Prochlorococcus marinus is a marine cyanobacterium recognized as the smallest known photosynthetic organism and a numerically dominant species in oligotrophic oceans . Prochlorococcus marinus subsp. pastoris is a subspecies of Prochlorococcus marinus . Cysteine--tRNA ligase (CysRS), encoded by the cysS gene, is an enzyme responsible for catalyzing the attachment of cysteine to its cognate tRNA, a crucial step in protein synthesis . Recombinant CysRS refers to the enzyme produced using recombinant DNA technology, where the cysS gene from Prochlorococcus marinus subsp. pastoris is expressed in a host organism to produce large quantities of the enzyme for research purposes.
Cysteine--tRNA ligase (CysRS) is essential for protein biosynthesis, ensuring the correct incorporation of cysteine residues into polypeptide chains. In Prochlorococcus marinus subsp. pastoris, CysRS is responsible for catalyzing the aminoacylation of tRNA with cysteine .
The production of recombinant Prochlorococcus marinus subsp. pastoris CysRS involves cloning the cysS gene into an expression vector and expressing it in a suitable host organism, such as E. coli . The recombinant enzyme can then be purified and characterized biochemically.
CysRS ensures the accurate translation of genetic information by specifically attaching cysteine to its corresponding tRNA molecule . The activity of CysRS can be measured using aminoacylation assays, which assess the rate of cysteine incorporation onto tRNA.
Prochlorococcus has developed different strategies to cope with light and UV stress compared to Synechococcus . The expression of genes involved in redox regulation and ROS detoxification varies between Prochlorococcus marinus PCC 9511 and Synechococcus sp. WH7803 during light/dark cycles . The sodN gene, encoding a Ni-binding superoxide dismutase (SOD), is slightly downregulated at noon in Prochlorococcus, while Synechococcus sodB, encoding a Fe-binding SOD, is strongly upregulated during the light period .
Some archaea, like Methanococcus maripaludis, possess a dual-specificity prolyl-tRNA synthetase (ProCysRS) that can form both prolyl-tRNA and cysteinyl-tRNA . Disruption of the cysS gene in Methanococcus maripaludis does not affect viability because ProCysRS can compensate for the loss of CysRS .
| Enzyme | K_M for Cysteine | k_cat (s-1) |
|---|---|---|
| Canonical CysRS | Lower | 2.2 |
| ProCysRS | Higher | 0.8 |
KEGG: pmm:PMM1141
STRING: 59919.PMM1141
Cysteine--tRNA ligase (cysS) from Prochlorococcus marinus is an aminoacyl-tRNA synthetase (EC 6.1.1.16) responsible for attaching cysteine amino acids to their cognate tRNAs during protein synthesis. This enzyme is particularly significant for research because it comes from Prochlorococcus, the most abundant photosynthetic organism on Earth and one with an extremely streamlined genome resulting from evolutionary adaptation to nutrient-poor oceanic environments .
The study of cysS from this organism provides insights into:
Minimalist cellular machinery in a highly successful marine phototroph
Evolutionary adaptation in essential translation machinery
Specialized mechanisms for maintaining translation fidelity despite genome reduction
Prochlorococcus marinus subsp. pastoris has one of the smallest genomes among photosynthetic prokaryotes (approximately 1.66 Mb), making its essential systems like tRNA charging particularly interesting models for studying cellular efficiency .
Prochlorococcus marinus cysS differs from its counterparts in other organisms in several key aspects:
| Characteristic | P. marinus cysS | E. coli cysS | Archaeal SepRS-SepCysS pathway |
|---|---|---|---|
| Classification | Class I aaRS | Class I aaRS | SepRS is Class II-like |
| Genome context | Highly reduced genome | Larger genome | Variable |
| tRNA recognition | Less stringent requirements for tRNA modifications | Higher specificity determinants | Requires Sep-tRNA intermediate |
| Catalytic efficiency | Maintained despite streamlining | High efficiency | Two-step process |
| G+C content influence | Adapted to low G+C genome (~36.8%) | Adapted to ~50% G+C | Variable |
Unlike bacterial and eukaryotic CysRS that require no tRNA modification for efficient aminoacylation, some archaeal systems utilize a two-step process involving SepRS (which aminoacylates tRNA with phosphoserine) followed by SepCysS (which converts Sep-tRNA to Cys-tRNA) . The Prochlorococcus system represents a direct charging system that has been optimized through genomic streamlining while maintaining essential functionality .
This comparative analysis reveals how different organisms have evolved various solutions to the same fundamental cellular process, with Prochlorococcus demonstrating a particularly efficient approach consistent with its minimalist genome strategy .
For optimal expression and purification of recombinant Prochlorococcus marinus cysS, researchers should consider the following protocol based on established methods:
Expression System:
BL21(DE3) or Rosetta(DE3) strains improve expression of this marine cyanobacterial protein
Expression vectors should include a histidine tag for purification purposes
Culture Conditions:
LB or 2YT medium supplemented with appropriate antibiotics
Growth at 30°C until OD600 reaches 0.6-0.8
Induction with 0.5 mM IPTG
Post-induction expression at 18-20°C for 16-18 hours to maximize soluble protein yield
Purification Protocol:
Cell lysis in buffer containing 50 mM Tris-HCl (pH 8.0), 300 mM NaCl, 10% glycerol, 5 mM β-mercaptoethanol, and protease inhibitors
Clarification by centrifugation at 20,000 × g for 30 minutes
Ni-NTA affinity chromatography with imidazole gradient elution
Size exclusion chromatography using a Superdex 200 column
Final storage in 20 mM HEPES (pH 7.5), 150 mM NaCl, 5 mM DTT, and 50% glycerol at -80°C
Protein purity should be >85% as assessed by SDS-PAGE . The recombinant protein's shelf life is approximately 6 months at -20°C/-80°C in liquid form and 12 months in lyophilized form .
The enzymatic activity of recombinant Prochlorococcus marinus cysS can be assessed using several complementary approaches:
1. Aminoacylation Assay:
Prepare reaction mixture containing 100 mM HEPES (pH 7.5), 10 mM MgCl₂, 10 mM KCl, 1 mM DTT, 2 mM ATP, 50 μM [14C]-cysteine or [35S]-cysteine, 10 μM purified tRNACys (either synthetic or isolated from E. coli), and 10-100 nM purified cysS enzyme
Incubate at 37°C and take aliquots at specific time points
Precipitate charged tRNA with TCA on filter papers and quantify radioactivity using scintillation counting
Calculate charging efficiency based on radioactivity incorporation
2. ATP-PPi Exchange Assay:
This assay measures the first step of the aminoacylation reaction (amino acid activation)
Reaction mixture contains 100 mM HEPES (pH 7.5), 10 mM MgCl₂, 10 mM KCl, 2 mM ATP, 2 mM [32P]-PPi, 2 mM cysteine, and 10-100 nM enzyme
After incubation, ATP formation is measured by thin-layer chromatography or charcoal adsorption
3. Enzyme Kinetics Analysis:
Determine key kinetic parameters including:
4. tRNA Binding Studies:
Electrophoretic mobility shift assays (EMSA) to assess binding affinity
Filter binding assays with radiolabeled tRNACys
Surface plasmon resonance (SPR) for real-time binding analysis
These assays should be performed across a range of pH values (7.0-8.5) and temperatures (25-45°C) to determine optimal conditions, with special attention to the influence of Mg2+ concentration, which can significantly affect aminoacylation efficiency .
Investigating tRNA recognition by Prochlorococcus marinus cysS requires a multifaceted approach combining biochemical, genetic, and structural techniques:
1. Mutational Analysis of tRNACys:
Generate a library of tRNACys variants with mutations at specific positions, particularly in the anticodon loop, acceptor stem, and discriminator base
Assess aminoacylation efficiency using the standard assay described in FAQ 2.2
Compare the effects of mutations with those observed in other bacterial systems like E. coli
Research has shown that while U73 is the single most important nucleotide for E. coli CysRS activity, the magnitudes of reduction for the SepRS activity were markedly smaller than those for the CysRS activity when this base is mutated . This suggests different recognition patterns between these systems.
2. Modified tRNA Studies:
Investigate the impact of specific tRNA modifications on aminoacylation efficiency
Studies with tRNACys from M. jannaschii (related to Prochlorococcus) have shown that the m1G37 modification significantly enhances aminoacylation, despite being localized to the anticodon end rather than the acceptor end where charging occurs
Compare aminoacylation rates between unmodified transcripts and naturally modified tRNAs
3. Structure-Based Approaches:
X-ray crystallography or cryo-EM studies of cysS-tRNACys complexes
Molecular docking simulations to predict interaction sites
Hydrogen-deuterium exchange mass spectrometry to identify protein regions involved in tRNA binding
4. Cross-Linking Studies:
UV-inducible cross-linking between cysS and tRNACys
Analysis of cross-linked residues by mass spectrometry
Mapping of interaction points on both the enzyme and tRNA
By combining these approaches, researchers can develop a comprehensive model of the molecular determinants of tRNA recognition by Prochlorococcus marinus cysS, which appears to have evolved unique characteristics compared to other bacterial systems, likely reflecting adaptation to its specialized marine environmental niche .
The extreme genome minimization in Prochlorococcus marinus (having one of the smallest genomes of any photosynthetic organism) has significant implications for its cysS structure and function:
Genomic Context:
Prochlorococcus strains typically have genomes smaller than 2 Mb, with MIT9301 having the smallest sequenced cyanobacterial genome at just 1.64 Mb . This genome reduction occurred alongside a sharp drop in G+C content to approximately 36.82% . These genomic features influence:
Functional Adaptation:
The aminoacylation process in Prochlorococcus appears to have evolved toward efficiency despite minimization:
tRNA Recognition: While maintaining essential recognition elements, Prochlorococcus cysS may exhibit less stringent requirements for tRNA identity elements compared to homologs from organisms with larger genomes, similar to the pattern observed with other tRNA synthetases in this organism .
Catalytic Efficiency: Despite genome streamlining, evidence from related systems suggests that essential activities like aminoacylation maintain their efficiency through focused optimization of key residues rather than through complex regulatory networks .
This streamlining represents a successful evolutionary strategy allowing Prochlorococcus to dominate oligotrophic oceanic environments, where economy of nutrients and energy provides a selective advantage .
Recombinant Prochlorococcus marinus cysS provides an excellent model system for exploring the evolution of translation machinery in marine cyanobacteria through several research approaches:
1. Comparative Evolutionary Analysis:
Generate a dataset of cysS sequences from diverse cyanobacterial lineages, including marine and freshwater representatives
Construct phylogenetic trees to trace the evolutionary history of cysS
Calculate selective pressures (dN/dS ratios) to identify conserved vs. rapidly evolving regions
Map known functional domains to understand evolutionary constraints on different protein regions
2. Ancestral Sequence Reconstruction:
Computational reconstruction of ancestral cysS sequences
Experimental synthesis and characterization of these ancestral forms
Comparison of kinetic properties between ancestral and modern variants to trace functional evolution
3. Horizontal Gene Transfer Assessment:
Analysis of genomic islands and regions of atypical nucleotide composition
Marine cyanobacterial genomes like Prochlorococcus show variable regions called "genomic islands" that often contain horizontally transferred genes
Determine if cysS shows evidence of horizontal transfer or if it has evolved vertically within the cyanobacterial lineage
4. Structure-Function Relationship Studies:
Compare structures of cysS from Prochlorococcus with those from other marine and freshwater cyanobacteria
Identify adaptations specific to the marine environment
Create chimeric proteins to test functional hypotheses
5. Ecological Correlation Analysis:
Correlate cysS sequence variations with ecological parameters (depth, temperature, nutrient availability)
Prochlorococcus exhibits distinct ecotypes adapted to different ocean depths, with corresponding genomic adaptations
Determine if cysS variants correlate with these ecological adaptations
This research framework leverages the extreme adaptation of Prochlorococcus as a window into the evolution of essential cellular machinery in response to environmental constraints. The reduced genome of Prochlorococcus (as small as 1.64 Mb) represents one of the most striking examples of genome minimization in free-living organisms , making it an ideal model for studying the essential components of life.
The cysS enzyme plays several crucial roles in Prochlorococcus' remarkable adaptation to nutrient-limited marine environments:
1. Resource Efficiency in Protein Synthesis:
2. Adaptation to Sulfur Limitation:
Many oligotrophic marine environments where Prochlorococcus dominates have limited sulfur availability
Efficient cysteine utilization through accurate tRNA charging is critical
Some Prochlorococcus strains lack genes for assimilatory sulfate reduction, increasing reliance on efficient use of available cysteine
3. Coordination with Carbon and Nitrogen Metabolism:
Amino acid metabolism interfaces with both carbon and nitrogen cycles
In Prochlorococcus, nitrogen assimilation pathways are simplified compared to other cyanobacteria, with altered regulation of key enzymes like glutamine synthetase
cysS likely coordinates with these streamlined metabolic networks to maintain cellular homeostasis
4. Cell Size Optimization:
Genome reduction in Prochlorococcus is linked to decreased cell volume and increased surface area-to-volume ratio, improving nutrient uptake and reducing self-shading
The compact, efficient cysS enzyme contributes to this cellular miniaturization strategy
Smaller cell size requires highly efficient protein synthesis systems to maintain cellular functions within limited space
5. Adaptation to Stable Environment:
The relatively stable conditions of the open ocean have allowed Prochlorococcus to eliminate complex regulatory systems
Similar to other key enzymes in Prochlorococcus, cysS may exhibit simplified regulation compared to homologs from more variable environments
This regulatory streamlining reduces energy expenditure while maintaining essential functions
The specialization of cysS represents one facet of the comprehensive adaptation strategy that has made Prochlorococcus the numerically dominant photosynthetic organism in oligotrophic oceans, demonstrating how essential cellular machinery can be optimized through evolution to excel in challenging ecological niches .
Researchers face several significant challenges when expressing functional Prochlorococcus marinus cysS in heterologous systems:
1. Codon Usage Disparities:
Prochlorococcus has a markedly low G+C content (~36.82%) compared to common expression hosts like E. coli (~50%)
This results in different codon preferences that can impede efficient translation
Solution: Codon optimization of the cysS gene for the expression host or use of Rosetta strains that supply rare tRNAs
2. Iron-Sulfur Cluster Requirements:
Some aminoacyl-tRNA synthetases require iron-sulfur clusters for proper folding and function
Heterologous hosts may have different Fe-S cluster biosynthesis pathways
Solution: Co-express genes involved in Fe-S cluster biosynthesis or modulate this pathway as demonstrated in recombinant yeast systems
3. Post-Translational Modifications:
Marine cyanobacterial proteins may require specific post-translational modifications
Solution: Consider using cyanobacterial expression systems like Synechocystis for more authentic modifications
4. Protein Solubility Issues:
Proteins from marine organisms are adapted to different salt concentrations and temperatures
Solution: Expression at lower temperatures (16-20°C), use of solubility-enhancing fusion tags (SUMO, MBP), and addition of osmolytes to buffers
5. Protein Stability Challenges:
The shelf life of the purified protein is limited (6 months in liquid form)
Solution: Store with 50% glycerol at -80°C or use lyophilization to extend shelf life to 12 months
6. Functional Assay Development:
Obtaining properly modified tRNACys substrates for activity assays can be difficult
Solution: Use total tRNA from Prochlorococcus or closely related cyanobacteria, or develop in vitro transcription systems with appropriate modifications
7. Contamination with Host aaRS:
E. coli CysRS contamination can complicate activity measurements
Solution: Use strong affinity tags and multiple purification steps, with rigorous testing for host enzyme contamination
By addressing these challenges systematically, researchers can successfully produce functional Prochlorococcus marinus cysS for downstream structural and functional studies.
Studying tRNA modifications critical for cysS function presents several technical challenges. Here are methodological approaches to overcome these difficulties:
1. Generation of Modified tRNAs:
Challenge: Natural tRNACys from Prochlorococcus contains multiple modifications that influence aminoacylation efficiency, but these are difficult to reproduce in vitro.
Solutions:
a) Extract total tRNA from Prochlorococcus cultures grown in optimal media like PC or PRO2
b) Express specific tRNA modification enzymes along with tRNACys in E. coli
c) Perform in vitro modification reactions using purified modifying enzymes
d) Synthesize tRNAs with site-specific modifications using solid-phase synthesis for critical positions
2. Identification and Mapping of Modifications:
Challenge: Locating specific modifications within tRNA structure.
Solutions:
a) Liquid chromatography-mass spectrometry (LC-MS) analysis of digested tRNAs
b) Reverse transcription stops at modified nucleotides, enabling mapping
c) Chemical probing methods can identify specific modifications
d) Use of antibodies specific for particular RNA modifications
3. Analyzing Modification Effects:
Challenge: Determining the precise impact of each modification on cysS function.
Solutions:
a) Compare aminoacylation kinetics between modified and unmodified tRNAs
b) Create tRNAs with single modifications to isolate their effects
c) Structural studies (X-ray crystallography, cryo-EM) of cysS in complex with modified vs. unmodified tRNAs
4. Studying m1G37 Modification:
Challenge: The m1G37 modification appears particularly important for aminoacylation efficiency in related systems .
Solutions:
a) Express the specific methyltransferase responsible for m1G37 modification
b) Generate tRNAs with only this modification for comparative studies
c) Create point mutations at position 37 to assess its importance
5. High-Throughput Approaches:
Challenge: Testing multiple modifications simultaneously is labor-intensive.
Solutions:
a) Develop array-based systems with differently modified tRNAs
b) Use next-generation sequencing to analyze modification patterns across many tRNA variants
c) Apply machine learning to predict modification effects based on sequence context
6. In vivo Validation:
Challenge: Confirming the relevance of modifications in the cellular context.
Solutions:
a) Create knockouts of tRNA modification enzymes in model organisms
b) Use CRISPR-Cas9 to edit tRNA genes at modification sites
c) Rescue experiments with modified tRNAs
Research has shown that while m1G37 modification is important for aminoacylation efficiency, other site-specific modifications in native tRNACys are also significant . By systematically addressing these challenges, researchers can develop a comprehensive understanding of how tRNA modifications influence cysS function in the context of Prochlorococcus' streamlined cellular machinery.
Investigating the structural basis of Prochlorococcus marinus cysS adaptation to marine environments requires integrated approaches spanning multiple techniques:
1. High-Resolution Structure Determination:
X-ray Crystallography:
Cryo-Electron Microscopy:
Particularly valuable for capturing cysS-tRNA complexes
Can reveal conformational dynamics not visible in crystal structures
Sample preparation should include stabilizing agents suitable for marine proteins
2. Comparative Structural Analysis:
Generate homology models of cysS from diverse marine and non-marine organisms
Perform structural alignments to identify marine-specific features
Create a structure-based phylogenetic tree to visualize structural evolution
3. Molecular Dynamics Simulations:
Simulate cysS behavior under different conditions:
Varying salt concentrations mimicking marine environments (0.4-0.6 M NaCl)
Different temperatures corresponding to surface vs. deep ocean conditions
pH values typical of marine environments
Analyze protein flexibility, salt bridge networks, and hydration patterns
4. Structure-Guided Mutagenesis:
Design mutations targeting:
Surface residues unique to marine cysS variants
Salt bridge networks that may contribute to halotolerance
Substrate binding pocket residues that may reflect adaptation to marine tRNAs
Test mutant proteins for activity, stability, and salt tolerance
5. Protein Stability Studies:
Differential scanning calorimetry (DSC) to measure thermal stability
Circular dichroism (CD) spectroscopy to assess secondary structure stability
Comparative stability analysis across salt concentrations and temperatures
6. Bioinformatic Analysis of Adaptation Signatures:
Identify sites under positive selection using dN/dS analysis
Correlate amino acid composition with oceanic depth or other environmental parameters
Use statistical coupling analysis to detect co-evolving networks within the protein
7. Analysis of Protein-Solvent Interactions:
Small-angle X-ray scattering (SAXS) to analyze hydration shell properties
Neutron scattering to distinguish between protein and solvent interactions
Hydrogen-deuterium exchange mass spectrometry to map solvent-accessible regions
By integrating these approaches, researchers can develop a comprehensive understanding of how cysS has adapted to the unique constraints of the marine environment, including high salt concentration, specific ion composition, and the resource limitations that have driven Prochlorococcus' remarkable genomic streamlining .
Prochlorococcus marinus cysS represents an excellent model for understanding the broader principles of genome streamlining in marine microorganisms:
1. Identifying Minimal Functional Requirements:
Comparison of cysS from Prochlorococcus (genome size ~1.64-2.7 Mb) with homologs from larger-genome marine cyanobacteria (e.g., Synechococcus, ~2.2-2.86 Mb)
Mapping the minimal domain architecture required for function
Experimental validation through truncation studies and complementation assays
2. Computational Analysis of Selection Pressures:
Analysis of synonymous vs. non-synonymous substitution rates across different functional domains
Identification of conserved vs. dispensable regions
Correlation of sequence conservation patterns with ecological parameters
3. Comparative Genomics Approach:
Evaluate cysS gene context across diverse marine microorganisms
Assess loss or retention of regulatory elements in streamlined genomes
Compare with freshwater counterparts to identify marine-specific adaptations
4. Experimental Evolution Studies:
Laboratory evolution experiments under nutrient limitation to observe cysS adaptation
Tracking changes in expression levels, codon optimization, and protein sequence
Correlating these changes with fitness advantages under resource limitation
5. Systems Biology Integration:
Place cysS in the context of global cellular resource allocation
Analyze the effects of genome streamlining on protein interaction networks
Develop mathematical models predicting optimal enzyme parameters under resource constraints
The evolution of Prochlorococcus' cysS reflects general principles of genomic streamlining observed in this organism, including:
Low G+C content (~36.8%) reducing nitrogen requirements in nucleic acids
Simplified regulatory networks maintaining essential functions with minimal overhead
Optimization of codon usage for translation efficiency with limited resources
Multifunctional proteins replacing specialized systems
This research direction would contribute to our understanding of how essential cellular machinery evolves under the selective pressure of resource limitation, with implications for both evolutionary biology and synthetic biology applications seeking to design minimal cellular systems.
Engineered variants of Prochlorococcus marinus cysS offer several promising research and biotechnological applications:
1. Non-Canonical Amino Acid Incorporation Systems:
Engineer cysS variants capable of charging tRNACys with cysteine analogs or entirely non-canonical amino acids
Applications in protein engineering, creating novel biomaterials, and expanding the genetic code
Methodology: Rational design based on active site architecture, directed evolution approaches, and computational protein design
2. Synthetic Biology Tools for Minimal Cell Construction:
Utilize the naturally streamlined cysS as a component in minimal synthetic cells
Create orthogonal translation systems with reduced resource requirements
Potential for designing cells with minimized genomes for biotechnological applications
3. Biosensors for Environmental Monitoring:
Develop cysS-based biosensors for cysteine, sulfur availability, or oceanic conditions
Engineer allosteric regulation into cysS to respond to specific environmental signals
Applications in marine environmental monitoring and climate change research
4. Tools for Studying tRNA Biology:
Create cysS variants with altered specificity to investigate tRNA recognition principles
Develop labeled cysS variants for real-time visualization of tRNA charging in vivo
Apply to fundamental research on translation dynamics in living cells
5. Biocatalysis Applications:
Engineer cysS to catalyze novel reactions beyond its natural aminoacylation function
Potential applications in pharmaceutical synthesis, particularly for sulfur-containing compounds
Approach: Structure-guided mutagenesis targeting the active site while maintaining protein stability
6. Climate Change Research Tools:
Engineered cysS variants could serve as reporters for studying how marine microorganisms adapt to changing ocean conditions
Monitor changes in translation efficiency under different temperature, pH, and CO2 conditions
Applications in predicting impacts of climate change on marine primary production
7. Therapeutic Applications:
The structural differences between bacterial and human cysS make it a potential antibiotic target
Engineered variants could help screen for inhibitors specific to bacterial cysS
Potential for developing narrow-spectrum antibiotics targeting specific pathogens
These applications leverage the unique properties of Prochlorococcus cysS—its evolutionary optimization for resource efficiency, adaptation to marine conditions, and essential role in translation—to address both fundamental research questions and applied biotechnological challenges.
Systems biology approaches offer powerful frameworks for integrating cysS function into comprehensive models of Prochlorococcus cellular adaptation:
1. Multi-Omics Data Integration:
Combine transcriptomics, proteomics, and metabolomics data to position cysS within cellular networks
Map how cysS expression correlates with other genes under different environmental conditions
Create condition-specific protein interaction networks to identify functional partners
2. Flux Balance Analysis (FBA):
3. Kinetic Modeling of Translation:
Create detailed kinetic models of the translation process in Prochlorococcus
Incorporate experimentally determined parameters for cysS activity
Simulate translation efficiency under different environmental conditions
Identify rate-limiting steps and potential regulatory points
4. Whole-Cell Modeling:
5. Ecological Network Modeling:
Extend cellular models to population and community levels
Predict how changes in cysS efficiency impact competitive fitness in mixed communities
Model the ecosystem-level consequences of translation optimization in dominant primary producers
6. Comparative Systems Approaches:
Compare system-level properties across Prochlorococcus ecotypes adapted to different ocean depths and regions
Identify emergent properties resulting from different cysS variants and expression levels
Create evolutionary trajectory models tracing the co-evolution of cysS with other cellular systems
7. Machine Learning Applications:
Apply machine learning to predict cysS activity based on environmental parameters
Identify non-obvious correlations between cysS function and other cellular processes
Develop predictive models for cellular responses to environmental changes