NDK catalyzes the reversible transfer of γ-phosphate groups between nucleoside triphosphates (NTPs) and diphosphates (NDPs), maintaining nucleotide equilibrium in cellular metabolism . In K. olearia, NDK likely supports energy metabolism during its anaerobic, thermophilic growth on substrates like pyruvate . Genomic analysis reveals that K. olearia encodes hydrogenase and metabolic genes adjacent to NDK homologs, suggesting roles in energy conservation .
While no studies explicitly describe K. olearia NDK production, recombinant NDKs from other species (e.g., E. coli) are generated via heterologous expression in bacterial systems . A hypothetical workflow for K. olearia NDK would involve:
Cloning: Insertion of the NDK gene (e.g., Kole_XXXX, based on genomic locus ) into an expression vector.
Expression: Induction in E. coli with IPTG, leveraging thermophilic codon optimization.
Purification: Affinity chromatography using His-tags, yielding >95% purity .
Potential applications include:
Biocatalysis: Stable phosphotransferase activity at elevated temperatures .
Antifungal Development: NDK inhibitors (e.g., azidothymidine) disrupt fungal sporulation , suggesting therapeutic avenues.
Structural Analysis: Crystallographic studies are needed to resolve active-site residues and oligomerization.
Activity Assays: Kinetic parameters (e.g., , ) remain unmeasured but could be assessed via pyruvate kinase-lactate dehydrogenase coupling .
Thermostability: Comparative studies with mesophilic NDKs could elucidate adaptations to K. olearia’s wide growth range (20–80°C) .
KEGG: kol:Kole_0896
STRING: 521045.Kole_0896
Kosmotoga olearia is a thermophilic, anaerobic heterotrophic bacterium first isolated from oil production fluid at the Troll B oil platform in the North Sea. It belongs to the order Thermotogales and has the remarkable ability to grow over an exceptionally wide temperature range (20-79°C), with optimal growth at 65°C . This extreme temperature adaptability makes K. olearia's enzymes, including nucleoside diphosphate kinase (ndk), particularly interesting for studying thermal adaptation mechanisms. Nucleoside diphosphate kinase catalyzes the transfer of terminal phosphate groups between nucleoside diphosphates and triphosphates, playing crucial roles in nucleotide metabolism and potentially in other cellular functions, as observed in other bacterial species .
K. olearia can grow at temperatures ranging from 20°C to 79°C, with optimal growth at 65°C . This remarkable thermal flexibility suggests its enzymes, including ndk, may possess unique structural features that maintain functionality across diverse thermal conditions. Transcriptomic studies show that K. olearia undergoes significant gene expression changes at different temperatures, with metabolic reprogramming occurring between low and high temperatures . While specific data for ndk expression across temperatures isn't available in the search results, the organism's ability to adjust its molecular machinery suggests the ndk might have evolved specialized features that maintain catalytic efficiency across varying thermal conditions. Research protocols should account for this by examining enzyme activity across the organism's growth temperature range to fully characterize the recombinant protein's properties.
Based on phylogenetic analysis, K. olearia belongs to the Thermotogae phylum, specifically within the family Thermotogaceae . Proteins from this phylum often display characteristic conserved sequence indels (CSIs) that differentiate them from other bacterial groups . Though the search results don't specifically describe K. olearia ndk, we can infer that as a thermophilic enzyme, it likely exhibits:
Enhanced thermostability compared to mesophilic homologs
Potential structural adaptations such as increased hydrophobic interactions, ionic bonds, or disulfide bridges
Possible activity across a broader temperature range than typical ndks
Conservation of the catalytic core structure common to ndks while potentially having unique sequence features characteristic of Thermotogae proteins
Researchers should perform comparative sequence analysis with other bacterial ndks, particularly focusing on conserved regions identified in the Thermotogae phylum, to identify distinctive features of K. olearia ndk.
When selecting an expression system for K. olearia ndk, researchers should consider:
E. coli-based systems: While the search results don't specifically mention expression of K. olearia ndk, E. coli systems have been successfully used for other recombinant ndks, including those from Leishmania . For thermophilic proteins like K. olearia ndk, E. coli BL21(DE3) with pET vector systems often provide good expression levels.
Temperature considerations: Since K. olearia is thermophilic with optimal growth at 65°C , expression conditions should be optimized. Consider:
Initial expression at lower temperatures (20-30°C) to prevent inclusion body formation
Post-induction temperature shifts to improve folding
Use of heat-shock promoters or cold-inducible systems for controlled expression
Codon optimization: The G+C content of K. olearia genomic DNA is 42.5 mol% , which differs from E. coli. Codon optimization of the synthetic gene may improve expression efficiency.
Solubility enhancement: Consider fusion tags (His6, GST, MBP) that can improve solubility while facilitating purification.
For functional studies, researchers should compare activity of the recombinant enzyme with that of the native form to ensure proper folding and function.
A multi-step purification strategy for recombinant K. olearia ndk should consider the thermophilic nature of the source organism:
Initial capture: Immobilized metal affinity chromatography (IMAC) using a His-tag is recommended for initial purification. Consider using heat treatment (65°C for 10-20 minutes) before chromatography, as K. olearia proteins should remain soluble while many E. coli proteins denature.
Secondary purification: Size exclusion chromatography or ion exchange chromatography to remove impurities.
Activity preservation: Throughout purification, maintain:
Activity assays: Monitor ndk activity throughout purification using standard assays measuring phosphoryl transfer between nucleoside diphosphates and triphosphates. A simple assay system similar to that used for Leishmania ndk could be employed, measuring ATP utilization to produce nucleoside triphosphates in the presence of excess nucleoside diphosphates .
The temperature stability profile of K. olearia ndk should reflect the organism's broad growth temperature range (20-79°C) . When handling purified enzyme:
Storage recommendations:
Short-term: 4°C in appropriate buffer with stabilizing agents
Long-term: -80°C with cryoprotectants (glycerol, trehalose)
Avoid repeated freeze-thaw cycles
Temperature-dependent activity:
Thermal inactivation profiling:
Determine half-life at various temperatures
Compare with mesophilic ndks to quantify thermostability advantage
Structure-stability relationship:
Consider thermal unfolding studies (DSC, CD spectroscopy)
Investigate potential temperature-dependent conformational changes
This temperature flexibility might make K. olearia ndk particularly valuable for applications requiring enzymatic activity across varying thermal conditions.
While specific structural data for K. olearia ndk is not provided in the search results, we can infer potential structural adaptations based on our knowledge of thermophilic proteins:
Primary structure features:
Secondary and tertiary structure stabilization:
Enhanced hydrogen bonding networks
Increased number of ionic interactions
More compact protein folding with reduced surface loops
Potentially unique structural elements that enable function across the broad temperature range (20-79°C)
Quaternary structure considerations:
Most ndks function as hexamers or tetramers
Stronger subunit interactions could contribute to thermostability
Researchers should perform comparative structural analysis with mesophilic ndks to identify specific thermal adaptation mechanisms, potentially through X-ray crystallography, cryo-EM, or computational modeling approaches.
For comprehensive characterization of K. olearia ndk activity, researchers should employ:
Standard phosphoryl transfer assays:
Temperature-dependent kinetics:
Determine enzyme kinetics (Km, kcat, kcat/Km) across temperature range (20-80°C)
Calculate activation energy using Arrhenius plots
Compare thermal activity profile with organism's growth temperature range
Substrate specificity profiling:
Test various nucleoside diphosphates as phosphoryl acceptors
Evaluate different nucleoside triphosphates as phosphoryl donors
Create a specificity matrix of relative activities
Effect of pH and salt concentration:
| Temperature (°C) | Expected Relative Activity | Experimental Considerations |
|---|---|---|
| 20-30 | Low-moderate | Extend reaction time, higher enzyme concentration |
| 40-50 | Moderate-high | Standard assay conditions |
| 65 | Maximal | Optimal growth temperature, reference point |
| 75-80 | Moderate-high | Upper growth limit, prevent evaporation |
K. olearia ndk likely exhibits several distinctive functional characteristics compared to mesophilic counterparts:
Temperature-activity relationship:
Kinetic parameters:
Potentially different Km values across temperatures
Altered catalytic efficiency at different temperatures
Possible trade-off between stability and activity at various temperatures
Structural dynamics:
Modified conformational flexibility that balances rigidity needed for thermostability with flexibility required for catalysis
Potentially unique adaptation mechanisms that allow function across the wide temperature range
Additional functions:
Comparative studies with mesophilic ndks will help elucidate the molecular basis for these functional differences and provide insights into thermal adaptation mechanisms.
K. olearia's extraordinary growth temperature range (20-79°C) makes its ndk an excellent model for studying enzymatic thermal adaptation:
Thermal flexibility mechanisms:
K. olearia exhibits remarkable transcriptional reprogramming across temperatures, with differential regulation of 573 out of 2224 genes
Studying ndk expression and function across temperatures could reveal whether this enzyme employs specialized adaptations for thermal flexibility
Comparing with ndks from strict thermophiles and mesophiles could identify unique features enabling function across the wider temperature range
Structure-function studies:
Mutational analysis to identify residues critical for temperature adaptability
Mapping temperature-sensitive regions through hydrogen-deuterium exchange or thermal unfolding studies
Computational simulations of protein dynamics at different temperatures
Evolutionary perspectives:
This research could provide fundamental insights into how enzymes maintain functionality across broad temperature ranges, relevant for understanding bacterial adaptation to thermally fluctuating environments.
Transcriptomic data shows that K. olearia undergoes significant gene expression changes at different temperatures , suggesting complex stress response mechanisms. To investigate ndk's potential role:
Expression analysis:
Quantify ndk expression levels across temperature ranges using RT-qPCR
Determine if ndk is co-expressed with known stress response genes
Analyze promoter regions for stress-responsive elements
Protein-protein interaction studies:
Identify potential interactors through pull-down assays coupled with mass spectrometry
Yeast two-hybrid or bacterial two-hybrid screening
In vitro validation of identified interactions
Subcellular localization:
Functional assays:
These approaches could reveal whether K. olearia ndk has moonlighting functions related to thermal adaptation or other stress responses.
K. olearia ndk's potential thermostability and broad temperature activity range make it a candidate for various biotechnological applications:
Enzyme immobilization strategies:
Covalent attachment to various supports (resins, magnetic particles)
Entrapment in polymeric matrices
Cross-linked enzyme aggregates (CLEAs)
Evaluate stability and activity retention after immobilization across temperature ranges
Biocatalytic process design:
Determine optimal reaction conditions (temperature, pH, substrate concentrations)
Investigate compatibility with organic solvents or ionic liquids
Develop continuous flow systems leveraging the enzyme's thermostability
Multienzyme cascade systems:
Integration with other thermostable enzymes for nucleotide modification
Compatibility with enzymes from mesophilic sources at intermediate temperatures
Optimization of reaction conditions for maximum productivity
Stability enhancement strategies:
Site-directed mutagenesis to further enhance thermostability
Computational design for optimizing activity at specific temperatures
Formulation with stabilizing excipients for long-term storage
| Application Type | Temperature Range | Advantages of K. olearia ndk | Methodological Considerations |
|---|---|---|---|
| Thermophilic processes | 60-80°C | Natural thermal stability | Compatibility with other components |
| Room temperature applications | 20-30°C | Potential activity at lower temperatures | Optimization for maximum efficiency |
| Broad temperature applications | 20-80°C | Unique thermal flexibility | Balance between stability and activity |
Recombinant expression of thermophilic proteins like K. olearia ndk presents several challenges:
Protein misfolding and inclusion body formation:
Solution: Lower induction temperature (15-25°C), reduce inducer concentration
Consider co-expression with chaperones (GroEL/GroES, DnaK/DnaJ)
Use solubility-enhancing fusion partners (MBP, SUMO, TrxA)
Low expression levels:
Strategy: Optimize codon usage for expression host
Test different promoter systems and expression strains
Optimize media composition and induction conditions
Protein inactivity despite solubility:
Proteolytic degradation:
Mitigation: Include protease inhibitors during purification
Use protease-deficient expression strains
Optimize purification speed and conditions
Unexpected oligomerization state:
Analysis: Verify quaternary structure by size exclusion chromatography or native PAGE
Optimize buffer conditions to maintain proper oligomeric state
Consider engineering stabilizing interfaces if necessary
These troubleshooting approaches should be systematically applied with careful documentation of conditions and outcomes.
Given K. olearia's broad temperature growth range (20-79°C) , optimizing activity assays across temperatures requires special considerations:
Buffer stability across temperatures:
Use buffers with minimal temperature-dependent pH changes (e.g., phosphate)
Pre-equilibrate all components to target temperature
Account for temperature effects on pH (approximately -0.017 pH units/°C for phosphate buffer)
Assay component stability:
Verify stability of substrates and cofactors at elevated temperatures
Account for potential increased spontaneous hydrolysis of ATP at higher temperatures
Consider thermal stability of coupled enzymes if using coupled assays
Reaction rate normalization:
Adjust enzyme concentrations for different temperatures to achieve measurable rates
Use appropriate controls at each temperature
Develop temperature correction factors for comparative analysis
Equipment considerations:
For high-temperature assays (65-80°C), prevent evaporation with sealed reaction vessels
Ensure temperature control accuracy in instruments
Consider rapid-mixing approaches for fast kinetics at elevated temperatures
Data analysis adaptations:
Apply Arrhenius plots to understand temperature dependence
Use appropriate models that account for potential temperature-dependent changes in mechanism
Compare with temperature dependence of mesophilic ndks as reference
These optimization strategies will enable reliable activity measurements across K. olearia ndk's functional temperature range.
Rigorous experimental design for K. olearia ndk research should include:
Activity validation controls:
Positive control: Commercial ndk from well-characterized source
Negative control: Heat-inactivated K. olearia ndk
Substrate specificity controls with non-substrate nucleotides
No-enzyme controls to account for spontaneous phosphoryl transfer
Protein quality controls:
Mass spectrometry verification of protein identity
Size exclusion chromatography to confirm proper oligomeric state
Circular dichroism to verify secondary structure integrity
Thermal shift assays to confirm expected thermal stability profile
Temperature-specific considerations:
Verify buffer component stability at experimental temperatures
Include temperature-matched controls for each experiment
Perform replicate experiments across the temperature range (20-80°C)
Include internal standards for normalizing results across temperatures
Comparison with native enzyme (if available):
Activity profile comparison across temperatures
Substrate specificity comparison
Thermal stability comparison
Structural comparison (if possible)
Reproducibility validation:
Inter-batch comparison of recombinant enzyme preparations
Statistical analysis of replicate experiments
Blinded experimental design where possible
Independent verification of key findings using different methodological approaches