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MetaProD: A Highly-Configurable Mass Spectrometry Analyzer for Multiplexed Proteomic and Metaproteomic Data
Jamie Canderan1, Moses Stamboulian1, Yuzhen Ye2
1Informatics Department, Luddy School of Informatics, Computing and Engineering, Indiana University, Bloomington, Indiana 47408, United States.
MetaProD is an open-source pipeline that accelerates microbiome analysis using multiplexed mass spectrometry. It efficiently identifies proteins and reveals differences in human and bacterial proteins in cancer tissues.
Area of Science:
- Microbiology
- Bioinformatics
- Proteomics
Background:
- The human microbiome plays a crucial role in health, influencing disease and immune responses.
- Mass spectrometry is vital for microbiome analysis but is often time-consuming and complex.
- Multiplexing techniques can enhance the speed and accuracy of mass spectrometry workflows.
Purpose of the Study:
- To introduce MetaProD (MetaProteomics in Django), a configurable, open-source pipeline for metaproteomic data analysis.
- To support both label-free and multiplexed mass spectrometry data.
- To provide a web-based interface for user-friendly configuration and data access.
Main Methods:
- Development of the MetaProD pipeline using open-source tools and Django framework.
- Benchmarking MetaProD with multiple metaproteomic datasets for performance evaluation.
- Application of MetaProD to a multiplexed cancer dataset for differential protein expression analysis.
Main Results:
- MetaProD demonstrated fast and efficient identification of peptides and proteins.
- The pipeline identified a greater number of differentially expressed human proteins in cancer versus healthy tissues compared to prior studies.
- Bacterial proteins, including differentially abundant species, were identified in the cancer samples.
Conclusions:
- MetaProD offers a significant advancement in metaproteomic data analysis, enhancing speed and efficiency.
- The pipeline facilitates deeper insights into host-microbe interactions, particularly in disease contexts like cancer.
- MetaProD's open-source nature and web interface promote accessibility and broader adoption in microbiome research.
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