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P-Mart: Interactive Analysis of Ion Abundance Global Proteomics Data
Lisa M Bramer1, Kelly G Stratton1, Amanda M White1
1Computing & Analytics Division , Pacific Northwest National Laboratory , 902 Battelle Boulevard , Richland , Washington 99352 , United States.
Robust and reproducible proteomics analysis is crucial for biomarker discovery. P-Mart software offers a user-friendly, web-based solution for quality control, statistics, and exploration of complex proteomics data, aiding clinical proteomics research.
Area of Science:
- Proteomics
- Biomarker Discovery
- Bioinformatics
Background:
- Mass spectrometry-based proteomics is vital for biomarker discovery in biomedical and environmental research.
- Reproducibility and robustness of omics data analysis are critical challenges in clinical proteomics.
- Identifying reliable clinical diagnostic and prognostic biomarkers is hindered by current analytical limitations.
Purpose of the Study:
- To introduce P-Mart, an interactive web-based software environment for proteomics data analysis.
- To enable domain scientists to perform quality control, statistical analysis, and data exploration without statistical programming expertise.
- To facilitate robust and reproducible analysis of large-complex proteomics datasets.
Main Methods:
- Development of P-Mart as a modular, interactive web-based platform.
- Integration of quality-control processing, statistical analysis, and data exploration modules.
- Implementation of interactive visualization tools for results exploration.
- Generation of comprehensive output files and reports for analysis documentation and reproduction.
Main Results:
- P-Mart provides a non-programmatic interface for complex proteomics data analysis.
- The software enables interactive exploration and visualization of results.
- P-Mart ensures reproducibility through detailed documentation and reporting features.
Conclusions:
- P-Mart addresses the need for robust and reproducible proteomics data analysis in biomarker discovery.
- The software empowers researchers to conduct sophisticated analyses, accelerating the identification of clinical biomarkers.
- P-Mart enhances the accessibility and reliability of omics data interpretation for scientific advancement.
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