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Updated: Sep 8, 2025

An Integrated Workflow of Identification and Quantification on FDR Control-Based Untargeted Metabolome
Published on: September 20, 2022
PeakForest: a multi-platform digital infrastructure for interoperable metabolite spectral data and metadata
Nils Paulhe1, Cécile Canlet2, Annelaure Damont3
1Université Clermont Auvergne, INRAE, UNH, Plateforme d'Exploration du Métabolisme, MetaboHUB Clermont, Clermont-Ferrand, France.
PeakForest is an open-source tool that streamlines metabolomics research by organizing spectral data for accurate metabolite identification. This infrastructure enhances data management and sharing across laboratories, improving annotation accuracy.
Area of Science:
- Metabolomics
- Bioinformatics
- Data Management
Background:
- Metabolomics research relies heavily on accurate feature annotation and metabolite identification.
- Challenges include a lack of spectral reference data and difficulties in data management and inter-laboratory exchange.
Purpose of the Study:
- To develop an open-source infrastructure for hosting nuclear magnetic resonance (NMR) and mass spectra (MS).
- To provide a web interface and web services for metabolite annotation and laboratory data management.
Main Methods:
- Developed PeakForest, an open-source Java tool with APIs for local deployment.
- Incorporated standardized operating procedures and formats for data quality and interoperability, adhering to FAIR principles.
Main Results:
- PeakForest captures and stores experimental MS and NMR metadata and signal annotations.
- Provides a structured database for curating, browsing, and reusing spectral information.
- Facilitates data formalization, centralization, and sharing across laboratories.
Conclusions:
- PeakForest addresses the bottleneck of large-scale spectral data annotation and metabolite identification in metabolomics.
- It integrates with data analysis pipelines like Galaxy for evolving research needs.
- Freely available, it supports the French metabolomics community and beyond.
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