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A Web Tool for Generating High Quality Machine-readable Biological Pathways
Published on: February 8, 2017
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Improving the organization and interactivity of metabolic pathfinding with precomputed pathways
Sarah M Kim1, Matthew I Peña2, Mark Moll3
1Department of Computer Science, Rice University, Houston, Texas, USA.
BMC Bioinformatics
|January 12, 2020
Summary
A new algorithm, Hub Pathway search with Atom Tracking (HPAT), efficiently finds metabolic pathways by using precomputed subpath modules. This method improves pathway discovery and visualization, reducing search complexity.
Area of Science:
- Metabolic engineering and synthetic biology.
- Computational biology and bioinformatics.
Background:
- Growing knowledge of metabolic processes enables combining pathways from different species for chemical production.
- Current computational search algorithms for heterologous pathways yield numerous results, often repeating common subpaths.
- A need exists to reduce computational resources by leveraging recurring metabolic subpath modules.
Purpose of the Study:
- To develop and evaluate a meta-algorithm, Hub Pathway search with Atom Tracking (HPAT), for efficient metabolic pathfinding.
- To utilize a precomputed network of common hub metabolites and their connections to streamline pathway searches.
- To create an interactive webserver for visualizing metabolic pathways.
Main Methods:
- Developed HPAT, a meta-algorithm incorporating a precomputed network of subpath modules.
- Created a hub metabolite network table to guide searches.
- Implemented an interactive webserver for pathway visualization and filtering.
Main Results:
- HPAT identified 11 out of 19 known pathways, outperforming a comparable algorithm that found only 7.
- HPAT successfully identified novel 3-hydroxypropanoate (3-HP) synthesis pathways.
- Interactive filters reduced pathway visualization from hundreds to fewer than ten results, enhancing clarity.
Conclusions:
- This study introduces the first integration of a precomputed subpath network into metabolic pathfinding.
- HPAT demonstrates efficient discovery of alternate metabolic pathways through modularity.
- The developed method provides concise and interactive visualization of pathway search results.
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