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Updated: May 4, 2026

Author Spotlight: Emerging Technologies and Advanced Tools for Decoding Metabolomics Data Analysis
Published on: November 10, 2023
A computational framework for integration of lipidomics data into metabolic pathways.
Noushin Hadadi1, Keng Cher Soh1, Marianne Seijo1
1Laboratory of Computational Systems Biotechnology, École Polytechnique Fédérale de Lausanne, CH 1015 Lausanne, Switzerland; Swiss Institute of Bioinformatics, CH-1015 Lausanne, Switzerland.
NICELips, a new computational approach, connects lipid structures with metabolic pathways. This tool aids in discovering novel lipid pathways and has applications in disease treatment and biofuel production.
Area of Science:
- Biochemistry
- Systems Biology
- Computational Biology
Background:
- Lipidomics studies rapidly identify new lipid structures, outpacing pathway representations.
- A gap exists between known lipid structures and their metabolic pathways.
- Lipids are crucial for human physiology and as renewable resources.
Purpose of the Study:
- To bridge the gap between lipid structures and metabolic pathways.
- To develop a computational approach for associating lipid structures with metabolic pathways.
- To postulate novel lipid metabolism pathways and integrate known lipids into biological networks.
Main Methods:
- Formulation of generalized enzymatic reaction rules for lipid metabolism.
- Application of generalized rules to predict novel lipid metabolic pathways.
- Integration of discovered lipids into networks of biosynthesis and biodegradation pathways using NICELips (Network Integrated Computational Explorer for Lipidomics).
Main Results:
- NICELips successfully proposed novel synthesis and degradation pathways for bis(monoacylglycero)phosphate (BMP).
- The approach identified alternative pathways for lipids with known metabolism.
- Several lipids with previously unknown metabolism had their pathways elucidated.
Conclusions:
- NICELips effectively links lipid structures to metabolic pathways, enabling the discovery of novel routes.
- The computational approach has potential applications in developing therapies for lipid-associated disorders.
- NICELips can aid in metabolic engineering for improved biobased production of lipid-derived fuels and chemicals.
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