4.7 Article

TopPICR: A Companion R Package for Top-Down Proteomics Data Analysis

期刊

JOURNAL OF PROTEOME RESEARCH
卷 22, 期 2, 页码 399-409

出版社

AMER CHEMICAL SOC
DOI: 10.1021/acs.jproteome.2c00570

关键词

top-down proteomics; label free quantification; FAIMS; proteoform quantification; TopPIC

向作者/读者索取更多资源

Top-down proteomics is a developing field that analyzes proteins in their intact form without proteolysis. However, limitations in instrumentation and data interpretation have hindered its progress. TopPICR is a companion R package that extends the capabilities of the popular proteoform identification tool, TopPIC, to label-free proteoform quantification. The pipeline includes several key steps, such as filtering identifications and compiling feature intensities, and the output is compatible with downstream data analysis packages from the Bioconductor project.
Top-down proteomics is the analysis of proteins in their intact form without proteolysis, thus preserving valuable information about post-translational modifications, isoforms, and proteolytic processing. However, it is still a developing field due to limitations in the instrumentation, difficulties with the interpretation of complex mass spectra, and a lack of well-established quantification approaches. TopPIC is one of the popular tools for proteoform identification. We extended its capabilities into label-free proteoform quantification by developing a companion R package (TopPICR). Key steps in the TopPICR pipeline include filtering identifications, inferring a minimal set of protein accessions explaining the observed sequences, aligning retention times, recalibrating measured masses, clustering features across data sets, and finally compiling feature intensities using the match-between-runs approach. The output of the pipeline is an MSnSet object which makes downstream data analysis seamlessly compatible with packages from the Bioconductor project. It also provides the capability for visualizing proteoforms within the context of the parent protein sequence. The functionality of TopPICR is demonstrated on top-down LC-MS/MS data sets of 10 human-in-mouse xenografts of luminal and basal breast tumor samples.

作者

我是这篇论文的作者
点击您的名字以认领此论文并将其添加到您的个人资料中。

评论

主要评分

4.7
评分不足

次要评分

新颖性
-
重要性
-
科学严谨性
-
评价这篇论文

推荐

暂无数据
暂无数据