JUMPlib: Integrative Search Tool Combining Fragment Ion Indexing with Comprehensive TMT Spectral Libraries
The identification of peptides is a cornerstone of mass spectrometry-based proteomics. Spectral library-based algorithms are well-established methods to enhance the identification efficiency of peptides during database searches in proteomics. However, these algorithms are not specifically tailored for tandem mass tag (TMT)-based proteomics due to the lack of high-quality TMT spectral libraries. Here, we introduce JUMPlib, a computational tool for a TMT-based spectral library search. JUMPlib comprises components for generating spectral libraries, conducting library searches, filtering peptide identifications, and quantifying peptides and proteins. Fragment ion indexing in the libraries increases the search speed and utilizing the experimental retention time of precursor ions improves peptide identification. We found that methionine oxidation is a major factor contributing to large shifts in peptide retention time. To test the JUMPlib program, we curated two comprehensive human libraries for the labeling of TMT6/10/11 and TMT16/18 reagents, with ∼286,000 precursor ions and ∼304,000 precursor ions, respectively. Our analyses demonstrate that JUMPlib, employing the fragment ion index strategy, enhances search speed and exhibits high sensitivity and specificity, achieving approximately a 25% increase in peptide-spectrum matches compared to other search tools. Overall, JUMPlib serves as a streamlined computational platform designed to enhance peptide identification in TMT-based proteomics. Both the JUMPlib source code and libraries are publicly available.
Authors
- Junmin Peng (ORCID: https://orcid.org/0000-0003-0472-7648)
- Anthony A. High (ORCID: https://orcid.org/0000-0003-2323-5649)
- Yingxue Fu (ORCID: https://orcid.org/0000-0003-3052-4131)
- Long Wu (ORCID: https://orcid.org/0000-0002-3566-9818)
- Him K. Shrestha (ORCID: https://orcid.org/0000-0001-9686-357X)
- Suresh Poudel (ORCID: https://orcid.org/0000-0003-2333-3556)
- Zuo‐Fei Yuan (ORCID: https://orcid.org/0000-0003-1252-6766)
- Xusheng Wang (ORCID: https://orcid.org/0000-0002-1759-9588)
Institutions
- St. Jude Children's Research Hospital (US)
- University of Tennessee Health Science Center (US)
- Proteogenomics Research Institute for Systems Medicine (US)
- Institut thématique Génétique, génomique et bioinformatique (FR)
- Institute of Neurobiology (BG)
Publication Details
- Journal
- Journal of Proteome Research
- Published
- 2024-12-23
- DOI
- https://doi.org/10.1021/acs.jproteome.4c00410
- Primary Topic
- Advanced Proteomics Techniques and Applications
- Type
- article
- Field-Weighted Citation Impact
- 0.00
Funders
- St. Jude Children's Research Hospital
- American Lebanese Syrian Associated Charities
- National Institutes of Health
- National Institute on Aging