Discovering Novel Proteoforms Using Proteogenomic Workflows Within the Galaxy Bioinformatics Platform
Praveen Kumar1,2,3, James E Johnson4, Thomas McGowan4
1Data Sciences & Quantitative Biology, Discovery Sciences, AstraZeneca, Waltham, MA, USA.
Proteogenomics integrates proteomics and sequencing to identify novel protein variants and improve genome annotation. A new Galaxy workflow simplifies this complex multi-omics analysis, enhancing reproducibility for researchers.
Area of Science:
- Multi-omics research
- Proteomics
- Genomics
Background:
- Proteogenomics combines mass spectrometry-based proteomics with high-throughput sequencing.
- It aids in genomic annotation and identifies variant proteins from genomic variations like SNPs and Indels.
- Existing proteogenomic workflows involve complex, disparate software, hindering accessibility and reproducibility.
Purpose of the Study:
- To describe a user-friendly, reproducible proteogenomic analysis workflow.
- To leverage the Galaxy platform for integrated multi-omics data analysis.
- To facilitate the identification and classification of novel protein variants.
Main Methods:
- Development of an open-source, web-based Galaxy workflow for proteogenomic analysis.
- Creation of customized protein sequence databases.
- Matching spectral data against databases to identify peptide sequences and novel proteoforms.
- Variant classification and genomic visualization.
Main Results:
- The Galaxy workflow successfully integrates disparate software for proteogenomic analysis.
- It enables efficient matching of spectral data to customized databases.
- Novel protein variants are identified, classified, and visualized against the genome.
- The workflow enhances usability and reproducibility in proteogenomic studies.
Conclusions:
- The described Galaxy-based workflow simplifies complex proteogenomic analyses.
- It improves accessibility for researchers lacking extensive computational expertise.
- This approach enhances the reproducibility and efficiency of identifying and characterizing protein variants.
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