Recombinant Azotobacter vinelandii Probable Ubiquinone Biosynthesis Protein UbiB (UbiB) refers to a specific protein derived from the bacterium Azotobacter vinelandii, which has been produced using recombinant DNA technology. UbiB is involved in the biosynthesis of ubiquinone, also known as coenzyme Q (CoQ) . Ubiquinone is a crucial molecule for cellular bioenergetics and functions as an electron carrier in the respiratory chain .
Azotobacter vinelandii is a Gram-negative, aerobic bacterium known for creating an intracellular anaerobic environment to protect its oxygen-sensitive nitrogenase complexes . This bacterium consumes intracellular oxygen through enhanced respiratory enzymatic activity and prevents molecular oxygen diffusion via extracellular alginate production . These characteristics make it a potential host for producing and characterizing oxygen-sensitive proteins or organelles .
UbiB proteins are a family of proteins involved in ubiquinone biosynthesis . Ubiquinone is essential for enzymatic reactions and antioxidant defense by providing membranes throughout the cell with CoQ . The cqd1 deletion mutant suggests that Cqd1 contributes to phospholipid homeostasis and regulates coenzyme Q distribution . Defined levels of UbiB family members are important for mitochondrial morphology and architecture .
Recombinant DNA technology allows for the production of UbiB protein in host organisms like E. coli . For example, a recombinant full-length Azotobacter vinelandii Probable ubiquinone biosynthesis protein UbiB(UbiB) Protein, with a His-tag, can be expressed in E. coli . The expressed protein is full length, consisting of 537 amino acids, and fused to an N-terminal His tag .
KEGG: avn:Avin_45430
STRING: 322710.Avin_45430
UbiB functions as an ATPase in the ubiquinone (UQ) biosynthetic pathway of A. vinelandii. As demonstrated in related Proteobacteria, UbiB is one of several essential enzymes that modify the aromatic ring of the precursor 4-hydroxybenzoic acid (4-HB). The protein contributes to the series of reactions involving prenylation, decarboxylation, hydroxylation, and methylation that are required for UQ production. UbiB specifically participates in the O₂-dependent pathway of ubiquinone biosynthesis, which is critical for aerobic respiration in A. vinelandii .
Methodological Approach:
To express recombinant A. vinelandii UbiB in heterologous systems like E. coli:
Vector Selection: Use pET-based expression vectors with T7 promoter for high-level expression.
Host Strain: BL21(DE3) or Rosetta(DE3) strains are recommended, particularly when rare codons are present in the A. vinelandii sequence.
Culture Conditions:
Growth temperature: 30°C pre-induction, 18-20°C post-induction
Media: LB supplemented with 1% glucose pre-induction
Induction: 0.1-0.5 mM IPTG when OD₆₀₀ reaches 0.6-0.8
Post-induction growth: 16-18 hours
Buffer Composition for Extraction:
100 mM Tris-HCl (pH 8.0)
150 mM NaCl
5% glycerol
1 mM DTT
Protease inhibitor cocktail
This methodology is adapted from approaches used for similar proteins in the ubiquinone biosynthetic pathway .
Purification of recombinant UbiB requires careful handling to preserve its ATPase activity. The following step-by-step protocol is recommended:
Initial Extraction: Lyse cells in buffer containing 50 mM Tris-HCl pH 8.0, 300 mM NaCl, 10% glycerol, and 1 mM DTT using either sonication or French press.
Affinity Chromatography: Apply the cleared lysate to a Ni-NTA column if using His-tagged UbiB. Wash with 20 mM imidazole and elute with a gradient of 100-250 mM imidazole.
Size Exclusion Chromatography: Further purify using a Superdex 200 column equilibrated with 25 mM Tris-HCl pH 7.5, 150 mM NaCl, 5% glycerol, and 0.5 mM DTT.
Activity Preservation:
Maintain samples at 4°C throughout purification
Add 1 mM ATP to all buffers to stabilize the protein
Store final purified protein in small aliquots at -80°C with 10% glycerol
Purity Assessment: SDS-PAGE analysis with Coomassie staining should show >95% purity, with validation by Western blotting using anti-UbiB antibodies.
This methodology has been adapted from successful purification protocols for other ATPases involved in biosynthetic pathways .
Methodological Guide for Primer Design:
Sequence Identification:
Obtain the complete sequence of A. vinelandii ubiB gene from genomic databases
Verify gene boundaries by comparing with annotated genomes
Primer Design Parameters:
Forward primer: Include restriction site (NdeI or NcoI) at 5' end, followed by 18-25 nucleotides complementary to the start of the gene
Reverse primer: Include restriction site (XhoI or HindIII) at 5' end, followed by 18-25 nucleotides complementary to the end of the gene
For His-tag fusion, modify the reverse primer to remove stop codon if C-terminal tag is desired
Primer Specifications:
Length: 25-35 nucleotides total
GC content: 40-60%
Tm: 55-65°C with <5°C difference between primers
Add 3-4 extra bases at the 5' end of restriction sites for efficient enzyme cutting
Example Primer Set:
Forward: 5'-AAACATATGACCGCTGACCTGATCGA-3' (with NdeI site)
Reverse: 5'-AAACTCGAGTCACAGGTTCAGGCGCT-3' (with XhoI site)
PCR Conditions for Amplification from A. vinelandii Genomic DNA:
Initial denaturation: 98°C for 2 min
30 cycles of: 98°C for 10 sec, 58°C for 30 sec, 72°C for 1 min/kb
Final extension: 72°C for 10 min
Following amplification, verify the PCR product by agarose gel electrophoresis, purify, digest with appropriate restriction enzymes, and ligate into the prepared expression vector .
A. vinelandii, like many Proteobacteria, possesses both O₂-dependent and O₂-independent pathways for ubiquinone biosynthesis, allowing adaptation to environments with varying oxygen concentrations. UbiB functions specifically in the O₂-dependent pathway as an ATPase, while the O₂-independent pathway involves UbiT, UbiU, and UbiV proteins.
The interaction between these pathways appears to be regulated primarily by oxygen availability:
Pathway Switching: Under aerobic conditions, the O₂-dependent pathway predominates with active UbiB participation. As oxygen becomes limited, expression shifts toward UbiT, UbiU, and UbiV to maintain ubiquinone production via the O₂-independent pathway.
UbiB's Regulatory Role: Beyond its enzymatic function, UbiB likely participates in sensing oxygen availability or energy status, potentially serving as a regulatory node between the two pathways.
Pathway Complementation: Experimental evidence from related bacteria suggests that inactivation of the UbiB-dependent pathway can be partially compensated by upregulation of the O₂-independent pathway, though with reduced efficiency.
Energetic Considerations: The UbiB-containing O₂-dependent pathway may be more energetically favorable when oxygen is plentiful, while the O₂-independent pathway represents an essential adaptation for A. vinelandii's survival in microaerobic environments, particularly important for its nitrogen-fixing capabilities.
This pathway flexibility contributes to A. vinelandii's metabolic versatility and ability to thrive across diverse environmental conditions .
The relationship between UbiB function and nitrogen fixation in A. vinelandii represents a sophisticated metabolic interconnection:
Bioenergetic Support: UbiB, through its role in ubiquinone biosynthesis, contributes to the electron transport chain efficiency. This is critical for generating sufficient ATP required for the highly energy-demanding nitrogen fixation process, which consumes approximately 16 ATP molecules per N₂ fixed.
Oxygen Protection Mechanism: While ubiquinone primarily functions in aerobic respiration, proper regulation of electron flow through the respiratory chain helps A. vinelandii manage oxygen levels in the vicinity of nitrogenase—an enzyme highly sensitive to oxygen inactivation. This respiratory protection is vital for nitrogen fixation.
Metabolic Coordination: Under nitrogen-fixing conditions, A. vinelandii must balance its energy usage between nitrogen fixation and other cellular processes. UbiB's contribution to efficient energy generation helps maintain this balance.
Adaptation to Microaerobic Conditions: During nitrogen fixation, A. vinelandii often operates in microaerobic environments. The presence of both O₂-dependent (involving UbiB) and O₂-independent ubiquinone biosynthesis pathways allows the bacterium to maintain respiratory capacity across varying oxygen tensions.
Molybdenum Utilization Connection: Research on A. vinelandii's molybdenum storage protein (MoSto) has shown that proper metal cofactor utilization is critical for nitrogenase function. Similarly, efficient ubiquinone biosynthesis through UbiB ensures proper electron flow for these metalloenzymes .
This intricate relationship between energy metabolism and nitrogen fixation highlights the importance of UbiB in A. vinelandii's ecological success as a free-living diazotroph.
Methodological Framework for CRISPR-Cas9 Editing of A. vinelandii ubiB:
sgRNA Design Parameters:
Target 20-nucleotide sequences within ubiB with an adjacent NGG PAM site
Avoid sequences with off-target sites (>3 mismatches) in the A. vinelandii genome
For precise mutations, design the sgRNA to cut within 10 bp of the desired mutation site
Recommended tools: CHOPCHOP or E-CRISP with A. vinelandii genome as reference
Repair Template Design:
For point mutations: Create 70-90 bp homology arms on each side of the cut site
For gene deletions: 500-1000 bp homology arms
Introduce silent mutations in the PAM site or sgRNA target region to prevent re-cutting
Delivery System Optimization:
Construct a single plasmid containing both Cas9 and sgRNA under appropriate promoters
Use the broad-host-range pBBR1 backbone with spectinomycin resistance marker
Temperature-sensitive replication origin recommended for plasmid curing
Transformation Protocol:
Prepare competent A. vinelandii cells in exponential phase (OD₆₀₀ = 0.4-0.6)
Optimize electroporation conditions: 2.5 kV, 200 Ω, 25 μF
Use CaCl₂ treatment (100 mM) for 20 minutes before electroporation
Recovery in SOC medium for 4-6 hours before plating
Screening Strategy:
PCR amplification of the target region followed by Sanger sequencing
RFLP analysis if the mutation creates or removes a restriction site
Mismatch cleavage assay (T7E1) for initial screening of large colonies
Efficiency Considerations:
Expected efficiency: 5-15% for point mutations, 1-5% for gene deletions
Inclusion of a counter-selection marker can increase efficiency
Co-transformation with recombinase genes (RecA, RecX) may enhance homologous recombination
This methodology can be adapted for creating precise mutations to study UbiB structure-function relationships or for introducing tagged versions of the protein for localization studies .
Several robust assays can be employed to measure the ATPase activity of purified recombinant UbiB:
Malachite Green Phosphate Assay:
Principle: Quantifies inorganic phosphate (Pi) released from ATP hydrolysis
Protocol:
Incubate 1-5 μg purified UbiB with 1-5 mM ATP in reaction buffer (50 mM Tris-HCl pH 7.5, 5 mM MgCl₂, 1 mM DTT)
Sample aliquots (50 μl) at regular intervals (0-30 min)
Add malachite green reagent and measure absorbance at 630 nm
Detection Range: 0.1-10 nmol Pi
Advantages: High sensitivity, adaptable to microplate format
Coupled Enzyme Assay:
Principle: Couples ATP hydrolysis to NADH oxidation via pyruvate kinase and lactate dehydrogenase
Protocol:
Reaction mixture: 50 mM Tris-HCl pH 7.5, 5 mM MgCl₂, 1 mM DTT, 1 mM PEP, 0.3 mM NADH, 2-5 U/ml PK, 2-5 U/ml LDH
Add 1-5 μg UbiB and 1-5 mM ATP to initiate reaction
Monitor decrease in absorbance at 340 nm continuously
Advantages: Real-time measurement, high reproducibility
Radioactive [γ-³²P]ATP Assay:
Principle: Measures release of ³²P from labeled ATP
Protocol:
Incubate UbiB with [γ-³²P]ATP (specific activity ~3000 Ci/mmol)
Stop reaction with acid at various timepoints
Separate unreacted ATP from Pi by thin-layer chromatography
Quantify radioactivity by phosphorimaging
Advantages: Highest sensitivity, useful for kinetic analyses
| Assay Type | Typical Activity Range | Required Protein Amount | Time to Complete |
|---|---|---|---|
| Malachite Green | 0.5-5 μmol Pi/min/mg | 1-5 μg | 2-3 hours |
| Coupled Enzyme | 0.3-3 μmol ATP/min/mg | 1-2 μg | 1 hour |
| Radioactive | 0.1-2 μmol ATP/min/mg | 0.1-1 μg | 4-6 hours |
Control reactions should include heat-inactivated UbiB and reactions without protein to establish baseline ATP hydrolysis rates .
To investigate UbiB-protein interactions within the ubiquinone biosynthetic pathway, a multi-technique approach is recommended:
Co-Immunoprecipitation (Co-IP):
Method: Generate antibodies against A. vinelandii UbiB or use epitope-tagged UbiB
Protocol Highlights:
Cross-link proteins in vivo using 1% formaldehyde for 10 minutes
Lyse cells using buffer containing 50 mM Tris-HCl pH 7.5, 150 mM NaCl, 1% NP-40, protease inhibitors
Immunoprecipitate with anti-UbiB antibodies or anti-tag antibodies
Identify co-precipitated proteins by mass spectrometry
Controls: Include non-specific antibodies and lysate from ΔubiB strains
Bacterial Two-Hybrid Assay:
Method: BACTH system using T25 and T18 fragments of adenylate cyclase
Implementation:
Clone ubiB and candidate interactor genes into pKT25 and pUT18C vectors
Co-transform into E. coli BTH101 reporter strain
Screen on X-gal plates and quantify interaction by β-galactosidase assay
Expected Results: Positive interactions yield blue colonies and high β-galactosidase activity
Pull-Down Assays with Recombinant Proteins:
Method: His-tagged UbiB and GST-tagged potential interactors
Protocol:
Express and purify both proteins separately
Incubate together in binding buffer (20 mM HEPES pH 7.5, 150 mM NaCl, 0.1% Triton X-100)
Pull down complexes using Ni-NTA or glutathione resin
Analyze by SDS-PAGE and Western blotting
Microscale Thermophoresis (MST):
Method: Label UbiB with fluorescent dye and titrate with potential interactors
Advantages: Requires small sample volumes, measures interactions in solution
Data Analysis: Calculate dissociation constants (Kd) from binding curves
Chemical Cross-Linking Coupled with Mass Spectrometry:
Method: Treat A. vinelandii cells or protein complexes with cross-linkers (e.g., DSS, BS3)
Analysis: Digest cross-linked proteins and identify peptide pairs by LC-MS/MS
Outcome: Provides spatial constraints and interaction interfaces
Predicted Interaction Partners:
Based on studies in related systems, likely UbiB interactors include:
Other ubiquinone biosynthesis enzymes (e.g., UbiA, UbiG, UbiX)
Proteins involved in the O₂-dependent hydroxylation pathway
Potential membrane anchoring proteins for the biosynthetic complex
This comprehensive approach will provide complementary data to construct a reliable protein-protein interaction network for UbiB .
Comprehensive Methodology for Analyzing ubiB Mutant Phenotypes:
Construction of Defined ubiB Mutations:
Site-directed mutations targeting:
ATPase active site residues
Conserved motifs across UbiB homologs
Potential protein-protein interaction interfaces
Generate complete deletion mutant (ΔubiB) as reference
Create complementation strains with wild-type ubiB under native and inducible promoters
Ubiquinone Quantification:
Extraction Protocol:
Harvest cells (10-50 mg wet weight)
Extract with chloroform:methanol (2:1)
Concentrate under N₂ stream
Resuspend in ethanol for analysis
HPLC-MS Analysis:
Column: C18 reverse-phase (150 × 2.1 mm, 3 μm particle size)
Mobile phase: Methanol:isopropanol (3:1) with 10 mM ammonium acetate
Detection: UV absorbance (275 nm) and MS in positive ion mode
Quantification: External standard curve with commercial ubiquinone-10
Growth Assays Under Defined Oxygen Conditions:
Aerobic Conditions:
Shake flasks with 1:5 culture:flask volume ratio
250 rpm, 30°C
Microaerobic Conditions:
Sealed vessels with defined O₂ headspace (1-5%)
Slow shaking (50-100 rpm)
Anaerobic Conditions:
Sealed anaerobic chambers with O₂ scavenging system
Monitor growth by OD₆₀₀ measurements
Competitive Index Assay:
Oxygen Consumption Rate Measurement:
Clark-type oxygen electrode to measure respiratory capacity
Standardize by cell number or protein content
Compare basal and maximum (uncoupled) respiration rates
Data Analysis and Interpretation:
| Parameter | Wild-type | ΔubiB | Point Mutants | Expected Outcome for UbiB Function |
|---|---|---|---|---|
| Ubiquinone Content (Aerobic) | 100% | <10% | Variable | Essential for aerobic UQ synthesis |
| Ubiquinone Content (Anaerobic) | 100% | 80-100% | 80-100% | Dispensable for anaerobic UQ synthesis |
| Aerobic Growth Rate | Normal | Severely impaired | Variable | Critical for aerobic metabolism |
| Anaerobic Growth Rate | Normal | Normal/slightly reduced | Normal/slightly reduced | Less important anaerobically |
| Competitive Index (Aerobic) | 1.0 | <0.1 | Variable | Provides growth advantage aerobically |
This methodological framework allows comprehensive phenotypic characterization of UbiB's role in A. vinelandii under varying oxygen conditions and provides insights into structure-function relationships of this important biosynthetic enzyme .
Several cutting-edge approaches show promise for elucidating the structure-function relationship of A. vinelandii UbiB:
Cryo-EM Structure Determination:
Advantages over X-ray crystallography for membrane-associated proteins like UbiB
Expected resolution: 2.5-3.5 Å for purified UbiB
Special consideration: Incorporation into nanodiscs to maintain native-like lipid environment
Target: Visualization of ATP binding pocket and potential substrate interaction sites
Hydrogen-Deuterium Exchange Mass Spectrometry (HDX-MS):
Maps protein dynamics and conformational changes
Application: Compare apo-UbiB versus ATP-bound states
Expected outcome: Identification of flexible regions that may be involved in substrate recognition
Site-Directed Mutagenesis Coupled with Activity Assays:
Systematic mutation of conserved residues in:
Walker A and B motifs (ATP binding)
Putative substrate binding regions
Predicted protein-protein interaction interfaces
Correlation of structural features with enzymatic activity
Molecular Dynamics Simulations:
Time scale: 500 ns to microsecond simulations
Systems: UbiB in membrane environment, with/without nucleotides and potential substrates
Analysis: Conformational changes, water/ion accessibility, binding energy calculations
Integration with experimental data for validation
In vivo Crosslinking and Mass Spectrometry:
Photo-activatable unnatural amino acids incorporated at specific positions
UV-induced crosslinking to capture transient interactions
MS/MS analysis to identify interaction partners and interfaces
Proposed Structural Model and Functional Implications:
| Domain | Predicted Function | Key Residues | Experimental Approach |
|---|---|---|---|
| N-terminal | Membrane association | Hydrophobic patch | Mutagenesis + membrane binding assays |
| Central | ATP binding and hydrolysis | Walker A/B motifs | ATPase activity after point mutations |
| C-terminal | Protein-protein interactions | Conserved surface residues | Bacterial two-hybrid + alanine scanning |
These complementary approaches will provide a comprehensive understanding of how UbiB's structure enables its function in ubiquinone biosynthesis and potentially reveal novel therapeutic targets for antibacterial development .
Research on A. vinelandii UbiB has significant translational potential across species:
Evolutionary Conservation and Divergence:
UbiB belongs to a protein family conserved from bacteria to humans (human ortholog: CABC1/ADCK3/COQ8A)
Comparing A. vinelandii UbiB with homologs provides insights into:
Core conserved functions maintained throughout evolution
Species-specific adaptations in ubiquinone biosynthesis
Structural elements preserved across phylogenetic distance
Pathways Comparison: O₂-Dependent vs. O₂-Independent:
A. vinelandii's dual pathway system offers a unique model for understanding:
Adaptation to varying oxygen environments
Regulatory mechanisms governing pathway switching
Potential alternative routes in human cells under hypoxic conditions
Such knowledge has implications for understanding human diseases involving mitochondrial dysfunction
Mitochondrial Disease Relevance:
Human CABC1/ADCK3/COQ8A mutations cause cerebellar ataxia and CoQ10 deficiency
A. vinelandii UbiB research may elucidate:
Functional consequences of disease-associated mutations
Potential bypass mechanisms to restore ubiquinone production
Therapeutic strategies to enhance CoQ10 biosynthesis
Metabolic Engineering Applications:
Understanding UbiB function enables:
Engineering microbial strains for enhanced CoQ10 production
Creating oxygen-independent biosynthetic pathways
Developing synthetic biology approaches for ubiquinone production
Interspecies Functional Complementation:
Cross-species complementation experiments involving A. vinelandii UbiB and orthologs from:
Other bacteria (e.g., E. coli, P. aeruginosa)
Yeast (e.g., S. cerevisiae Coq8)
Human CABC1/ADCK3/COQ8A
Such experiments reveal functional conservation and species-specific requirements
Comparative Structural Insights:
| Organism | Protein | Known Structural Features | Functional Specialization |
|---|---|---|---|
| A. vinelandii | UbiB | ATPase domain | Adaptation to varying O₂ levels |
| E. coli | UbiB | Similar to A. vinelandii UbiB | Well-characterized in O₂-dependent pathway |
| Human | CABC1/ADCK3/COQ8A | Contains mitochondrial targeting sequence | Functions in mitochondrial CoQ10 synthesis |
| S. cerevisiae | Coq8 | Atypical kinase-like domain | Required for CoQ biosynthetic complex assembly |
This cross-species perspective highlights how mechanistic insights from A. vinelandii UbiB research can inform our understanding of ubiquinone biosynthesis across domains of life, with potential implications for human health and disease .
Recent advances in UbiB research have significantly expanded our understanding of this protein's role in ubiquinone biosynthesis, while also highlighting several critical knowledge gaps that warrant further investigation.
Key Advances:
Pathway Elucidation: The discovery of parallel O₂-dependent and O₂-independent pathways for ubiquinone biosynthesis has revolutionized our understanding of bacterial bioenergetics adaptation. The role of UbiB in the O₂-dependent pathway has been firmly established .
Functional Characterization: Confirmation of UbiB's ATPase activity and its essential role in ubiquinone biosynthesis under aerobic conditions has provided mechanistic insights into its function.
Evolutionary Conservation: Comparative genomics has revealed UbiB homologs across diverse bacterial species and eukaryotes, indicating fundamental importance in cellular bioenergetics.
Regulatory Mechanisms: Emerging evidence suggests sophisticated regulation of ubiquinone biosynthesis pathways in response to environmental oxygen availability, with UbiB being a key component of this regulatory network.
Remaining Knowledge Gaps:
Structural Information: Despite functional characterization, high-resolution structural data for A. vinelandii UbiB remains unavailable, limiting our understanding of its precise molecular mechanism.
Substrate Specificity: The exact substrate(s) of UbiB and the reaction(s) it catalyzes or facilitates beyond ATP hydrolysis remain incompletely characterized.
Protein-Protein Interactions: The composition and dynamics of the ubiquinone biosynthetic complex in A. vinelandii, including UbiB's interaction partners, requires further investigation.
Regulatory Control: Mechanisms governing UbiB expression and activity in response to varying oxygen levels and other environmental factors need clarification.
Species-Specific Adaptations: How UbiB function in A. vinelandii differs from homologs in other organisms, particularly in context of the bacterium's unique diazotrophic lifestyle, remains unexplored.
Addressing these knowledge gaps will require interdisciplinary approaches combining structural biology, biochemistry, genetics, and systems biology to fully elucidate UbiB's role in ubiquinone biosynthesis and cellular adaptation to environmental changes .
Advancing research on recombinant A. vinelandii UbiB requires methodological improvements across several technical domains:
Protein Expression and Purification:
Development of specialized expression systems for membrane-associated proteins
Optimization of detergent-free purification using styrene-maleic acid lipid particles (SMALPs)
Establishment of high-yield fermentation protocols specific for A. vinelandii proteins
Creation of fusion constructs that maintain native protein conformation while enhancing stability
Functional Assays:
Development of high-throughput assays for UbiB ATPase activity
Creation of fluorescent or bioluminescent reporters for real-time monitoring of UbiB function
Establishment of in vitro reconstitution systems for complete ubiquinone biosynthetic pathway
Implementation of isotope labeling approaches to track metabolic flux through the pathway
Genetic Manipulation Tools:
Refinement of CRISPR-Cas9 protocols specifically optimized for A. vinelandii
Development of inducible promoter systems with fine-tuned expression control
Creation of landing pad integration sites for consistent heterologous gene expression
Establishment of high-efficiency transformation protocols for larger constructs
Imaging and Localization:
Adaptation of super-resolution microscopy techniques for A. vinelandii cells
Development of specific fluorescent probes for ubiquinone and pathway intermediates
Implementation of correlative light and electron microscopy approaches
Creation of non-disruptive protein tagging strategies compatible with A. vinelandii
Computational Resources:
Development of A. vinelandii-specific codon optimization algorithms
Creation of machine learning tools to predict protein-protein interactions in the ubiquinone pathway
Refinement of homology modeling approaches for A. vinelandii proteins
Implementation of molecular dynamics force fields optimized for membrane-associated proteins