Structural and Boolean Network Modeling of the Levan Biosynthetic Pathway in Bacillus subtilis.
Aruldoss ImmanueliD, Dharshini Priya Selvaganesan, Danthuluri Sree Lakshmi, Venkatasubramanian UlaganathaniD, Ragothaman M. YennamalliiD
Abstract
MotivationLevan is a fructose polymer with applications in the creation of hydrogels for drug delivery and wound healing. In industrial biotechnology. Bacillus subtilis is the key organism for producing levan. However, the metabolic models of Bacillus subtilis available do not include the biosynthesis of levan. To understand levan biosynthesis in B. subtilis, we employed structural systems biology integrating known structural details of proteins in the B. subtilis metabolic pathway to create a structure-annotated genome-scale metabolic model (GEM). To fill gaps in structural information about the enzymes, AlphaFold2 was used. Thus, this study enhances the metabolic model of B. subtilis by incorporating the biosynthesis of levan and including structural information about the proteins involved. ResultsThe manually curated model links proteins and reactions to protein data bank (PDB) entries, providing structural perspectives previously overlooked in GEMs. We mapped 508 PDB structures to 168 UniProt IDs to unravel 331 out of 1250 reactions (26.5%) in B. subtilis with focused coverage of sacB, sacC, sacX/Y, levD/E/F/G, and sacP. The structural layer does not alter stoichiometry or constraints unless explicitly parameterized. This structure-annotated resource enables the systematic testing of phenotype predictions and design strategies. Our structure-based metabolic model advances the understanding of levan production and microbial metabolism, facilitating sustainable and efficient biotechnological processes for industrial applications. Availability and implementationData available at the github page (https://github.com/raghuyennamalli/levan_ssbio)
02 /Specification & Classification
Click any tag to browse matching papers- Citations
- 0
- Organism
- Assay
- Research Focus
- Approach
Reproducibility ledger
Nobody has reported trying to reproduce this paper yet. Did you replicate an experiment or run the code? Your report saves the next lab a week.
Sign in to file a reproducibility report.
Related papers
- Analysis of the genome-scale metabolic model of Bacillus subtilis to design novel in-silico strategies for native and recombinant L-asparaginase overproduction
Nisha Sanjay Barge, Ansuman Sahoo, Veeranki Venkata Dasu·bioRxiv·Dec 29, 2022
- Exploring the potential of Bacillus subtilis as cell factory for food ingredients and special chemicals
T. Chen, S. Brul, J. Hugenholtz·bioRxiv·May 8, 2023
- Coenzyme A biosynthesis in Bacillus subtilis: Discovery of a novel precursor metabolite for salvage and its uptake system
Robert Warneke, Christina Herzberg, … Jörg Stülke·mBioPeer-reviewed·Aug 28, 2024
- Designing pathways for bioproducing complex chemicals by combining tools for pathway extraction and ranking
Anastasia N. Sveshnikova, Omid Oftadeh, Vassily Hatzimanikatis A·Nature CommunicationsPeer-reviewed·May 24, 2025
- BayesianSSA: a Bayesian statistical model based on structural sensitivity analysis for predicting responses to enzyme perturbations in metabolic networks
Shion Hosoda, Hisashi Iwata, … Miwa Sato·BMC BioinformaticsPeer-reviewed·Sep 10, 2024
- Alanine Metabolism in Bacillus subtilis
K. R. Sidiq, M. Chow, … R. Daniel·bioRxiv·Apr 18, 2019