The FinO/ProQ-like protein family represents a diverse group of proteins found extensively in α-, β-, and γ-Proteobacteria . This family includes plasmid-encoded regulators like FinO, FopA, and PcnR, as well as chromosome-encoded regulators such as RocC and ProQ . ProQ, in particular, binds to small RNAs (sRNAs) and messenger RNAs (mRNAs), acting as a global regulator of gene expression .
In Erwinia amylovora, a plant-pathogenic bacterium causing fire blight disease, ProQ is essential for virulence in apple shoots and biofilm formation in planta . Deletion of proQ increases the production of exopolysaccharides (EPSs) like amylovoran and cellulose . ProQ also influences the levels of cyclic di-GMP (c-di-GMP), a bacterial second messenger involved in cellulose production .
ProQ promotes persister formation in the human pathogen Salmonella, contributing to growth arrest and the generation of subpopulations with different survival properties . Bacteria lacking the proQ gene outcompete wild-type bacteria under laboratory conditions, are less prone to enter growth dormancy, and form fewer persister cells . This is due to ProQ's ability to activate energy-consuming cellular processes, including flagellar motility and protein secretion .
A study involving a label-free quantitative proteomic analysis of P. profundum identified differentially expressed proteins related to high-pressure adaptation . Proteins involved in glycolysis/gluconeogenesis are up-regulated at high pressure, while those involved in oxidative phosphorylation are up-regulated at atmospheric pressure .
| Protein Category | Regulation at High Pressure | Regulation at Atmospheric Pressure |
|---|---|---|
| Glycolysis/Gluconeogenesis | Up-regulated | Down-regulated |
| Oxidative Phosphorylation | Down-regulated | Up-regulated |
| Ribosomal Proteins | Up-regulated | - |
| Stress Response (GroEL, DnaK) | Up-regulated | - |
RNA chaperone exhibiting significant RNA binding, strand exchange, and duplexing activities.
KEGG: ppr:PBPRA1922
STRING: 298386.PBPRA1922
ProQ is an RNA-binding protein belonging to the FinO/ProQ family that functions as a global post-transcriptional regulator and RNA chaperone . Unlike the well-characterized RNA chaperones Hfq and CsrA, ProQ binds to a distinct set of RNAs characterized by a high degree of structure . In bacteria such as P. profundum, ProQ plays crucial roles in adapting to environmental stresses, particularly high hydrostatic pressure conditions .
The primary function of ProQ is to bind and stabilize structured RNAs, including small regulatory RNAs (sRNAs) and certain mRNAs. It recognizes its targets in a sequence-independent manner through RNA structural motifs, particularly intrinsic terminators and stem-loop structures . ProQ can protect the 3'-ends of mRNAs from exonucleolytic degradation and facilitate sRNA-mRNA interactions, thereby regulating gene expression at the post-transcriptional level .
The ProQ protein contains a FinO domain with a distinctive fold that enables RNA binding. The solution NMR structure of Lpp1663, a minimal ProQ homolog from Legionella pneumophila, reveals that ProQ adopts a fold consisting of five alpha helices arranged to form a concave binding surface . This structure strongly resembles the prototypic ProQ/FinO domain fold with a Cα-rmsd of 1.8 Å to E. coli FinO and 1.9 Å to N. meningitidis NMB1681 .
The concave face of the FinO domain serves as the main RNA-binding site, with several conserved amino acid residues critical for RNA binding. These include R58, Y70, and R80, which are essential for binding all tested RNAs, while K54 and R62 show more moderate binding contributions . Interestingly, some evolutionary variable residues like K35 and R69 show varied effects on binding different RNAs, suggesting that these residues may tune interactions with specific RNA ligands .
ProQ recognizes single-stranded uridine-rich RNA sequences in the vicinity of stable stem-loop structures, with the single-stranded U-rich RNAs interacting mainly with the conserved RNA-binding surface on the concave site of the protein .
Several experimental approaches have been developed to study ProQ-RNA interactions:
RNA Immunoprecipitation (RIP): This technique involves crosslinking RNA-protein complexes in vivo, immunoprecipitating ProQ with specific antibodies, and identifying bound RNAs through sequencing .
Bacterial Three-Hybrid (B3H) Assay: This genetic screening approach can identify amino acid residues important for RNA binding. The assay has been used to confirm the importance of the concave face of ProQ in RNA recognition .
Gel Shift Assays: Electrophoretic mobility shift assays (EMSAs) provide a direct method to probe the contributions of specific amino acids to RNA binding and can be quantified to determine binding affinities .
RIL-seq (RNA Interaction by Ligation and sequencing): This method identifies RNA-RNA interactions mediated by RNA-binding proteins. RNAs are crosslinked to the protein (e.g., ProQ), the protein is immunoprecipitated, and proximal RNA ends are ligated, creating chimeric fragments that can be sequenced to identify interaction partners .
Isothermal Titration Calorimetry (ITC): This biophysical technique can characterize the thermodynamics of ProQ-RNA binding interactions and determine binding affinities and stoichiometry .
NMR Spectroscopy: Chemical shift perturbation experiments can map RNA binding surfaces on ProQ and identify key interacting residues .
While ProQ homologs share structural similarities across bacterial species, there are important differences in their functions and regulatory networks:
Unlike ProQ in E. coli, which displays impaired biofilm formation when mutated, the ProQ mutant in D. dadantii shows increased adherence, illustrating species-specific regulatory networks . These differences likely result from the distinct sRNA landscapes produced by different bacterial species, with only small numbers of sRNA homologs overlapping between species .
P. profundum SS9 grows optimally at 28 MPa pressure, and its ability to adapt to high-pressure environments involves complex gene regulation networks in which ProQ plays a significant role. Proteomic analysis has revealed that P. profundum differentially expresses proteins involved in key metabolic pathways under different pressure conditions .
Under high pressure (28 MPa), proteins involved in the glycolysis/gluconeogenesis pathway are up-regulated, while under atmospheric pressure (0.1 MPa), several proteins involved in the oxidative phosphorylation pathway are up-regulated . ProQ likely contributes to these adaptations by regulating the expression of specific mRNAs and facilitating sRNA-mediated gene regulation in response to pressure changes.
The role of ProQ in pressure adaptation can be methodologically studied by:
Creating ProQ deletion mutants and testing their growth under various pressure conditions
Performing RNA-seq and proteomic analyses on wild-type and ΔproQ strains grown under different pressures
Identifying ProQ-bound RNAs under various pressure conditions using RIP-seq or CLIP-seq
Testing whether recombinant ProQ can complement pressure-sensitive phenotypes when expressed in ProQ-deficient strains
Research has shown that other genes like recD, which encodes a component of the DNA recombination and repair machinery, are also required for high-pressure growth in P. profundum SS9 . Future research should investigate potential connections between ProQ and the DNA repair machinery in pressure adaptation.
ProQ and Hfq are both RNA chaperones, but they generally bind different sets of RNAs and play distinct but sometimes overlapping roles in bacterial post-transcriptional regulation. Understanding their relationship is crucial for deciphering the complete RNA regulatory networks in bacteria.
Experimental approaches to investigate this relationship include:
Comparative RIP-seq analysis: Immunoprecipitate both ProQ and Hfq from the same bacterial culture and sequence the bound RNAs to identify unique and overlapping targets.
Double mutant phenotype analysis: Create single (ΔproQ and Δhfq) and double (ΔproQ Δhfq) mutants and compare their phenotypes to identify independent, competing, or additive roles.
RIL-seq for both proteins: This can identify RNA-RNA interactions mediated by each chaperone, revealing their distinct regulatory networks.
Studies in D. dadantii have shown that deleting both hfq and proQ leads to more severe virulence defects than single deletions, suggesting they have both overlapping and independent functions . Interestingly, ProQ expression levels were increased in the hfq mutant, indicating that Hfq might regulate ProQ production directly or indirectly .
The distinct binding preferences of these chaperones also contribute to their different functions:
| RNA Chaperone | Binding Preference | Primary Functions | Typical RNA Targets |
|---|---|---|---|
| ProQ | Structured RNAs, intrinsic terminators, 3' ends of mRNAs | Stabilizes structured RNAs, protects 3' ends | 3'UTR fragments, toxin mRNAs, structured sRNAs |
| Hfq | AU-rich sequences, 5'-UTR of mRNAs | Facilitates sRNA-mRNA pairing | Hfq-dependent sRNAs, mRNA targets |
Although there is some overlap in the RNAs bound by these chaperones, they generally regulate different subsets of the bacterial transcriptome .
Methodological approach for expression and purification of recombinant P. profundum ProQ:
Vector design: Clone the proQ gene from P. profundum SS9 into an expression vector with a suitable affinity tag (His6, GST, or MBP) to facilitate purification. Consider using a vector with an inducible promoter (e.g., T7) for controlled expression.
Expression optimization:
Test multiple E. coli expression strains (BL21(DE3), Rosetta, Arctic Express)
Optimize induction conditions (IPTG concentration, temperature, duration)
Perform small-scale expression tests at different temperatures (16°C, 25°C, 37°C) as lower temperatures may improve protein folding
Consider co-expression with chaperones if the protein shows poor solubility
Purification strategy:
Perform affinity chromatography using the appropriate resin for the chosen tag
Include an ion-exchange chromatography step to remove nucleic acid contaminants
Employ size-exclusion chromatography for final polishing and buffer exchange
Verify protein purity by SDS-PAGE and western blotting
Quality control:
Assess RNA contamination by measuring A260/A280 ratio (should be close to 0.57 for pure protein)
Verify proper folding using circular dichroism spectroscopy
Confirm RNA-binding activity using electrophoretic mobility shift assays with known RNA targets
For functional studies, it's critical to ensure the recombinant protein is free of bound RNA from the expression host. RNase treatment followed by heparin affinity chromatography can effectively remove contaminating nucleic acids.
Identifying direct ProQ-regulated genes in P. profundum presents several challenges and requires a multi-faceted approach:
Solution: Use specialized high-pressure cultivation systems that maintain P. profundum at its optimal growth pressure (28 MPa) while allowing for sample collection.
Method: Culture P. profundum in sealed Pasteur pipettes or specialized pressure vessels at 28 MPa and 15°C as described in previous studies .
Solution: Combine multiple high-throughput techniques to identify both ProQ-bound RNAs and expression changes upon ProQ deletion.
Method: Implement CLIP-seq (crosslinking immunoprecipitation followed by sequencing) to identify direct ProQ-RNA interactions, complemented by RNA-seq of wild-type and ΔproQ strains to detect expression changes.
Solution: Validate selected ProQ-RNA interactions using in vitro and in vivo approaches.
Method: Perform gel shift assays with purified recombinant ProQ and candidate RNA targets, followed by reporter gene assays to confirm regulation in vivo.
Solution: Compare ProQ-RNA interactions under different pressure conditions.
Method: Perform CLIP-seq experiments with wild-type P. profundum grown at both atmospheric pressure (0.1 MPa) and high pressure (28 MPa).
A comprehensive workflow might include:
Generation of a P. profundum strain expressing epitope-tagged ProQ for immunoprecipitation
Parallel CLIP-seq analysis under different pressure conditions
RNA-seq of wild-type and ΔproQ strains under matching conditions
Bioinformatic integration of datasets to identify high-confidence direct targets
Validation of selected targets using in vitro binding assays and genetic complementation studies
The RNA-binding specificity of ProQ varies somewhat between bacterial species, influencing its regulatory functions:
ProQ binds to RNA through its FinO domain, recognizing structural features rather than specific sequences. Biochemical and genetic dissection of the RNA-binding surface of ProQ has identified critical residues that contribute to RNA recognition . Some highly conserved residues (R58, Y70, and R80) are essential for binding all tested RNAs, while other more variable residues (K35, R69) show differential effects on binding different RNA targets .
These binding preferences lead to species-specific regulatory networks:
In E. coli and Salmonella: ProQ binds numerous sRNAs and mRNAs, particularly focusing on structured RNAs like intrinsic terminators. This affects processes including osmotic regulation, virulence, and membrane homeostasis .
In P. profundum: ProQ likely focuses on regulating genes involved in pressure adaptation, potentially including metabolic pathways that are differentially regulated under varying pressure conditions .
In D. dadantii: ProQ regulates virulence-associated genes, but in patterns distinct from Hfq regulation. The proQ mutant exhibited decreased levels of fliC mRNA but repression of major virulence genes (pel, prt, cel) .
In E. amylovora: ProQ influences exopolysaccharide production and has been linked to c-di-GMP metabolism, affecting biofilm formation and virulence .
To study these species-specific differences methodologically:
Perform comparative CLIP-seq across multiple bacterial species expressing epitope-tagged ProQ
Identify shared and species-specific binding motifs using computational analysis
Test cross-complementation by expressing ProQ from one species in another species' proQ mutant
Create chimeric ProQ proteins combining domains from different species to map functional specificity
Studying pressure-dependent ProQ function requires specialized equipment and methodologies:
High-pressure cultivation systems:
Genetic manipulation under pressure:
Generate ProQ variants with mutations in key RNA-binding residues
Create reporter gene fusions to monitor ProQ-dependent gene expression under different pressures
Perform complementation studies with wild-type and mutant ProQ variants
Molecular analysis of pressure-dependent ProQ-RNA interactions:
Implement in vivo crosslinking immediately upon pressure release to capture interactions
Perform CLIP-seq or RIP-seq under different pressure conditions
Use structure probing techniques to analyze RNA conformational changes under pressure
Proteomic approaches:
A comparative analysis workflow might include:
| Pressure Condition | Wild-type | ΔproQ | ProQ Complementation |
|---|---|---|---|
| 0.1 MPa (atmospheric) | Baseline growth, proteome, transcriptome | Assess growth defects, proteome alterations | Test for phenotype rescue |
| 28 MPa (optimal) | Compare to atmospheric pressure | Identify pressure-specific defects | Test pressure-specific complementation |
| >28 MPa (stress) | Measure stress response | Determine if ProQ is required for extreme pressure tolerance | Test high-pressure survival |
This systematic approach would help identify pressure-specific functions of ProQ in P. profundum.
Mapping the complete ProQ regulon in P. profundum requires a combination of RNA sequencing-based approaches:
Differential RNA-seq (dRNA-seq) of wild-type vs. ΔproQ strains:
Grow both strains under identical conditions (atmospheric and high pressure)
Extract total RNA and prepare libraries for sequencing
Compare transcriptome profiles to identify differentially expressed genes
Focus on changes in both coding and non-coding RNAs
ProQ-CLIP-seq (Cross-Linking Immunoprecipitation and sequencing):
Express epitope-tagged ProQ in P. profundum
Perform UV crosslinking to capture direct RNA-protein interactions
Immunoprecipitate ProQ-RNA complexes
Sequence bound RNAs to identify direct ProQ targets
RIL-seq (RNA Interaction by Ligation and sequencing):
Term-seq for 3' end mapping:
Map the 3' termini of transcripts in wild-type and ΔproQ strains
Identify changes in termination patterns and RNA stability
Focus on intrinsic terminators that might serve as ProQ binding sites
Data integration and analysis:
| Data Type | Information Provided | Analytical Approach |
|---|---|---|
| RNA-seq | Differentially expressed genes | DESeq2 or edgeR statistical analysis |
| CLIP-seq | Direct ProQ binding sites | Peak calling using PureCLIP or Piranha |
| RIL-seq | ProQ-mediated RNA-RNA interactions | Chimeric fragment identification |
| Term-seq | 3' end protection by ProQ | Differential 3' end usage analysis |
The integration of these datasets would allow for the identification of:
Directly bound ProQ targets
Indirectly regulated genes
ProQ-mediated sRNA-mRNA interactions
Transcripts stabilized by ProQ binding at their 3' ends
This comprehensive approach would provide a detailed map of the ProQ regulon in P. profundum and insight into pressure-responsive regulation.
The connection between ProQ and DNA recombination/repair processes in P. profundum is an intriguing area for investigation, especially considering that recD, a DNA recombination and repair gene, is required for high-pressure growth .
Methodological approaches to investigate this connection:
Comparative phenotypic analysis of single and double mutants:
Generate ΔproQ, ΔrecD, and ΔproQ ΔrecD double mutants
Compare growth curves under various pressure conditions
Assess DNA damage sensitivity using UV radiation or DNA-damaging chemicals
Measure mutation rates using rifampicin resistance assays
Transcriptomic analysis of DNA repair pathways:
Perform RNA-seq on wild-type and ΔproQ strains grown at different pressures
Focus analysis on expression changes in DNA repair and recombination genes
Verify key findings with RT-qPCR
ProQ-RNA interaction studies focused on repair machinery:
Use CLIP-seq to identify if ProQ directly binds mRNAs encoding DNA repair proteins
Test direct binding of recombinant ProQ to recD mRNA and other repair-related transcripts
Investigate if ProQ regulates sRNAs that target DNA repair machinery
Proteomics of DNA repair complexes:
Perform co-immunoprecipitation with tagged ProQ to identify potential protein partners
Use mass spectrometry to detect DNA repair proteins that might associate with ProQ
Validate interactions with bacterial two-hybrid or co-immunoprecipitation experiments
The integration of these approaches would help elucidate whether ProQ plays a direct role in regulating DNA repair processes under high-pressure conditions, which could explain why both recD and ProQ are important for P. profundum growth at high pressures. This investigation might reveal novel regulatory pathways connecting RNA metabolism with DNA maintenance that are particularly important in extreme environments.
Expressing recombinant P. profundum ProQ in heterologous systems can present several challenges:
Problem: ProQ may fold incorrectly at standard expression temperatures.
Solution: Lower the expression temperature to 16-18°C and induce with a reduced IPTG concentration (0.1-0.5 mM).
Alternative approach: Fuse ProQ to solubility-enhancing tags such as MBP (maltose-binding protein) rather than smaller His-tags.
Problem: ProQ's natural RNA-binding ability leads to co-purification of host RNAs.
Solution: Include high-salt washes (up to 1M NaCl) during purification and treat with RNase A followed by heparin affinity chromatography.
Verification method: Check A260/A280 ratio; pure protein should have a ratio of approximately 0.57.
Problem: ProQ may be unstable in standard buffer conditions.
Solution: Optimize buffer conditions by screening different pH values (6.5-8.5), salt concentrations (150-500 mM NaCl), and add stabilizing agents (5-10% glycerol, 1 mM DTT).
Storage recommendation: Store purified protein in small aliquots at -80°C to avoid freeze-thaw cycles.
Problem: Recombinant ProQ may not retain full activity after purification.
Solution: Verify activity using electrophoretic mobility shift assays with known RNA targets.
Activity rescue: Test different buffer conditions for binding assays, including the addition of magnesium ions (1-5 mM MgCl₂).
Problem: P. profundum codon usage may not be optimal for E. coli expression.
Solution: Use codon-optimized synthetic genes or express in Rosetta strains that supply rare tRNAs.
Assessment method: Compare expression levels between standard BL21(DE3) and Rosetta strains.
A systematic optimization workflow comparing different expression conditions might include:
| Parameter | Condition 1 | Condition 2 | Condition 3 | Evaluation Method |
|---|---|---|---|---|
| Expression strain | BL21(DE3) | Rosetta | Arctic Express | SDS-PAGE of soluble fraction |
| Temperature | 37°C | 25°C | 16°C | Solubility analysis |
| IPTG concentration | 1.0 mM | 0.5 mM | 0.1 mM | Yield and solubility |
| Fusion tag | His6 | GST | MBP | Purification yield |
| Buffer pH | 7.0 | 7.5 | 8.0 | Protein stability |
Contradictory findings about ProQ function across bacterial species present a scientific challenge that requires systematic investigation. Here's a methodological framework to address such discrepancies:
Standardize experimental conditions:
Use identical growth phases and media conditions when comparing ProQ function across species
Ensure genetic manipulations (knockouts, complementation) are performed using similar strategies
Apply consistent analytical methods across all species being compared
Cross-species complementation studies:
Express ProQ from one species in another species' proQ mutant
Assess the degree of functional rescue for various phenotypes
Create a complementation matrix across multiple species to identify functional conservation and divergence
Domain swap experiments:
Construct chimeric ProQ proteins with domains from different species
Express these chimeras in various proQ mutant backgrounds
Map functional specificity to particular protein domains
Comparative omics approaches:
Perform parallel RNA-seq and ProQ-CLIP-seq in multiple species
Use consistent bioinformatic pipelines to analyze the data
Identify core conserved targets versus species-specific targets
Evolutionary context analysis:
Conduct phylogenetic analysis of ProQ across bacterial lineages
Correlate functional differences with evolutionary distance
Consider horizontal gene transfer events that might explain functional divergence
A decision-making flowchart for addressing contradictory findings:
Are the experimental conditions truly comparable?
If no: Standardize conditions and repeat key experiments
If yes: Proceed to step 2
Is the contradiction at the phenotypic or molecular level?
Phenotypic: Test if the phenotype is directly or indirectly regulated by ProQ
Molecular: Compare direct binding targets using CLIP-seq or similar approaches
Does cross-species complementation resolve the contradiction?
If yes: Differences may be due to expression levels or host factors
If no: Intrinsic functional differences exist between ProQ homologs
Are differences explained by co-evolution with specific sRNA repertoires?
Analyze correlation between ProQ binding specificity and sRNA repertoire
Test if introducing species-specific sRNAs alters ProQ function
This systematic approach can help determine whether contradictory findings reflect true biological differences in ProQ function across species or are artifacts of experimental variation.
ProQ's unique RNA-binding properties make it a promising candidate for engineering synthetic biology tools:
RNA stability modulation system:
Engineer ProQ variants with tunable binding affinities
Design synthetic binding sites that can be inserted into target transcripts
Create an inducible system to control ProQ expression levels
Application: Stabilize mRNAs encoding difficult-to-express proteins or metabolic enzymes
Synthetic RNA regulatory circuits:
Design artificial sRNAs with ProQ-binding motifs
Create synthetic mRNA targets with complementary sequences
Use ProQ as a mediator to facilitate specific sRNA-mRNA interactions
Application: Build genetic circuits with post-transcriptional control layers
Pressure-responsive gene expression system:
Leverage P. profundum ProQ's involvement in pressure adaptation
Design pressure-sensitive ProQ variants through directed evolution
Create reporter systems that respond to pressure changes
Application: Develop biosensors for deep-sea environments or high-pressure bioprocessing
RNA localization and scaffolding:
Fuse ProQ to localization domains or scaffold proteins
Design target RNAs with ProQ-binding motifs
Use the system to localize RNAs to specific cellular compartments
Application: Create synthetic RNA-protein granules or localize translation
ProQ-based RNA purification system:
Develop high-affinity ProQ variants for specific RNA structures
Immobilize these variants on chromatography matrices
Use for selective purification of structured RNAs
Application: Purification of RNA therapeutics or diagnostic RNA biomarkers
Methodological considerations for these applications include:
Protein engineering through directed evolution to enhance desired properties
Rational design based on structural information from ProQ homologs
Testing in multiple host organisms to ensure broad applicability
Combining with other RNA-binding proteins for more complex functionality
P. profundum inhabits the deep sea, an environment characterized not only by high pressure but also by low temperature, limited nutrients, and other unique conditions. These factors may interact with ProQ function in complex ways:
Hypothesis: Low temperature may enhance ProQ's RNA-binding activity, compensating for pressure effects.
Methodological approach:
Compare ProQ-RNA binding affinities at different temperatures using gel shift assays
Perform RNA-seq of wild-type and ΔproQ strains at various temperatures (4°C, 15°C, 28°C)
Use thermal shift assays to determine if pressure affects ProQ's thermal stability
Hypothesis: ProQ may regulate different sets of genes under nutrient-rich versus nutrient-limited conditions.
Methodological approach:
Culture P. profundum in defined media with varying carbon or nitrogen sources
Perform comparative ProQ-CLIP-seq under these conditions
Identify condition-specific ProQ regulons using differential expression analysis
Hypothesis: Since ProQ affects osmotic regulation in E. coli, it may play a similar role in P. profundum.
Methodological approach:
Test growth of wild-type and ΔproQ strains under different salt concentrations
Analyze the expression of osmoregulatory genes in both strains
Perform osmotic shock experiments and monitor transcriptome changes
Hypothesis: Oxygen availability may alter ProQ's regulatory network in P. profundum.
Methodological approach:
Compare aerobic versus anaerobic growth of wild-type and ΔproQ strains
Perform RNA-seq under both conditions
Identify oxygen-dependent changes in the ProQ regulon
A comprehensive experimental design matrix for studying these interactions:
| Environmental Factor | Control Condition | Test Condition | Analysis Methods |
|---|---|---|---|
| Temperature | 15°C (optimal) | 4°C and 28°C | RNA-seq, ProQ-CLIP-seq, growth curves |
| Nutrients | Rich medium | Minimal medium | Metabolomics, proteomics, RNA-seq |
| Pressure | 0.1 MPa | 28 MPa | RNA-seq, proteomics, binding assays |
| Osmolarity | Standard salinity | High/low salinity | Transcriptomics, ProQ localization |
| Oxygen | Aerobic | Anaerobic | Redox proteomics, transcriptomics |