DEMETER: efficient simultaneous curation of genome-scale reconstructions guided by experimental data and refined gene
Almut Heinken1,2, Stefanía Magnúsdóttir3, Ronan M T Fleming1,4
1School of Medicine, National University of Galway, H91 TK33 Galway, Ireland.
Bioinformatics (Oxford, England)
|September 2, 2021
Summary
Manual curation of genome-scale metabolic models is time-consuming. Data-drivEn METabolic nEtwork Refinement (DEMETER) tool refines thousands of models efficiently using experimental and genomic data.
Area of Science:
- Systems biology
- Metabolic engineering
- Bioinformatics
Background:
- Manual curation of genome-scale metabolic reconstructions is essential but labor-intensive.
- Existing automated tools often neglect species-specific experimental and genomic data, limiting their accuracy.
- Accurate metabolic models are crucial for understanding cellular metabolism and for applications in biotechnology.
Purpose of the Study:
- To develop an automated tool for efficient refinement of genome-scale metabolic reconstructions.
- To integrate species-specific experimental and genomic data into the automated curation process.
- To improve the quality and accuracy of draft metabolic models.
Main Methods:
- Developed Data-drivEn METabolic nEtwork Refinement (DEMETER), an extension of the Constraint-Based Reconstruction and Analysis (COBRA) Toolbox.
- DEMETER enables simultaneous refinement of thousands of draft genome-scale reconstructions.
- The tool ensures adherence to quality standards, agreement with experimental data, and refinement based on curated genome annotations.
Main Results:
- DEMETER allows for the efficient, simultaneous refinement of thousands of draft genome-scale reconstructions.
- The tool ensures that refined models meet field quality standards and align with available experimental data.
- Pathways are refined based on manually curated genome annotations, improving model accuracy.
Conclusions:
- DEMETER significantly accelerates the curation process for genome-scale metabolic models.
- The tool enhances model accuracy by incorporating diverse data types.
- DEMETER provides a valuable resource for systems biology and metabolic engineering research.
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