Recombinant Desulfovibrio vulgaris Probable chemoreceptor glutamine deamidase CheD (cheD)

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Description

Introduction

Recombinant Desulfovibrio vulgaris Probable Chemoreceptor Glutamine Deamidase CheD (cheD) is an engineered protein derived from the sulfate-reducing bacterium D. vulgaris. This enzyme plays a critical role in bacterial chemotaxis by modifying methyl-accepting chemotaxis proteins (MCPs), enabling the organism to adapt to environmental stimuli. The recombinant form facilitates biochemical and structural studies to elucidate its mechanism and potential applications .

Functional Role in Chemotaxis

CheD regulates bacterial motility by post-translationally modifying MCPs through deamidation. This process alters receptor ligand-binding affinity, enabling D. vulgaris to navigate chemical gradients. Key findings include:

  • Mechanism: Catalyzes the conversion of glutamine to glutamate on MCPs, fine-tuning chemoreceptor sensitivity .

  • Genetic Context: The cheD gene is part of a chemotaxis operon, often co-expressed with other chemotaxis-related genes like cheA and cheC .

  • Phenotypic Impact: Mutations in cheD homologs disrupt chemotactic behavior in related bacteria, suggesting conserved functionality .

Recombinant Production Methods

Recombinant CheD is typically produced using genetic engineering techniques optimized for Desulfovibrio spp.:

Key Steps:

  1. Gene Cloning: The cheD gene is amplified from D. vulgaris genomic DNA and inserted into expression vectors (e.g., pCR8/GW/TOPO derivatives) .

  2. Expression Systems: Escherichia coli strains (e.g., SW105) with λ Red recombination systems are used for plasmid modification and protein expression .

  3. Purification: Affinity tags (e.g., SPA tags) enable high-throughput purification of the recombinant protein .

Research Findings

Recent studies leveraging recombinant CheD have advanced understanding of its biochemical and structural roles:

Study FocusMethodologyKey OutcomeReference
Enzyme SpecificitySite-directed mutagenesisIdentified conserved catalytic residues critical for glutamine deamidation
Chemotaxis ModulationTranscriptomic analysisLinked cheD expression to motility regulation under sulfate-limited conditions
Genetic EngineeringTransposon mutagenesisConfirmed non-essentiality of cheD for growth under standard laboratory conditions

Applications and Implications

  • Biotechnology: Recombinant CheD serves as a tool for studying bacterial signal transduction and designing synthetic chemotaxis systems.

  • Environmental Adaptation: Insights into D. vulgaris motility inform bioremediation strategies for sulfate-rich environments .

  • Medical Research: Chemotaxis pathways in Desulfovibrio spp. are linked to gut microbiome dysbiosis, making CheD a potential therapeutic target .

Product Specs

Form
Lyophilized powder
Note: While we prioritize shipping the format currently in stock, please specify your format preference in order notes for customized preparation.
Lead Time
Delivery times vary depending on the purchase method and location. Please consult your local distributor for precise delivery estimates.
Note: Standard shipping includes blue ice packs. Dry ice shipping requires prior arrangement and incurs additional charges.
Notes
Avoid repeated freeze-thaw cycles. Store working aliquots at 4°C for up to one week.
Reconstitution
Centrifuge the vial briefly before opening to consolidate the contents. Reconstitute the protein in sterile deionized water to a concentration of 0.1-1.0 mg/mL. We recommend adding 5-50% glycerol (final concentration) and aliquoting for long-term storage at -20°C/-80°C. Our standard glycerol concentration is 50%, provided as a guideline for customers.
Shelf Life
Shelf life depends on various factors, including storage conditions, buffer composition, temperature, and the protein's inherent stability. Generally, liquid formulations have a 6-month shelf life at -20°C/-80°C, while lyophilized formulations have a 12-month shelf life at -20°C/-80°C.
Storage Condition
Upon receipt, store at -20°C/-80°C. Aliquoting is essential for multiple uses. Avoid repeated freeze-thaw cycles.
Tag Info
Tag type is determined during manufacturing.
The tag type is determined during production. If you require a specific tag, please inform us; we will prioritize its development.
Synonyms
cheD; DVU_2972Probable chemoreceptor glutamine deamidase CheD; EC 3.5.1.44
Buffer Before Lyophilization
Tris/PBS-based buffer, 6% Trehalose.
Datasheet
Please contact us to get it.
Expression Region
1-199
Protein Length
full length protein
Purity
>85% (SDS-PAGE)
Species
Desulfovibrio vulgaris (strain Hildenborough / ATCC 29579 / DSM 644 / NCIMB 8303)
Target Names
cheD
Target Protein Sequence
MRDAVRAKTN RRSVAGMPAE LMDLDLRHLH LRIGEGILAA RPALIATVLG SCVSVTFHHP STETGGIFHA MLPTVLGAAD GARTPCKYVD AAIETLLGQF ARRGIAANDL VVKLFGGAFT MNPEEKQRLR CIVDVGGRNV EVARATLQRF GIEPQSEHIL GDRGRKLFFH SGTGEVWVRL LRRTEPPLPS ALVCRDDLT
Uniprot No.

Target Background

Function

This protein likely deamidates glutamine residues to glutamate in methyl-accepting chemotaxis receptors (MCPs), playing a crucial role in chemotaxis.

Database Links

KEGG: dvu:DVU2972

STRING: 882.DVU2972

Protein Families
CheD family

Q&A

What is the predicted function of CheD in Desulfovibrio vulgaris?

CheD in Desulfovibrio vulgaris likely functions as a chemoreceptor glutamine deamidase that deamidates glutamine residues to glutamate on methyl-accepting chemotaxis proteins (MCPs). This post-translational modification plays a critical role in bacterial chemotaxis signaling pathways, affecting how the bacterium senses and responds to environmental cues. Similar to the characterized CheD in other organisms, it likely catalyzes the conversion of specific glutamine residues to glutamate (EC 3.5.1.44, protein-glutamine glutaminase activity), modifying receptor proteins involved in environmental sensing .

How does CheD relate to other chemotaxis proteins in the D. vulgaris system?

CheD functions within a complex network of chemotaxis proteins in D. vulgaris. While specific interactions in D. vulgaris are still being elucidated, the bacterium possesses three separate chemotaxis clusters, each including a putative cheA histidine kinase. CheD likely interacts with methyl-accepting chemotaxis proteins to modify their signaling capabilities, potentially affecting CheA phosphorylation states. The CheA3 (DVU2072) kinase has been specifically implicated in flagella-mediated motility on solid media, and CheD's activity could influence this pathway . The exact positioning of CheD within this signaling network remains an active area of investigation requiring further experimental validation.

Why is studying CheD in D. vulgaris important for understanding anaerobic bacteria?

Investigating CheD in D. vulgaris provides critical insights into how anaerobic sulfate-reducing bacteria sense and respond to their environments. D. vulgaris is often found in environments with limiting growth nutrients and plays essential roles in biogeochemical processes such as sulfur and metal cycling . Understanding CheD's role in chemotaxis helps elucidate how these bacteria locate optimal environments in anaerobic niches. This has implications for understanding microbial ecology in anoxic environments, bioremediation applications, and molecular mechanisms of chemotaxis in non-model organisms. The presence of multiple chemotaxis clusters in D. vulgaris suggests specialized sensing mechanisms that may be regulated through CheD activity.

What are the recommended methods for expressing and purifying recombinant D. vulgaris CheD protein?

For optimal expression of recombinant D. vulgaris CheD, an E. coli-based expression system using a pET vector with an N-terminal His-tag is recommended. Culture conditions should be optimized at 18-20°C after IPTG induction (0.1-0.5 mM) to minimize inclusion body formation. For purification, a two-step process is most effective: first, immobilized metal affinity chromatography (IMAC) using Ni-NTA resin with buffers containing 20-50 mM Tris-HCl (pH 8.0), 300 mM NaCl, and 10% glycerol. This should be followed by size exclusion chromatography to obtain >95% purity. For studying enzymatic activity, preserving the native structure is essential, so avoiding harsh elution conditions is recommended. Adding reducing agents (1-5 mM DTT) to all buffers helps maintain enzyme activity, as cysteine residues in the protein sequence may be susceptible to oxidation and affect function .

How can I design experiments to assess CheD deamidase activity in vitro?

To assess CheD deamidase activity in vitro, design an assay that measures the conversion of glutamine residues to glutamate on peptide substrates derived from D. vulgaris MCPs. A methodological approach includes:

  • Substrate preparation: Synthesize peptides (15-25 amino acids) containing glutamine residues from predicted MCP sequences in D. vulgaris.

  • Reaction conditions: Incubate purified recombinant CheD with peptide substrates in buffer (50 mM Tris-HCl pH 7.5, 150 mM NaCl, 5 mM MgCl₂) at 30°C.

  • Activity measurement: Quantify glutamate formation using either:

    • HPLC analysis after derivatization

    • Mass spectrometry to detect the -1 Da mass shift per deamidation

    • Colorimetric assays measuring ammonia release

  • Kinetic analysis: Determine Km and kcat values by varying substrate concentrations

Include appropriate controls such as heat-inactivated enzyme and non-deamidatable peptide variants to validate specificity. Additional experimental validation can be performed using LC-MS/MS to identify specific glutamine residues that undergo deamidation in the full-length protein substrate .

What methods can be used to analyze CheD-dependent chemotaxis in D. vulgaris?

To analyze CheD-dependent chemotaxis in D. vulgaris, a multi-faceted approach combining genetic manipulation and phenotypic assays is recommended:

  • Genetic approaches:

    • Create a cheD gene deletion mutant using homologous recombination

    • Develop complementation strains with plasmid-borne wild-type and mutant cheD

    • Generate reporter strains for monitoring protein-protein interactions

  • Phenotypic assays:

    • Soft agar plate assays (0.7% agarose with defined lactate/sulfate medium) to measure motility halo formation, similar to those used for analyzing cheA3 function

    • Capillary assays to quantify directional movement toward attractants

    • Palleroni chamber assays to evaluate responses to specific chemical gradients

    • Microscopic tracking of cellular movement in wet mounts

  • Analysis parameters:

    • Measure halo diameter after 3-5 days of anaerobic growth

    • Track swimming speed and directional changes using video microscopy

    • Quantify bacterial accumulation in capillaries containing different concentrations of potential attractants/repellents

Controls should include wild-type D. vulgaris and other chemotaxis mutants (e.g., cheA3 mutant) for comparative analysis . Experiments should be conducted under strictly anaerobic conditions using appropriate electron donors (lactate) and acceptors (sulfate).

How does CheD activity in D. vulgaris change under different electron acceptor conditions?

CheD activity in D. vulgaris likely varies under different electron acceptor conditions, reflecting the bacterium's need to optimize its chemotactic response based on available energy sources. While specific data on CheD regulation is limited, research on D. vulgaris chemotaxis suggests adaptability to different electron acceptors. Experimental evidence from related systems indicates that:

Electron AcceptorExpected CheD ActivityObserved Chemotactic Response
Sulfate (primary)High (baseline)Strong positive taxis
ThiosulfateModerate to highPositive taxis
SulfiteModerate to highPositive taxis
Transition metalsVariable (condition-dependent)Complex responses
Low O₂ levelsPotentially regulatedAerotaxis reported in some Desulfovibrio species

To properly characterize these changes, researchers should employ transcriptomic and proteomic analyses under different growth conditions, coupled with activity assays using recombinant CheD. Additionally, protein-protein interaction studies could reveal condition-specific binding partners that may regulate CheD function . This approach would help elucidate how CheD contributes to the bacterium's ability to navigate toward optimal growth conditions in complex anaerobic environments.

What is the relationship between CheD function and the multiple chemotaxis clusters in D. vulgaris?

The relationship between CheD function and the three chemotaxis clusters in D. vulgaris represents a complex regulatory network that likely enables specialized responses to different environmental conditions. Based on current understanding:

  • Cluster-specific roles: Similar to other bacteria with multiple chemotaxis systems (like Shewanella oneidensis), each cluster in D. vulgaris likely serves distinct functions. For example, research has shown that CheA3 (DVU2072) specifically mediates flagella-based motility on solid media, while the roles of CheA1 (DVU1594) and CheA2 (DVU1960) remain to be determined .

  • CheD interactions: CheD likely has differential interactions with MCP receptors associated with specific clusters. Protein-protein interaction studies would be needed to map these relationships.

  • Regulatory hierarchy: The clusters may operate under different regulatory controls, as evidenced by the finding that FliA regulates flagella-related genes including cheA3 . CheD activity might be similarly regulated in a cluster-specific manner.

To experimentally address this relationship, researchers should consider:

  • Analyzing CheD interactions with components from each cluster using pull-down assays or bacterial two-hybrid systems

  • Creating cluster-specific knockout strains to assess CheD localization and activity

  • Performing transcriptomic analysis to determine co-regulation patterns

This complex system likely evolved to allow D. vulgaris to respond appropriately to diverse environmental cues encountered in its ecological niches.

How can advanced structural biology techniques be applied to study D. vulgaris CheD?

Advanced structural biology techniques offer powerful approaches to elucidate the molecular mechanisms of D. vulgaris CheD function. A comprehensive structural investigation would include:

  • X-ray crystallography:

    • Crystallize purified recombinant CheD alone and in complex with substrate peptides

    • Identify active site residues and substrate binding pockets

    • Compare with known CheD structures from other organisms to identify unique features

  • Cryo-electron microscopy (Cryo-EM):

    • Visualize CheD in complex with full-length MCP receptors

    • Study larger multi-protein complexes involving CheD and other chemotaxis proteins

    • Map structural changes upon substrate binding

  • NMR spectroscopy:

    • Analyze protein dynamics and conformational changes during catalysis

    • Identify regions involved in protein-protein interactions

    • Map chemical shift perturbations upon ligand binding

  • Molecular dynamics simulations:

    • Model substrate binding and catalytic mechanisms

    • Predict effects of mutations on protein stability and function

    • Simulate protein-protein interactions in the chemotaxis signaling complex

Integrating these approaches with site-directed mutagenesis of predicted key residues (based on sequence alignment with the known structure from Lachnoclostridium phytofermentans CheD ) would provide comprehensive insights into the structural basis of D. vulgaris CheD function. This structural information could guide the development of specific inhibitors or activators to manipulate chemotactic responses.

How should researchers interpret contradictory data between in vitro CheD activity and in vivo chemotaxis phenotypes?

When faced with contradictions between in vitro CheD activity and in vivo chemotaxis phenotypes, researchers should consider multiple factors that could explain these discrepancies:

  • Regulatory context:

    • In vitro assays lack the full complement of regulatory proteins present in vivo

    • Post-translational modifications might occur in vivo but not in vitro

    • Protein-protein interactions could modulate activity differently in cellular contexts

  • Experimental design considerations:

    • Assess whether in vitro conditions (pH, salt, temperature) adequately mimic the cellular environment

    • Consider if substrate peptides used in vitro accurately represent native receptor structures

    • Evaluate whether expression levels of recombinant protein match physiological concentrations

  • Alternative pathways:

    • Redundant systems may compensate for CheD deficiency in vivo

    • Parallel chemotaxis pathways might mask phenotypes, as observed with multiple CheA homologs in D. vulgaris

  • Data integration approach:

    • Create a correlation matrix between in vitro parameters and in vivo phenotypes

    • Perform multivariate analysis to identify patterns and outliers

    • Develop mathematical models that incorporate multiple variables to predict behavior

A methodological approach for resolving these contradictions would include creating targeted mutations based on in vitro findings and testing them in vivo, complemented with systems biology approaches to map the complete network of interactions. This comprehensive strategy allows researchers to bridge the gap between reductionist biochemical studies and complex cellular behaviors.

What statistical approaches are recommended for analyzing CheD motility data in D. vulgaris?

For robust analysis of CheD-related motility data in D. vulgaris, the following statistical approaches are recommended:

  • Experimental design considerations:

    • Implement randomized block designs to control for day-to-day variations

    • Use a minimum of 3-5 biological replicates and 3 technical replicates

    • Include appropriate positive and negative controls in each experimental batch

  • Quantitative measurements:

    • For soft agar assays: measure multiple halo diameters at standardized timepoints

    • For capillary assays: count cells in calibrated volumes using consistent methods

    • For tracking studies: analyze statistically significant numbers of trajectories (>100 cells)

  • Statistical methods:

    • Apply ANOVA with post-hoc tests (Tukey's HSD) for multi-condition comparisons

    • Use non-parametric tests (Mann-Whitney U) for data that doesn't meet normality assumptions

    • Implement mixed-effects models for time-series data with repeated measures

    • Calculate effect sizes (Cohen's d) to assess biological significance beyond statistical significance

  • Advanced data visualization:

    • Box plots with overlaid data points to show distribution and outliers

    • Heat maps for multi-parameter experiments

    • Principal component analysis for multidimensional data reduction

When interpreting results, researchers should consider the biological context of D. vulgaris motility. For example, the differences observed between mutant behaviors in liquid media versus soft agar plates, as seen with cheA3 mutants , highlight the importance of environmental conditions on chemotaxis phenotypes. Careful statistical analysis will help distinguish genuine CheD-dependent effects from experimental artifacts or strain-specific variations.

How can researchers differentiate between CheD-specific effects and general chemotaxis pathway disruptions?

Differentiating CheD-specific effects from general chemotaxis pathway disruptions requires a systematic approach combining genetic, biochemical, and phenotypic analyses:

  • Genetic approach:

    • Create a panel of mutants targeting different components of the chemotaxis pathway

    • Develop point mutations in CheD that specifically affect catalytic activity versus protein-protein interactions

    • Construct strains with graduated expression levels of CheD to establish dose-response relationships

  • Biochemical characterization:

    • Compare the phosphorylation states of CheA and CheY in wild-type versus CheD mutants

    • Assess receptor modification states using mass spectrometry

    • Measure binding affinities between CheD and various interaction partners

  • Phenotypic analysis matrix:

Phenotypic AssayWild-typeΔcheDcheD point mutantΔcheA3Other chemotaxis mutants
Soft agar motility+++??-Variable
Capillary assay+++??-Variable
Flagellar assemblyNormal?Normal?NormalVariable
Swimming in liquidNormal??NormalVariable

This comparative approach, similar to that used for characterizing the role of CheA3 in D. vulgaris , enables researchers to construct a "phenotypic fingerprint" for CheD. Effects that appear specifically in CheD mutants but not in other chemotaxis mutants likely represent CheD-specific functions, while shared phenotypes across multiple mutants suggest roles in the general chemotaxis pathway. Additionally, complementation studies with heterologous CheD proteins from related organisms can help identify conserved versus species-specific functions.

What are the common pitfalls when studying anaerobic chemotaxis proteins like CheD in D. vulgaris?

Common pitfalls when studying anaerobic chemotaxis proteins like CheD in D. vulgaris include:

  • Oxygen sensitivity issues:

    • Protein oxidation during purification can inactivate CheD

    • Solution: Perform all purification steps in an anaerobic chamber or use robust reducing agents (5-10 mM DTT) in all buffers

  • Expression challenges:

    • Poor solubility when expressed in aerobic host systems

    • Solution: Use specialized expression strains, lower induction temperatures (16-18°C), and fusion tags that enhance solubility

  • Assay limitations:

    • Maintaining anaerobic conditions during activity assays is technically challenging

    • Solution: Develop sealed reaction vessels with oxygen-scavenging systems or conduct assays in anaerobic chambers

  • Growth media considerations:

    • Standard media formulations may not replicate native conditions

    • Solution: Use defined media with appropriate electron donors (lactate) and acceptors (sulfate) as used in previous D. vulgaris studies

  • Phenotypic analysis complications:

    • D. vulgaris shows slower growth and motility compared to model organisms

    • Solution: Extend observation periods for motility assays to 3-5 days rather than the 24-48 hours typically used for E. coli

  • Genetic manipulation difficulties:

    • Low transformation efficiency in D. vulgaris

    • Solution: Optimize electroporation protocols specifically for D. vulgaris or consider using conjugation-based methods

By anticipating these challenges, researchers can implement appropriate methodological modifications from the outset, saving time and resources while generating more reliable data on CheD function in this anaerobic bacterium.

How can researchers overcome challenges in correlating in vitro enzymatic activity with in vivo chemotaxis behavior?

Overcoming the challenges in correlating in vitro enzymatic activity with in vivo chemotaxis behavior requires a multi-faceted approach:

  • Improved in vitro systems:

    • Develop membrane vesicle preparations containing native receptor complexes

    • Reconstruct minimal chemotaxis arrays in liposomes with purified components

    • Use cell extracts supplemented with purified CheD to bridge in vitro-in vivo gap

  • Advanced in vivo measurements:

    • Implement FRET-based sensors to monitor CheD activity in living cells

    • Develop specific antibodies against deamidated receptors for immunological detection

    • Create reporter strains with fluorescent protein fusions to quantify chemotaxis pathway activity

  • Graduated genetic approaches:

    • Use inducible promoters to create a range of CheD expression levels

    • Develop partially active CheD mutants to establish dose-response relationships

    • Create chimeric proteins combining domains from D. vulgaris CheD with well-characterized homologs

  • Computational modeling:

    • Develop mathematical models incorporating both enzymatic parameters and cellular behaviors

    • Use machine learning approaches to identify non-obvious correlations between biochemical and phenotypic data

    • Implement sensitivity analysis to identify the most critical parameters affecting chemotaxis

  • Standardized experimental conditions:

    • Ensure comparable growth phases between in vitro and in vivo experiments

    • Match buffer conditions as closely as possible between enzyme assays and cellular studies

    • Use the same environmental stimuli (electron donors/acceptors) in both contexts

This integrated approach addresses the complex relationship between molecular activities and cellular behaviors, similar to studies that have successfully correlated CheA3 function with D. vulgaris motility on soft agar plates .

What approaches can help distinguish the roles of CheD from other chemotaxis proteins in D. vulgaris?

To distinguish the specific roles of CheD from other chemotaxis proteins in D. vulgaris, researchers should implement a comprehensive comparative analysis strategy:

  • Systematic mutation analysis:

    • Create a complete set of single-gene deletions for all chemotaxis genes

    • Generate double mutants (cheD with other chemotaxis genes) to identify genetic interactions

    • Develop point mutations targeting specific functional domains in CheD

  • Biochemical interaction mapping:

    • Perform pull-down assays using tagged CheD as bait

    • Employ bacterial two-hybrid screens to identify direct interaction partners

    • Use surface plasmon resonance to quantify binding affinities and kinetics

  • Spatiotemporal localization studies:

    • Create fluorescent protein fusions to track CheD localization

    • Implement super-resolution microscopy to visualize chemotaxis clusters

    • Use FRAP (Fluorescence Recovery After Photobleaching) to measure protein dynamics

  • Comparative phenotypic analysis:

ParameterΔcheDΔcheA3ΔcheYOther mutants
Motility halo size?Impaired ?Variable
Capillary response?Non-motile ?Variable
Flagellar presence?Present ?Variable
Swimming capability?Normal in wet mounts ?Variable
Response to specific attractants???Variable
  • Receptor modification analysis:

    • Use mass spectrometry to map receptor glutamine deamidation patterns

    • Compare receptor modification states across different mutant backgrounds

    • Correlate modifications with chemotactic behaviors

This systematic approach, building on methods previously used to characterize CheA3 in D. vulgaris , will create a comprehensive functional profile for CheD, highlighting its unique contributions to chemotaxis in this organism. The integration of genetic, biochemical, and phenotypic data will provide a robust framework for distinguishing CheD-specific functions from the roles of other chemotaxis proteins.

What emerging technologies will advance our understanding of CheD function in D. vulgaris?

Emerging technologies poised to significantly advance our understanding of CheD function in D. vulgaris include:

  • CRISPR-Cas9 genome editing:

    • Precise modification of cheD and related genes in D. vulgaris

    • Creation of knockin strains with tagged or mutant versions of CheD

    • Multiplex editing to simultaneously modify several chemotaxis genes

  • Single-cell technologies:

    • Microfluidic devices to track individual cell responses to chemical gradients

    • Single-cell RNA-seq to reveal heterogeneity in chemotactic populations

    • High-throughput phenotyping of D. vulgaris mutants under various conditions

  • Advanced structural methods:

    • AlphaFold2 and other AI-based structure prediction tools for modeling CheD-receptor interactions

    • Time-resolved X-ray crystallography to capture enzymatic intermediates

    • Cryo-electron tomography to visualize intact chemoreceptor arrays in D. vulgaris

  • Systems biology approaches:

    • Multi-omics integration (proteomics, metabolomics, transcriptomics) to map chemotaxis regulation

    • Flux balance analysis to connect chemotaxis to metabolic adaptation

    • Computational modeling of entire chemotaxis networks with parameter estimation from experimental data

  • Novel biochemical techniques:

    • Nanopore technology to detect single-molecule enzyme activity

    • Bio-layer interferometry for real-time monitoring of CheD-receptor interactions

    • Hydrogen-deuterium exchange mass spectrometry to map protein dynamics during catalysis

These technologies will move beyond traditional approaches that have been used to study chemotaxis proteins like CheA3 in D. vulgaris , allowing researchers to address previously intractable questions about the molecular mechanisms, physiological contexts, and evolutionary significance of CheD function in anaerobic chemotaxis.

How might experimental design approaches from big data analysis improve CheD research?

Experimental design approaches from big data analysis can significantly enhance CheD research in D. vulgaris through:

  • Subset selection strategies:

    • Rather than exhaustively testing all possible conditions, researchers can use optimal experimental design methods to select the most informative subset of experiments

    • This approach has been shown to maintain high precision for parameter estimates while drastically reducing the number of experiments required

  • Sequential design methodology:

    • Implement an iterative approach where results from initial experiments inform the design of subsequent studies

    • This strategy enables researchers to progressively refine their understanding of CheD function with each experimental cycle

    • For example, a sequential design approach for CheD substrate specificity could start with a broad screen of potential MCP peptides, then iteratively focus on promising candidates

  • Utility-based experimental optimization:

    • Design experiments to maximize information gain for specific research questions

    • For example, when investigating CheD-receptor interactions, design experiments that maximize the determinant of the observed information matrix

    • This approach ensures that the experiments performed provide the most valuable data for parameter estimation

  • Computational simulation to guide wet-lab experiments:

    • Use in silico modeling to predict experimental outcomes under different conditions

    • Identify "corner cases" or optimal design points that would be most informative for understanding CheD function

    • As shown in Figure 3 from the literature, optimal design points often appear at the extremes of experimental parameter space

  • Data integration frameworks:

    • Develop methods to combine heterogeneous data types (structural, biochemical, genetic, phenotypic)

    • Weight different data sources based on their reliability and relevance to create comprehensive models of CheD function

By applying these principles, researchers can overcome the challenges of studying complex biological systems like bacterial chemotaxis with limited resources, similar to the approach demonstrated for regression analysis of large datasets .

What are the potential applications of understanding CheD function in biotechnology and bioremediation?

Understanding CheD function in D. vulgaris offers significant potential applications in biotechnology and bioremediation:

  • Enhanced bioremediation strategies:

    • Engineer D. vulgaris strains with modified CheD to improve chemotactic responses toward specific contaminants

    • Create biosensors using CheD-based pathways to detect environmental pollutants

    • Optimize microbial-driven metal reduction for remediation of sites contaminated with chromium, uranium, or other heavy metals, building on D. vulgaris' known ability to reduce these metals

  • Synthetic biology applications:

    • Develop synthetic chemotaxis circuits incorporating CheD for programmable bacterial behavior

    • Create chimeric chemoreceptors with novel specificities through targeted modification of CheD recognition sites

    • Design bacterial consortia with complementary chemotactic properties for complex environmental applications

  • Industrial biotechnology:

    • Improve anaerobic digestion processes by enhancing sulfate-reducing bacterial responses to organic substrates

    • Develop biocatalysts for specific deamidation reactions based on CheD's enzymatic mechanism

    • Create immobilized enzyme systems for industrial protein modification

  • Biofilm engineering:

    • Manipulate chemotaxis to control biofilm formation and architecture

    • Design surfaces that selectively promote or inhibit attachment of sulfate-reducing bacteria

    • Create spatially organized multi-species biofilms with enhanced bioremediation capabilities

  • Antimicrobial development:

    • Target CheD function to disrupt pathogenic biofilm formation

    • Develop inhibitors of bacterial chemotaxis as novel antimicrobial strategies

    • Create screening platforms for compounds that specifically affect anaerobic bacterial motility

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