteoform-level effects of deleting a histone deacetylase (rpd3) in S. cerevisiae. Over 100 proteoform changes were detected above a 5% false positive threshold in WT vs the Δrpd3 mutant, including the validating observation of hyperacetylation of histone H4 and both H2B isoforms. Ultimately, this approach to label-free top down proteomics in discovery mode is a critical technical advance for testing the hypothesis that whole proteoforms can link more tightly to complex phenotypes in cell and disease biology than do peptides created in shotgun proteomics.
随着在蛋白质组规模上将完整蛋白质分子解析为其众多蛋白质异构体的前景出现,发现模式下对它们进行定量分析的问题就凸显出来。在此,我们展示了一种强大的流程,用于在复杂系统中鉴定分子量小于30 kDa的完整蛋白质形式的丰度变化并进行严格评分。每个生物学重复的输入是约100 - 400 μg总蛋白质,输出是描绘每个蛋白质异构体统计置信度指标的图形显示(即火山图以及技术和生物学变异的表示)。该流程的一个关键部分是针对研究的原始设计量身定制的分层线性模型。在此,我们应用这个新流程来测量酿酒酵母中删除组蛋白去乙酰化酶(rpd3)对蛋白质异构体水平的影响。在野生型与Δrpd3突变体中,在5%假阳性阈值以上检测到超过100种蛋白质异构体变化,包括对组蛋白H4和两种H2B异构体高乙酰化的验证观察。最终,这种发现模式下的无标记自上而下蛋白质组学方法是一项关键的技术进步,用于检验这样一个假设:与鸟枪法蛋白质组学中产生的肽段相比,完整蛋白质异构体在细胞和疾病生物学中能更紧密地与复杂表型相关联。