KEGG: bmaz:BM44_2476
Burkholderia mallei UPF0060 membrane protein BMA10247_0554 is a 110-amino acid membrane protein encoded by the BMA10247_0554 gene in the bacterial pathogen Burkholderia mallei. This protein belongs to the UPF0060 family (Uncharacterized Protein Family 0060), indicating that its precise function remains to be fully elucidated. The protein has been assigned UniProt ID A3MIN7 and has been successfully expressed as a recombinant protein with an N-terminal His-tag .
The significance of this protein stems from multiple factors. First, B. mallei is classified as a Tier 1 select agent due to its potential use as a bioterrorism agent, high virulence, and resistance to multiple antibiotics . The pathogen causes glanders, a disease primarily affecting equines that can be transmitted to humans with potentially fatal outcomes. Second, as a membrane protein, BMA10247_0554 may play critical roles in bacterial membrane integrity, transport functions, signaling, or host-pathogen interactions. Membrane proteins often serve as important drug targets, making BMA10247_0554 a potential candidate for therapeutic intervention. Understanding its structure and function could therefore contribute significantly to the development of countermeasures against B. mallei infections.
Burkholderia mallei exhibits several distinctive microbiological characteristics that differentiate it from other Burkholderia species, particularly in clinical and research laboratory settings :
Morphology and growth characteristics:
B. mallei appears as small gram-negative coccobacilli (1.5-3 μm × 0.5-1 μm) with rounded ends
Forms smooth, gray, translucent colonies on blood agar plates (BAP) within 48 hours
Shows no hemolysis on blood agar and produces no distinctive odor
Grows weakly or not at all on MacConkey agar (MAC) within 48 hours
Does not produce pigment, even on Mueller Hinton agar
Biochemical properties:
Catalase-positive
Oxidase reactions are variable, but most strains test negative
Indole-negative
Resistant to polymyxin B and colistin
Susceptible to amoxicillin-clavulanic acid but resistant to penicillin
Non-motile (a key differentiating feature from the closely related B. pseudomallei)
Does not grow at 42°C
Working with recombinant Burkholderia mallei proteins, including BMA10247_0554, requires careful biosafety considerations due to the pathogen's classification as a Tier 1 select agent and potential bioterrorism threat . The following biosafety guidelines should be implemented:
Regulatory compliance:
Adhere to CDC and USDA Select Agent Program regulations
Obtain necessary permits and approvals before initiating work
Complete required training for handling select agent-derived materials
Maintain proper documentation and inventory records
Risk assessment and containment:
Distinguish between work with live B. mallei (requiring Biosafety Level 3) versus recombinant proteins expressed in E. coli (typically Biosafety Level 2)
Conduct protein-specific risk assessments based on potential biological activity and toxicity
Use certified biosafety cabinets for procedures that may generate aerosols
Implement proper waste decontamination procedures through autoclaving or chemical disinfection
Personal protective equipment:
Wear appropriate PPE including laboratory coat, gloves, and eye protection
Consider respiratory protection when working with lyophilized preparations
Establish protocols for proper donning and doffing of PPE
Emergency protocols:
Develop specific spill protocols and exposure response procedures
Maintain appropriate decontamination materials in the laboratory
Establish clear communication channels for incident reporting
While recombinant BMA10247_0554 produced in E. coli may present lower risk than the intact pathogen, prudent biosafety practices remain essential due to the potential severity of B. mallei infections and the select agent status of the organism .
Expression and purification of recombinant BMA10247_0554 follows a methodical approach optimized for membrane proteins :
Expression system selection:
E. coli serves as the preferred expression host
The full-length protein (amino acids 1-110) is expressed with an N-terminal His-tag to facilitate purification
Selection of appropriate expression vectors containing inducible promoters (typically T7 promoter systems)
Culture and induction conditions:
Transformed bacterial cultures are grown to optimal density
Protein expression is induced under controlled conditions
Reduced temperature induction (16-30°C) may enhance proper folding of membrane proteins
Induction times and inducer concentrations require optimization for maximum yield of properly folded protein
Cell harvesting and lysis:
Bacterial cells are harvested by centrifugation
Cell lysis is performed using methods suitable for membrane protein isolation
Inclusion of protease inhibitors prevents degradation during processing
Membrane fraction isolation:
Differential centrifugation separates the membrane fraction containing BMA10247_0554
Detergent solubilization of membranes releases the target protein
Selection of appropriate detergents is critical for maintaining protein structure and function
Affinity chromatography:
His-tagged protein is purified using Ni-NTA or similar metal affinity resins
Imidazole gradient elution yields purified protein
Buffer composition throughout purification must maintain membrane protein stability
Quality control assessments:
SDS-PAGE analysis confirms purity and expected molecular weight
Western blotting with anti-His antibodies verifies identity
Mass spectrometry provides definitive confirmation of protein sequence
This methodology yields a final product in the form of lyophilized powder that can be reconstituted for various research applications .
Proper storage and reconstitution of BMA10247_0554 are critical for maintaining protein integrity and functionality :
Storage Recommendations:
Short-term storage (up to one week):
Store at 4°C in Tris/PBS-based buffer (pH 8.0) containing 6% trehalose
Avoid repeated freeze-thaw cycles
Long-term storage:
Store at -20°C/-80°C
Aliquot to minimize freeze-thaw cycles
Add glycerol (5-50% final concentration, with 50% being optimal) for cryoprotection
Use screw-cap microcentrifuge tubes to prevent evaporation
Reconstitution Protocol:
Pre-reconstitution preparation:
Briefly centrifuge the lyophilized protein vial to bring contents to the bottom
Allow the vial to equilibrate to room temperature before opening
Reconstitution steps:
Reconstitute in deionized sterile water to a concentration of 0.1-1.0 mg/mL
Mix gently by inversion or gentle swirling rather than vortexing
Allow complete dissolution before proceeding
Post-reconstitution handling:
For long-term storage after reconstitution, add glycerol to 50% final concentration
Aliquot into working volumes to prevent repeated freeze-thaw cycles
For repeated use, maintain small working aliquots at 4°C for up to one week
Adherence to these storage and reconstitution guidelines ensures maximal protein stability and activity for downstream research applications .
Designing experiments to investigate the function of an uncharacterized membrane protein like BMA10247_0554 requires a systematic, multi-faceted approach :
| Experimental Approach | Methodology | Expected Outcomes | Controls |
|---|---|---|---|
| Genetic manipulation | Creation of deletion mutants, insertional mutagenesis, or CRISPR-Cas9 editing | Phenotypic changes indicating protein function | Wild-type strain, complemented mutant |
| Protein-protein interactions | Yeast two-hybrid screening, co-immunoprecipitation, pull-down assays | Identification of interaction partners suggesting functional pathways | Empty vector controls, unrelated protein controls |
| Subcellular localization | Fluorescent protein fusions, immunolocalization, membrane fractionation | Precise membrane localization and topology | Markers for different membrane compartments |
| Phenotypic characterization | Growth curves, stress resistance, biofilm formation, motility assays | Functional role in bacterial physiology | Wild-type under identical conditions |
| Virulence assessment | Cell infection models, animal challenge studies, immune response analysis | Role in pathogenesis and host interaction | Attenuated strains, known virulence factor mutants |
When designing these experiments, researchers should consider several principles specific to membrane protein research :
Control groups should include:
Wild-type B. mallei strains under identical conditions
Complemented mutants to confirm phenotype specificity
Empty vector controls for recombinant expression
Unrelated membrane protein controls
Variables to manipulate:
Environmental conditions (pH, temperature, nutrients)
Host cell types for infection studies
Stress conditions to reveal conditional phenotypes
Protein expression levels and timing
Measurement parameters:
Growth rates and bacterial viability
Membrane integrity and permeability
Host cell responses (cytokine production, cell death)
Protein interaction strength and specificity
Statistical considerations:
Appropriate sample sizes for adequate statistical power
Multiple biological and technical replicates
Suitable statistical tests for data analysis
Control for multiple comparisons when necessary
This comprehensive experimental design framework enables systematic exploration of BMA10247_0554 function from multiple perspectives.
Determining the membrane topology of BMA10247_0554 requires specialized techniques that can reveal how the protein is oriented within the bacterial membrane:
| Technique | Principle | Advantages | Limitations |
|---|---|---|---|
| Cysteine scanning mutagenesis | Sequential replacement of residues with cysteine and accessibility testing with thiol-reactive reagents | High resolution, detects water-accessible regions | Labor-intensive, requires functional protein |
| Reporter fusion analysis | Fusion of reporters (PhoA, GFP, LacZ) to protein termini or internal sites | Determines cytoplasmic vs. periplasmic orientation | May affect protein folding, limited resolution |
| Protease protection assays | Selective digestion of exposed protein regions | Simple technique, provides domain orientation | Limited to accessible regions, non-specific digestion possible |
| Substituted cysteine accessibility method (SCAM) | Accessibility of engineered cysteines to membrane-impermeable reagents | Determines transmembrane segment boundaries | Requires cysteine-free background, extensive mutagenesis |
| Fluorescence resonance energy transfer (FRET) | Energy transfer between fluorescent labels on specific protein regions | Provides distance constraints between domains | Complex interpretation, requires fluorescent labeling |
| Computational prediction validation | Experimental verification of transmembrane topology predictions | Guides experimental design, integrates multiple data types | Predictions require experimental validation |
Implementation of these techniques for BMA10247_0554 would follow this general workflow:
Initial computational prediction of transmembrane domains and orientation
Selection of key residues or domains for experimental analysis
Generation of reporter fusions or cysteine mutants at strategically selected positions
Experimental determination of cytoplasmic versus periplasmic exposure
Integration of multiple experimental approaches to build a consensus topology model
Correlation of topology with potential functional domains
Understanding the membrane topology of BMA10247_0554 would provide critical insights into its potential interactions with host factors, other bacterial proteins, or small molecules, helping to elucidate its function in B. mallei biology and pathogenesis .
Protein-protein interaction (PPI) studies offer powerful approaches to elucidate the function of uncharacterized proteins like BMA10247_0554 by revealing their molecular partners and potential involvement in cellular processes :
Yeast two-hybrid (Y2H) screening:
Expression of BMA10247_0554 as a bait protein fused to a DNA-binding domain
Screening against normalized host (human/murine) proteome libraries
Identification of potential host targets provides insights into pathogenesis mechanisms
Follow-up validation through co-immunoprecipitation or pull-down assays
Co-immunoprecipitation (Co-IP) and pull-down assays:
Generation of specific antibodies against BMA10247_0554 or utilization of the His-tag
Precipitation of protein complexes from bacterial lysates or infected host cells
Mass spectrometry identification of interacting partners
Verification through reciprocal pull-down experiments
Proximity-dependent labeling techniques:
Fusion of BMA10247_0554 with enzymes like BioID or APEX2
Labeling of proteins in close proximity within living cells
Identification of the spatial interactome in relevant cellular contexts
Detection of transient or weak interactions difficult to capture by traditional methods
Cross-linking mass spectrometry:
Chemical cross-linking of interacting proteins
Digestion and analysis of cross-linked peptides
Determination of specific binding interfaces and interaction sites
Integration with structural modeling for mechanistic insights
Previous research has demonstrated that similar approaches with other B. mallei proteins have successfully identified interactions with host proteins, revealing mechanisms of virulence and pathogenesis . For example, yeast two-hybrid screens against human and murine proteome libraries identified previously unknown virulence factors by characterizing their host protein targets.
The identification of BMA10247_0554 interaction partners would provide valuable clues about its potential roles in bacterial physiology and host-pathogen interactions, potentially revealing whether it contributes to virulence mechanisms such as adhesion, invasion, immune evasion, or intracellular survival.
Determining the contribution of BMA10247_0554 to B. mallei virulence requires systematic genetic approaches coupled with appropriate infection models :
Generation of isogenic mutants:
Creation of unmarked deletion mutants through allelic exchange
Insertional inactivation using site-specific mutagenesis
CRISPR-Cas9 genome editing for precise modifications
Construction of complemented strains expressing the wild-type gene
In vitro virulence-associated phenotypes:
Assessment of growth in various media and stress conditions
Evaluation of biofilm formation capacity
Quantification of adherence to relevant host cell types
Measurement of resistance to host antimicrobial defenses
Cellular infection models:
Invasion and intracellular survival in macrophages or epithelial cells
Host cell cytotoxicity measurements
Phagosomal escape and cytosolic replication analysis
Quantification of inflammatory response induction
Animal infection studies:
BALB/c mouse aerosol challenge models
Bacterial burden quantification in target organs
Histopathological examination of infected tissues
Survival curve analysis comparing wild-type and mutant strains
Gene expression analysis:
Transcriptional profiling of wild-type and mutant strains
Determination of BMA10247_0554 expression during infection
Identification of co-regulated genes suggesting functional pathways
Research with similar B. mallei membrane proteins has revealed that not all proteins contribute equally to virulence . Some may play essential roles in pathogenesis, while others might be involved in basic bacterial physiology or environmental adaptation. Complementation studies, where the wild-type gene is reintroduced, are crucial to confirm that observed phenotypes are specifically due to the absence of BMA10247_0554 rather than polar effects or secondary mutations.
The generation of insertion mutants in the virulent B. mallei ATCC 23344 strain, followed by aerosol challenge of BALB/c mice, has proven effective for evaluating the virulence contribution of candidate proteins, as demonstrated in previous studies .
Structural biology approaches provide crucial insights into BMA10247_0554 function through determination of its three-dimensional structure and structural dynamics:
| Stage | Methods | Expected Outcomes | Applications |
|---|---|---|---|
| Primary analysis | Sequence alignment, hydrophobicity analysis | Identification of transmembrane regions | Topology prediction, construct design |
| Secondary structure | PSIPRED, JPred, SWISS-MODEL | Prediction of alpha-helices, beta-sheets | Domain organization, structural classification |
| Tertiary structure | AlphaFold2, I-TASSER, Rosetta | 3D model with estimated confidence scores | Functional site identification, interaction modeling |
| Refinement | Molecular dynamics, energy minimization | Optimized structure in membrane environment | More accurate representation of native state |
| Validation | PROCHECK, MolProbity, ERRAT | Assessment of model quality and reliability | Confidence in downstream analyses |
| Functional mapping | ConSurf, SiteMap, CASTp | Identification of potential functional sites | Target sites for mutagenesis and drug design |
Understanding the structure of BMA10247_0554 would enable rational design of inhibitors, identification of critical functional residues, and mechanistic insights into its role in bacterial biology and host-pathogen interactions.
Evaluating BMA10247_0554 as a potential therapeutic target against B. mallei infections requires multidisciplinary approaches combining target validation, drug discovery, and preclinical assessment:
Target validation strategies:
Essentiality assessment through conditional knockdown or knockout systems
Virulence contribution analysis in relevant infection models
Conservation analysis across B. mallei strains and related pathogens
Absence or significant divergence from human homologs
Drug discovery approaches:
Structure-based virtual screening against the protein's binding sites
Fragment-based screening to identify chemical starting points
High-throughput functional assays if protein function is known
Phenotypic screening against whole bacteria with target engagement confirmation
Binding site identification:
Computational pocket detection algorithms
Evolutionary conservation analysis to identify functional sites
Experimental mapping through mutagenesis and activity assays
Probe-based NMR or mass spectrometry for ligand binding
Lead compound evaluation:
Direct binding assays (thermal shift, SPR, ITC)
Functional inhibition assessment if activity is known
Antibacterial activity against B. mallei and specificity testing
Cytotoxicity evaluation in mammalian cell models
In vivo efficacy studies:
Pharmacokinetic and biodistribution analysis
Efficacy in murine models of B. mallei infection
Combination studies with existing antibiotics
Resistance development assessment
Since B. mallei is classified as a potential bioterrorism agent with limited treatment options, membrane proteins like BMA10247_0554 represent attractive targets for therapeutic development . Membrane proteins often form channels, transporters, or signaling complexes that are accessible to drugs and critical for bacterial survival or virulence.
The development of inhibitors targeting BMA10247_0554 would benefit from comprehensive target validation to ensure that modulating this protein would effectively impair bacterial viability or virulence. Given the bioterrorism potential of B. mallei, therapeutic development against novel targets remains a priority for biodefense preparedness .
When faced with conflicting experimental results regarding BMA10247_0554 function or characteristics, researchers should employ a systematic approach to reconcile discrepancies:
Methodological evaluation:
Compare experimental conditions between conflicting studies
Assess differences in protein preparation (tags, purification methods)
Evaluate assay sensitivity, specificity, and limitations
Consider statistical power and experimental design differences
Biological context considerations:
Examine strain-specific variations in BMA10247_0554 sequence or expression
Consider growth conditions that might affect protein function
Evaluate potential environmental triggers for conditional functions
Assess protein modifications or processing differences
Technical verification approaches:
Replicate experiments with standardized protocols
Employ orthogonal methods to test the same hypothesis
Increase biological and technical replication
Implement more stringent controls
Data integration strategies:
Combine multiple datasets through meta-analysis techniques
Weight evidence based on methodological rigor
Develop models that accommodate apparently contradictory findings
Consider context-dependent functions as explanations
Collaborative resolution:
Engage with other laboratories for independent verification
Share reagents, protocols, and raw data for comparative analysis
Design definitive experiments addressing specific contradictions
Consider multi-laboratory standardized studies
Conflicting results with membrane proteins like BMA10247_0554 are particularly common due to challenges in maintaining native conformations during extraction, purification, and experimental manipulation. Additionally, membrane proteins often exhibit context-dependent functions based on lipid environments or interaction partners.
When publishing research on BMA10247_0554, transparent reporting of methodology, clear acknowledgment of limitations, and comprehensive description of experimental conditions are essential to facilitate reconciliation of apparently conflicting findings across the research community.
Bioinformatic approaches offer powerful methods to predict functions of uncharacterized proteins like BMA10247_0554 when experimental data is limited:
Sequence-based analyses:
Homology detection using PSI-BLAST, HHpred, or HMMER
Identification of conserved domains or motifs through InterProScan
Transmembrane topology prediction using TMHMM or Phobius
Signal peptide prediction with SignalP
Structural prediction and analysis:
Tertiary structure prediction through AlphaFold2 or I-TASSER
Binding site prediction and characterization
Structural similarity searches against function-annotated proteins
Molecular dynamics simulations in membrane environments
Genomic context analysis:
Operon structure and co-transcribed genes
Conserved genomic neighborhoods across bacterial species
Gene fusion events suggesting functional relationships
Presence/absence patterns correlated with specific phenotypes
Network-based approaches:
Guilt-by-association methods using co-expression data
Protein-protein interaction network analysis
Phylogenetic profiling to identify co-evolving genes
Text mining of scientific literature for implicit connections
Integrated function prediction:
Machine learning approaches combining multiple features
Consensus methods integrating various prediction algorithms
Bayesian integration of diverse data types
Cross-validation against experimentally characterized homologs
For B. mallei UPF0060 membrane protein BMA10247_0554, these approaches might reveal potential functions related to membrane integrity, transport, signaling, or host interaction based on evolutionary relationships, structural features, and genomic context. While computational predictions require experimental validation, they provide valuable hypotheses to guide focused experimental design and prioritize research directions.
Investigating the potential role of BMA10247_0554 in host-pathogen interactions requires a combination of computational predictions, in vitro models, and in vivo validation approaches :
Computational host interaction predictions:
Sequence-based identification of host-binding motifs
Structural modeling of potential interactions with host proteins
Comparison with characterized bacterial virulence factors
Prediction of immunogenic epitopes or immune evasion features
In vitro host cell models:
Infection assays comparing wild-type and BMA10247_0554 mutants
Measurement of adhesion, invasion, and intracellular survival
Assessment of host cell responses (cytokine production, cell death)
Localization studies during infection using immunofluorescence
Direct interaction studies:
Yeast two-hybrid screening against host proteome libraries
Pull-down assays with recombinant BMA10247_0554
Surface plasmon resonance to quantify binding to candidate partners
ELISA-based binding assays with purified host proteins
Immune response analysis:
Evaluation of BMA10247_0554 recognition by pattern recognition receptors
T-cell and antibody response characterization
Inflammasome activation assessment
Immunomodulatory effects on host cell signaling
In vivo infection models:
BALB/c mouse aerosol challenge models
Comparison of wild-type and mutant strain pathogenicity
Tissue burden and histopathological analysis
Immune response profiling in infected animals
Previous research with B. mallei has employed yeast two-hybrid assays against normalized whole human and murine proteome libraries to successfully identify interactions between bacterial proteins and host targets . This approach has revealed previously unknown virulence factors and their mechanisms of action. Similar strategies applied to BMA10247_0554 could elucidate whether this membrane protein directly interacts with host components during infection.
The identification of specific host interactions would provide valuable insights into BMA10247_0554's potential role in pathogenesis and might reveal novel therapeutic targets for intervention strategies against B. mallei infections.
Prioritizing BMA10247_0554 for further research requires evaluation against several key criteria that assess its scientific significance and potential applications:
| Criterion | Assessment Metrics | High Priority Indicators | Data Sources |
|---|---|---|---|
| Essentiality | Growth impact of gene deletion, Fitness in various conditions | Severe growth defects, Conditionally essential | Mutagenesis studies, Transposon sequencing |
| Virulence contribution | Attenuation in infection models, Host response alteration | Significant virulence reduction, Altered immune evasion | Animal infection studies, Cell-based assays |
| Conservation | Presence across strains, Sequence conservation | Highly conserved across B. mallei isolates | Comparative genomics, Sequence databases |
| Uniqueness | Absence in mammalian hosts, Divergence from commensal bacteria | No close human homologs, Pathogen-specific features | Homology searches, Phylogenetic analysis |
| Druggability | Presence of binding pockets, Accessibility to drugs | Membrane-accessible domains, Well-defined binding sites | Structural analysis, Bioinformatic prediction |
| Technical feasibility | Ease of expression, Assay development potential | Stable recombinant expression, Measurable activity | Protein production data, Available assays |
| Translational potential | Relevance to countermeasure development | Potential vaccine antigen or drug target | Immunogenicity data, Inhibition studies |
Research prioritization should consider the broader context of B. mallei as a potential bioterrorism agent and the current gaps in therapeutic and diagnostic approaches . High-priority characteristics would include evidence that BMA10247_0554:
Contributes significantly to bacterial virulence or survival
Offers novel insights into B. mallei pathogenesis mechanisms
Represents a potential target for therapeutic development
Provides diagnostic or vaccine possibilities
Systematic evaluation against these criteria would help determine whether BMA10247_0554 warrants intensive research focus compared to other B. mallei proteins. Given the pathogen's significance as a potential bioterrorism agent and the limited treatment options available, proteins that offer potential for countermeasure development would typically receive higher prioritization .
Despite the availability of basic information about Burkholderia mallei UPF0060 membrane protein BMA10247_0554, significant knowledge gaps remain that limit our understanding of its biological role and potential applications. These gaps represent important opportunities for future research:
Functional characterization: The precise biological function of BMA10247_0554 remains undetermined, as indicated by its UPF0060 (Uncharacterized Protein Family) designation .
Structural information: While amino acid sequence is available, three-dimensional structural data is lacking, limiting structure-based functional predictions and drug design efforts .
Role in pathogenesis: Whether BMA10247_0554 contributes to B. mallei virulence, and through what mechanisms, remains to be established through systematic mutant studies .
Host interactions: Potential interactions with host cellular components, including possible roles in adhesion, invasion, or immune modulation, have not been characterized .
Regulation and expression: Conditions regulating BMA10247_0554 expression during infection or environmental stress remain unexplored.
Conservation and variation: While the protein is identified in B. mallei reference strains, its conservation across clinical and environmental isolates needs further investigation.
Membrane topology: The precise arrangement of transmembrane segments and orientation within the bacterial membrane requires experimental confirmation.
Addressing these knowledge gaps would provide valuable insights into B. mallei biology and potentially reveal new approaches for diagnostic, therapeutic, or preventive interventions against this significant biothreat pathogen .
Based on current knowledge and identified gaps, several promising research directions could advance understanding of BMA10247_0554 and its potential applications:
Comprehensive functional characterization:
Generate and phenotype clean deletion mutants in B. mallei
Evaluate the impact on bacterial physiology, stress responses, and virulence
Identify conditions where the protein becomes essential or conditionally important
Structural biology approaches:
Determine high-resolution structure through crystallography or cryo-EM
Validate membrane topology through experimental methods
Identify potential ligand binding sites or interaction interfaces
Host-pathogen interaction studies:
Perform systematic screening for host protein interactions
Evaluate the impact on host cell processes during infection
Determine if BMA10247_0554 is exposed to the host immune system
Therapeutic potential assessment:
Evaluate as a potential drug target through essentiality and druggability analysis
Develop high-throughput screening assays if functional readouts are established
Explore immunogenic potential for vaccine development
Evolutionary and comparative studies:
Compare with homologs in related pathogens and environmental Burkholderia species
Identify selective pressures shaping protein evolution
Determine if horizontal gene transfer has influenced distribution
Systems biology integration:
Place BMA10247_0554 within bacterial protein interaction networks
Identify co-regulated genes through transcriptomic studies
Develop predictive models for protein function based on multiple data types