PMconv: How to Compare Proteomes and Metabolomes?
Anna Kozlova1, Anna Kliuchnikova1, Arina Gordeeva1
1Institute of Biomedical Chemistry, 119121 Moscow, Russia.
PMconv is a new web tool that maps proteomic and metabolomic data, overcoming challenges in multi-omics integration. It helps generate hypotheses by linking molecules and proteins within cellular compartments.
Area of Science:
- Biochemistry
- Bioinformatics
- Systems Biology
Background:
- Integrating proteomic and metabolomic data is complex due to intricate molecular relationships and cellular compartmentalization.
- Existing methods struggle to bridge the gap between protein and metabolite datasets effectively.
Purpose of the Study:
- To develop a novel web-based application, PMconv, for bidirectional knowledge-based mapping of proteomic and metabolomic datasets.
- To facilitate hypothesis generation and feature engineering in multi-omics research by inferring potential biochemical connections.
Main Methods:
- PMconv leverages curated associations from the Human Metabolome Database (HMDB) and protein interaction data from STRING.
- The application infers biochemical connections between detected molecules and pathway-annotated partners.
- It supports interactive network visualization and integrates compartment annotations from the Human Protein Atlas.
Main Results:
- PMconv enables the bidirectional mapping of proteomic and metabolomic data, addressing integration challenges.
- The tool infers potential biochemical links by integrating protein interaction and metabolite databases.
- Spatial contextualization is enhanced through the export of compartment annotations.
Conclusions:
- PMconv serves as a valuable exploratory resource for multi-omics research, aiding hypothesis generation.
- The application facilitates the understanding of complex molecular interactions within cellular contexts.
- Knowledge-derived associations require experimental validation for compartment-specific interpretation.
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