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ProteoViz: a tool for the analysis and interactive visualization of phosphoproteomics data

机译:Proteoviz:一种用于分析和交互式磷蛋白酶数据的可视化的工具

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摘要

Quantitative proteomics generates large datasets with increasing depth and quantitative information. With the advance of mass spectrometry and increasingly larger data sets, streamlined methodologies and tools for analysis and visualization of phosphoproteomics are needed both at the protein and modified peptide levels. To assist in addressing this need, we developed ProteoViz, which includes a set of R scripts that perform normalization and differential expression analysis of both the proteins and enriched phosphorylated peptides, and identify sequence motifs, kinases, and gene set enrichment pathways. The tool generates interactive visualization plots that allow users to interact with the phosphoproteomics results and quickly identify proteins and phosphorylated peptides of interest for their biological study. The tool also links significant phosphosites with sequence motifs and pathways that will help explain the experimental conditions and guide future experiments. Here, we present the workflow and demonstrate its functionality by analyzing a phosphoproteomic data set from two lymphoma cell lines treated with kinase inhibitors.
机译:定量蛋白质组学以增加深度和定量信息产生大型数据集。随着质谱的进展和越来越大的数据集,在蛋白质和改性肽水平下需要流线型方法和用于分析和可视化的用于分析和可视化的工具。为了协助解决这种需求,我们开发了Proteoviz,其包括一组R脚本,其对蛋白质和富含磷酸化肽的常规和差异表达分析进行了归一化和差异表达分析,并鉴定序列基序,激酶和基因设定富集途径。该工具生成交互式可视化图,允许用户与磷蛋白质结果相互作用,并快速鉴定其生物学研究的蛋白质和磷酸化肽。该工具还将显着的磷酸水与序列图和途径连接,有助于解释实验条件并引导未来的实验。在这里,我们通过分析由激酶抑制剂处理的两种淋巴瘤细胞系中分析磷蛋白酶数据来展示工作流程并证明其功能。

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  • 来源
    《Molecular BioSystems》 |2020年第4期|316-326|共11页
  • 作者单位

    Department of Biochemistry and Molecular Biology University of Arkansas for Medical Sciences 4301 West Markham Street (slot 516) Little Rock AR 72205-7199 USA;

    Department of Biochemistry and Molecular Biology University of Arkansas for Medical Sciences 4301 West Markham Street (slot 516) Little Rock AR 72205-7199 USA;

    Department of Biochemistry and Molecular Biology University of Arkansas for Medical Sciences 4301 West Markham Street (slot 516) Little Rock AR 72205-7199 USA;

    Department of Biochemistry and Molecular Biology University of Arkansas for Medical Sciences 4301 West Markham Street (slot 516) Little Rock AR 72205-7199 USA Arkansas Children’s Research Institute 13 Children’s Way Little Rock AR 72202 USA;

    Department of Biochemistry and Molecular Biology University of Arkansas for Medical Sciences 4301 West Markham Street (slot 516) Little Rock AR 72205-7199 USA;

    Department of Biochemistry and Molecular Biology University of Arkansas for Medical Sciences 4301 West Markham Street (slot 516) Little Rock AR 72205-7199 USA;

    Department of Biochemistry and Molecular Biology University of Arkansas for Medical Sciences 4301 West Markham Street (slot 516) Little Rock AR 72205-7199 USA Arkansas Children’s Research Institute 13 Children’s Way Little Rock AR 72202 USA;

    College of Medicine University of Arkansas for Medical Sciences Little Rock AR 72205 USA;

    Department of Pharmaceutical Sciences College of Pharmacy University of Arkansas for Medical Sciences Little Rock AR 72205 USA;

    Department of Pharmaceutical Sciences College of Pharmacy University of Arkansas for Medical Sciences Little Rock AR 72205 USA;

    Department of Pharmaceutical Sciences College of Pharmacy University of Arkansas for Medical Sciences Little Rock AR 72205 USA;

    Department of Biochemistry and Molecular Biology University of Arkansas for Medical Sciences 4301 West Markham Street (slot 516) Little Rock AR 72205-7199 USA;

    Department of Biochemistry and Molecular Biology University of Arkansas for Medical Sciences 4301 West Markham Street (slot 516) Little Rock AR 72205-7199 USA Arkansas Children’s Research Institute 13 Children’s Way Little Rock AR 72202 USA;

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