Rnc is a key endoribonuclease that cleaves RNA at specific sites, influencing bacterial gene expression. In Y. pseudotuberculosis, it regulates the stability of small RNAs (sRNAs) and mRNAs .
Rnc negatively regulates the type III secretion system (T3SS) by degrading lcrF mRNA, which encodes the master activator of T3SS. Loss of Rnc activity leads to increased T3SS expression and virulence .
It modulates the Csr system by reducing CsrB/CsrC sRNAs, thereby increasing CsrA-mediated translation of virulence factors .
Global RNA profiling in Y. pseudotuberculosis revealed Rnc-dependent degradation of 63 sRNAs, including virulence-associated RNAs (e.g., Ysr29) .
Deletion of rnc in Y. pseudotuberculosis alters expression of stress proteins (e.g., GroEL, DnaK) and outer membrane components .
Recombinant Rnc has been used in attenuated Y. pseudotuberculosis strains (e.g., YptbS44) to enhance outer membrane vesicle (OMV) production. These OMVs deliver Y. pestis antigens, offering protection against plague .
Vaccine Adjuvants: Rnc-modified OMVs show promise as next-generation plague vaccines, inducing robust immune responses .
Diagnostic Tools: Recombinant Rnc is used in serotyping assays to detect Y. pseudotuberculosis O:1b .
Reeves et al. (2003) — Genetics of Yersinia pseudotuberculosis O-antigens.
Heroven et al. (2008) — Csr system regulation in Yersinia.
PLOS Pathogens (2024) — RNase-mediated virulence control.
Cusabio (2023) — Recombinant Rnc product specifications.
PMC (2022) — Recombinant Y. pseudotuberculosis OMVs.
KEGG: ypi:YpsIP31758_1136
Ribonuclease III (RNase III, encoded by the rnc gene) functions as a critical regulator of virulence in Y. pseudotuberculosis by repressing the synthesis of LcrF, the master virulence regulator that activates the expression of genes encoding the type III secretion system (Ysc-T3SS) and its Yop protein substrates . RNase III specifically influences lcrF mRNA stability and translation by:
Triggering processes that directly reduce lcrF mRNA translation and stability
Downregulating CsrB and CsrC RNAs, which increases the availability of active CsrA protein
Repressing factors that promote protein translation efficiency (e.g., IF-3, RimM, RsmG)
This multilevel control allows Y. pseudotuberculosis to precisely regulate its virulence machinery in response to environmental conditions, particularly during host infection .
Y. pseudotuberculosis serotype O:1b, exemplified by the strain IP31758 isolated in 1966 from a patient with Far East scarlatinoid fever symptoms (FESLF), possesses distinctive genetic characteristics compared to other serotypes:
It contains unique plasmids (pVM82 and pIB) associated with increased immunosuppressive and antiphagocytic capabilities
IP31758 carries a type IVB secretion system shared only with intracellular persisting pathogens of the order Legionellales, which may contribute to scarlatinoid fever symptoms
It possesses a unique type I restriction/modification (R/M) system (composed of hsdRSM genes) that is absent in Y. pestis strains
The O:1b serotype has been associated with systemic expression of the superantigenic exotoxin Y. pseudotuberculosis-derived mitogen (YPM)
These genetic differences contribute to the distinct pathogenic properties of serotype O:1b strains compared to other serotypes.
RNase III (rnc) mutants of Y. pseudotuberculosis display distinctive growth patterns that reflect the regulatory role of this enzyme:
| Condition | Wild-type Growth | Δrnc Mutant Growth | Δpnp Mutant Growth |
|---|---|---|---|
| 25°C | Normal | Slight delay | Slight delay |
| 37°C | Normal | Severe defect | Mild defect |
| 37°C (Ca²⁺-limiting) | Normal | Severe defect | Moderate defect |
The rnc mutant growth defect is particularly pronounced at 37°C, which is the temperature that induces virulence gene expression in Y. pseudotuberculosis . This growth arrest pattern resembles what has been observed upon constitutive expression of the Ysc-T3SS, suggesting that loss of RNase III leads to dysregulated T3SS expression . Importantly, complementation with the rnc gene restores the wild-type phenotype, confirming the specific role of RNase III in these growth patterns .
Construction of precise rnc deletion mutants in Y. pseudotuberculosis requires careful consideration of several methodological aspects:
In-frame deletion method: Create an in-frame deletion of the rnc gene to avoid polar effects on downstream genes . This typically involves:
Amplifying regions flanking the rnc gene (approximately 500-1000 bp on each side)
Fusing these fragments via overlap extension PCR
Cloning into a suicide vector containing a counter-selectable marker (e.g., sacB)
Performing two-step allelic exchange
Verification approaches:
PCR verification with primers flanking the deletion site
Sequencing the deletion junction
Northern blot analysis to confirm absence of RNase III activity by assessing the processing of known RNase III substrates
RT-qPCR to confirm the absence of rnc transcripts
Complementation strategy:
Clone the wild-type rnc gene with its native promoter into a stabilized plasmid (e.g., Asd⁺ plasmid system for strains with Δasd background)
Use an inducible promoter system to allow controlled expression of RNase III
Verify complementation by restoration of wild-type phenotypes including growth and virulence properties
These approaches ensure the generation of well-characterized rnc mutants for subsequent virulence studies.
To effectively study RNase III-dependent regulation of virulence in Y. pseudotuberculosis, researchers should consider the following optimal experimental conditions:
Temperature conditions:
Calcium concentrations:
Growth phase considerations:
Analyze early logarithmic, mid-logarithmic, and stationary phases separately
Pay particular attention to the transition from exponential to stationary phase when major virulence decisions occur
RNA stability assessments:
Use rifampicin chase experiments to measure lcrF mRNA stability directly
Employ pulse-chase labeling with modified nucleotides for targeted RNA decay studies
Compare RNA half-lives in wild-type, Δrnc, and complemented strains
Transcriptional reporter systems:
Utilize lcrF-reporter fusions to monitor transcription and translation efficiency
Design reporter systems for key downstream virulence genes to capture the full regulatory cascade
These optimized conditions allow researchers to comprehensively characterize the role of RNase III in virulence regulation.
When designing RNA-seq experiments to study rnc mutants in Y. pseudotuberculosis, several critical factors should be considered:
Replicate number:
Sequencing parameters:
Use paired-end sequencing rather than single-end to improve mapping accuracy, especially for regions with complex secondary structures
Aim for read lengths of at least 75 bp (preferably 100-150 bp) to enhance mapping specificity
Target sequencing depth of 20-30 million reads per sample for bacterial transcriptomes with sufficient coverage of low-abundance transcripts
Experimental conditions:
Compare wild-type, Δrnc mutant, and complemented strains under identical conditions
Include multiple growth conditions (e.g., different temperatures, calcium concentrations)
Collect samples at multiple time points to capture dynamic regulatory changes
RNA extraction and library preparation:
Use methods that preserve RNA integrity and capture small RNAs
Consider rRNA depletion rather than poly(A) selection for bacterial samples
Include spike-in controls for normalization
Data analysis pipeline:
Following these considerations will yield high-quality RNA-seq data that can accurately reflect the global impact of RNase III on the Y. pseudotuberculosis transcriptome.
RNase III interacts with the Carbon storage regulator (Csr) system in Y. pseudotuberculosis through a complex regulatory network:
Regulation of CsrB/CsrC sRNAs:
Indirect effect on CsrA activity:
Integrated control with YopD:
Global transcriptional reprogramming:
This intricate regulatory interplay allows Y. pseudotuberculosis to precisely control virulence gene expression in response to environmental signals during infection.
The relationship between RNase III and type III secretion system (T3SS) regulation in Y. pseudotuberculosis involves multiple interconnected mechanisms:
Control of LcrF master regulator:
Temperature-dependent regulation:
Calcium-responsive control:
Under calcium-limiting conditions (which mimic host cell contact), RNase III deficiency further amplifies T3SS expression
This suggests RNase III helps maintain tight control of the secretion machinery until appropriate environmental signals are present
Global transcriptional shift:
Integration with other regulatory pathways:
RNase III effects are integrated with other regulatory systems including CsrA and other RNA-binding proteins
This creates a multi-layered control system that ensures appropriate timing and magnitude of T3SS expression
This complex relationship positions RNase III as a central regulator in the virulence decision network of Y. pseudotuberculosis.
RNase III serves as a master coordinator that integrates virulence expression with other cellular functions in Y. pseudotuberculosis:
Metabolic coordination:
RNase III helps balance resources between basic cellular processes and virulence factor production
Loss of RNase III causes a massive shift of expression from chromosomal (metabolic) genes toward virulence plasmid-encoded functions
This suggests RNase III normally maintains appropriate resource allocation until virulence activation is necessary
Growth rate regulation:
Stress response integration:
RNase III likely processes transcripts of stress response regulators
This allows coordinated adaptation to environmental stresses encountered during infection
The coordinated response ensures survival while maintaining appropriate virulence expression
Translation machinery regulation:
Cell envelope integrity:
Proper coordination of T3SS assembly requires synchronization with cell envelope processes
RNase III likely regulates transcripts involved in cell wall synthesis and modification
This ensures structural integrity while accommodating the T3SS machinery
Through these coordinated activities, RNase III ensures that virulence expression is appropriately timed and proportional to environmental conditions, preventing premature or excessive activation that would be detrimental to bacterial fitness.
Recombinant Y. pseudotuberculosis strains with modified RNase III offer innovative approaches for vaccine development:
Attenuated live vaccine vectors:
Δrnc mutants with growth defects at 37°C but normal growth at lower temperatures could serve as temperature-sensitive live attenuated vaccines
The growth defect ensures limited replication in the mammalian host while allowing sufficient antigen presentation
These strains can be further engineered to express heterologous antigens from other pathogens
Enhanced immunogenicity platforms:
Strategically modified rnc mutants can overexpress immunogenic antigens due to altered post-transcriptional regulation
For example, engineering a Y. pseudotuberculosis strain with both Δrnc and other attenuating mutations (ΔyopK ΔyopJ Δasd) could create safe vaccine candidates with enhanced antigen delivery capabilities
These can be designed to deliver Y. pestis antigens like YopE-LcrV fusion proteins for plague protection
Outer membrane vesicle (OMV) vaccine production:
Recombinant Y. pseudotuberculosis can be engineered to produce OMVs containing high amounts of specific antigens
The PB1+ strain with modified lipid A structure (MPLA) provides self-adjuvanting properties
Strains designed to synthesize Y. pestis LcrV antigen via plasmids like pSMV13 showed superior protection against both pulmonary and subcutaneous Y. pestis challenges
Comparative vaccine efficacy data:
| Vaccine Type | Protection Against Pulmonary Challenge (50 LD₅₀) | Protection Against Subcutaneous Challenge (50,000 LD₅₀) |
|---|---|---|
| OMV YptbS44-Bla-V | 100% | 100% |
| OMV YptbS45-Bla-V | 90% | 100% |
| F1V subunit vaccine | Lower | Lower |
| OMV Yp-Bla-V | Lower | Lower |
This approach has shown superior efficacy compared to traditional subunit vaccines, with complete protection against both pulmonary and subcutaneous Y. pestis challenges in mouse models .
Several advanced methodologies are particularly effective for studying RNase III-mediated post-transcriptional regulation in Y. pseudotuberculosis:
RNA structurome analysis:
SHAPE-seq (Selective 2'-Hydroxyl Acylation analyzed by Primer Extension sequencing) to map RNA secondary structures genome-wide
Compare structural profiles between wild-type and Δrnc mutants to identify RNase III-dependent structural changes
Correlate structural changes with RNA stability and translation efficiency
Cross-linking immunoprecipitation (CLIP) approaches:
Use epitope-tagged RNase III (ensuring the tag doesn't disrupt function) for CLIP-seq
This allows direct identification of RNase III binding sites transcriptome-wide
Combine with RNA-seq of Δrnc mutants to distinguish direct from indirect effects
Degradome sequencing:
Apply PARE (Parallel Analysis of RNA Ends) or similar techniques to map RNA cleavage sites
Compare degradome profiles between wild-type and Δrnc strains
Identify specific RNase III cleavage signatures in target transcripts
Ribosome profiling:
Conduct Ribo-seq in parallel with RNA-seq to distinguish effects on mRNA abundance from translation efficiency
Compare wild-type, Δrnc, and complemented strains to detect RNase III-dependent translational regulation
Focus on virulence-related transcripts like lcrF to quantify translation efficiency changes
In vitro biochemical validation:
Express and purify recombinant Y. pseudotuberculosis RNase III
Perform in vitro cleavage assays with synthesized target RNA substrates
Use electrophoretic mobility shift assays (EMSAs) to characterize RNA-protein interactions
Validate cleavage sites using primer extension or 5' RACE
Integrated multi-omics approach:
Combine transcriptomics, proteomics, and metabolomics data from the same samples
This allows correlation between RNase III-dependent RNA changes and downstream effects
Helps identify regulatory networks and feedback mechanisms
These methodologies provide comprehensive insights into the mechanisms and targets of RNase III-mediated regulation in Y. pseudotuberculosis.
When confronting contradictory findings regarding RNase III activity in Y. pseudotuberculosis across different studies, researchers should consider several methodological and biological factors:
Strain variation considerations:
Different Y. pseudotuberculosis strains (e.g., IP31758 vs. IP32953) may exhibit variations in RNase III function or regulatory networks
The presence of strain-specific plasmids (e.g., pVM82 and pIB in serotype O:1b) may influence RNase III activity contexts
Standardize strain backgrounds when making direct comparisons between studies
Experimental condition differences:
Temperature variations: RNase III effects are significantly more pronounced at 37°C than at 25°C
Growth phase: RNase III activity and its impacts may vary between early, mid, and late logarithmic phases
Media composition: particularly calcium concentration can dramatically alter gene expression patterns
Standardize and explicitly report all growth conditions in publications
Technical methodology variations:
RNA isolation techniques can affect the recovery of different RNA species
Library preparation methods for RNA-seq can introduce biases
Different computational analysis pipelines may yield varying results
Implement multiple complementary techniques to validate key findings
Genetic construction differences:
Complete gene deletion vs. point mutations in catalytic sites
Polar effects on adjacent genes in some constructs
Complementation strategies (chromosomal vs. plasmid-based)
Carefully document genetic construction methods and validate constructs
Statistical approach reconciliation:
Perform meta-analyses across studies using raw data when available
Apply standardized statistical methods to reanalyze datasets
Consider batch effects and other technical variables in comparative analyses
Report effect sizes along with statistical significance
By systematically addressing these factors, researchers can better understand the source of contradictions and develop a more unified model of RNase III function in Y. pseudotuberculosis virulence regulation.
Several promising approaches for targeting RNase III in Y. pseudotuberculosis could lead to novel antimicrobial strategies:
Small molecule inhibitors:
Design competitive inhibitors that target the catalytic site of RNase III
Develop allosteric modulators that bind to regulatory domains or dimerization interfaces
Screen natural product libraries for compounds that selectively inhibit bacterial but not human RNase III
Focus on compounds that dysregulate virulence without directly killing bacteria, potentially reducing selection pressure for resistance
RNA-based therapeutics:
Design decoy RNA substrates that compete with natural targets for RNase III binding
Develop antisense oligonucleotides that interfere with RNase III expression or activity
Create structured RNAs that sequester RNase III and prevent it from regulating virulence genes
Engineer CRISPR-Cas systems to target rnc transcripts specifically
Combination approaches:
Pair RNase III inhibitors with conventional antibiotics for synergistic effects
Target multiple components of the RNA degradation machinery simultaneously
Combine RNase III inhibition with immune-boosting strategies
Delivery systems:
Develop nanoparticle-based delivery systems for RNase III inhibitors
Design bacteriophage vectors to deliver anti-RNase III payloads specifically to Y. pseudotuberculosis
Create targeted delivery systems that recognize Y. pseudotuberculosis-specific surface molecules
Potential advantages:
Targeting RNase III could disrupt virulence without direct bactericidal effects, potentially reducing selection pressure for resistance
The dysregulation of virulence gene expression could make bacteria more susceptible to host immune clearance
Since RNase III coordinates virulence with other cellular functions, its inhibition could create metabolic burdens that further compromise bacterial fitness
These approaches represent promising directions for developing novel therapeutics that could overcome antibiotic resistance by targeting virulence regulation rather than essential cellular functions.
Despite significant progress, several critical questions about RNase III function in Y. pseudotuberculosis remain unresolved:
Direct target identification:
What is the complete targetome of RNase III in Y. pseudotuberculosis?
Which virulence-related mRNAs are directly cleaved by RNase III versus indirectly affected?
Are there strain-specific variations in RNase III targets between different serotypes?
Regulatory network integration:
How does RNase III activity respond to specific host environmental signals?
What is the precise mechanism by which RNase III interacts with the CsrA/CsrB/CsrC system?
How is RNase III activity coordinated with other RNA processing enzymes like PNPase and RNase E?
Structural biology questions:
What is the three-dimensional structure of Y. pseudotuberculosis RNase III?
How do specific RNA structures determine selectivity for RNase III processing?
Are there Y. pseudotuberculosis-specific features of RNase III that could be targeted therapeutically?
In vivo relevance:
What is the temporal dynamics of RNase III activity during actual infection?
How does RNase III function differ across infection sites (intestinal lumen, Peyer's patches, lymph nodes)?
Does host immunity target or alter RNase III function during infection?
Evolution and adaptation:
How has RNase III function evolved in Y. pseudotuberculosis compared to Y. pestis and Y. enterocolitica?
Are there strain-specific adaptations in RNase III activity?
How rapidly can Y. pseudotuberculosis adapt to RNase III inhibition?
Host-pathogen interactions:
Does the host produce factors that modulate bacterial RNase III activity?
Can RNase III processing influence host immune recognition of bacterial RNA?
Does RNase III indirectly affect horizontal gene transfer or antibiotic resistance acquisition?
Addressing these questions will require integrative approaches combining structural biology, systems biology, and infection models to fully elucidate the complex role of RNase III in Y. pseudotuberculosis pathogenesis.
Rnc mutants of Y. pseudotuberculosis offer unique opportunities to study host-pathogen interactions through several innovative approaches:
Infection dynamics visualization:
Engineer rnc mutants with fluorescent reporters linked to virulence gene promoters
Use intravital microscopy to track differential expression patterns in wild-type versus rnc mutants during infection
This reveals how post-transcriptional regulation shapes infection progression in real-time
Immune response profiling:
Compare host transcriptomic and proteomic responses to wild-type versus rnc mutant infection
Analyze differences in cytokine profiles, immune cell recruitment, and activation markers
Determine how dysregulated virulence factor expression in rnc mutants alters host immune recognition
Tissue-specific colonization studies:
Track the tissue distribution of rnc mutants compared to wild-type bacteria
Determine if RNase III deficiency affects bacterial tropism for specific organs or cell types
Analyze competitive fitness of wild-type versus rnc mutants in different host niches
Host-induced bacterial expression changes:
Perform dual RNA-seq on infected tissues to simultaneously capture host and bacterial transcriptomes
Compare how wild-type and rnc mutants respond transcriptionally to specific host environments
Identify host factors that specifically induce or repress RNase III-dependent pathways
Virulence attenuation mechanisms:
Determine the precise mechanisms of attenuated virulence in rnc mutants
Analyze if attenuation results from altered toxin production, immune evasion defects, or metabolic limitations
Use tissue-specific or cell-type-specific infection models to dissect phenotypes
Transmission dynamics:
Study how RNase III deficiency affects bacterial shedding and transmission between hosts
Examine if altered gene expression in rnc mutants affects environmental persistence
Determine if RNase III regulates genes specifically involved in transmission rather than infection
These approaches leverage rnc mutants as tools to dissect the complex interplay between bacterial gene regulation and host responses, providing insights that could inform both fundamental understanding and therapeutic development.
Current research on RNase III in Y. pseudotuberculosis has revealed several fundamental principles about post-transcriptional regulation of bacterial virulence:
RNase III functions as a master repressor of virulence by negatively regulating LcrF, the transcriptional activator of the T3SS/Yop machinery . Loss of RNase III leads to increased lcrF mRNA levels and stability, resulting in enhanced virulence gene expression.
RNase III coordinates with other RNA regulatory systems, particularly the CsrA/CsrB/CsrC system, to create a multi-layered control network that ensures appropriate timing and magnitude of virulence gene expression .
The absence of RNase III causes global transcriptional reprogramming with a massive shift from chromosomal to virulence plasmid-encoded gene expression, even under non-secretion conditions . This mimics the reprogramming observed in wild-type bacteria during virulence activation.
RNase III activity helps balance bacterial growth and virulence, as evidenced by the severe growth defects of rnc mutants at 37°C, the temperature that induces virulence gene expression .
Serotype O:1b strains like IP31758 possess unique genetic characteristics, including specialized plasmids and a type IVB secretion system, that contribute to distinctive virulence properties . Understanding RNase III function in this context provides insights into the regulation of these strain-specific virulence determinants.
Recombinant Y. pseudotuberculosis strains can be engineered as effective vaccine platforms, particularly through the production of outer membrane vesicles containing targeted antigens . This approach has shown superior protection against Y. pestis challenges compared to traditional subunit vaccines.
These insights highlight RNase III as a central regulator in Y. pseudotuberculosis pathogenesis and offer promising avenues for both fundamental research and applied biotechnology.
Understanding RNase III function in Y. pseudotuberculosis provides several valuable insights that extend to broader concepts in bacterial pathogenesis:
Post-transcriptional control as a virulence checkpoint:
The critical role of RNase III in regulating virulence highlights how post-transcriptional processes serve as sophisticated checkpoints in pathogenesis
This represents a paradigm shift from focusing primarily on transcriptional regulation to appreciating the complex layers of post-transcriptional control
Similar mechanisms likely operate in many other bacterial pathogens, suggesting common regulatory principles
Integration of environmental sensing with RNA processing:
RNase III function in Y. pseudotuberculosis demonstrates how RNA processing is integrated with environmental sensing
Temperature and calcium signals are transduced through RNA structural changes and processing events
This illustrates a general principle of how bacteria rapidly respond to host environments through RNA-mediated mechanisms
Coordination of virulence with metabolic adaptation:
The global transcriptional reprogramming observed in rnc mutants reveals how pathogens coordinate virulence with metabolic adaptation
This represents a fundamental concept in understanding how pathogens balance resource allocation between basic cellular functions and virulence factor production
Similar resource allocation decisions likely underlie pathogenesis in diverse bacterial species
RNA-protein regulatory networks in pathogenesis:
The interactions between RNase III, CsrA, and other RNA-binding proteins highlight the importance of RNA-protein regulatory networks in pathogenesis
These networks create robust control systems with multiple feedback loops
Understanding these networks provides a template for dissecting similar systems in other pathogens
Evolutionary implications:
The distinct role of RNase III in Y. pseudotuberculosis compared to the closely related Y. pestis provides insights into how RNA regulatory systems evolve during pathogen specialization
This contributes to our understanding of how subtle changes in post-transcriptional regulation can drive major shifts in virulence properties
These broader insights demonstrate how studying specific RNA regulatory mechanisms in Y. pseudotuberculosis can reveal fundamental principles of bacterial pathogenesis that extend across diverse bacterial species and infection contexts.
Research on recombinant Y. pseudotuberculosis and RNase III has potential to yield several practical applications:
Improved vaccine platforms:
Recombinant Y. pseudotuberculosis strains engineered to produce outer membrane vesicles (OMVs) containing targeted antigens have shown exceptional promise as vaccine candidates against plague
The self-adjuvanting properties of these OMVs, combined with their ability to present multiple antigens simultaneously, could be extended to develop vaccines against other pathogens
Strains with ΔyopK ΔyopJ Δasd mutations can be further engineered to deliver heterologous antigens safely and effectively
Novel antimicrobial strategies:
Understanding RNase III's role in virulence regulation could lead to anti-virulence therapeutics that specifically target this enzyme
Such approaches could disrupt pathogen virulence without directly killing bacteria, potentially reducing selection pressure for resistance
Combination therapies targeting both RNase III and other virulence regulators could provide synergistic benefits
Diagnostic tools:
Knowledge of RNase III-dependent RNA processing events could be exploited to develop diagnostic markers specific for pathogenic Yersinia species
RNA signatures associated with specific processing events could serve as biomarkers of infection or indicators of disease progression
These could be incorporated into point-of-care diagnostic platforms
Biotechnological applications:
Engineered Y. pseudotuberculosis strains with modified RNase III activity could serve as protein production platforms with enhanced mRNA stability for recombinant proteins
The understanding of RNase III-mediated regulation could inform the design of synthetic RNA circuits for biotechnological applications
Controlled expression systems based on RNase III processing could be developed for precision control of gene expression
Research tools for studying host-pathogen interactions:
Recombinant Y. pseudotuberculosis strains with reporter systems linked to RNase III-regulated genes could serve as biosensors for specific host environments
These tools could help map the spatiotemporal dynamics of bacterial gene expression during infection
Such approaches could reveal new insights into host factors that influence bacterial regulatory networks