Recombinant Anabaena variabilis Glycerol-3-phosphate acyltransferase (plsY)

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Description

Recombinant Production and Optimization

Recombinant PlsY is expressed in Escherichia coli systems, leveraging protocols optimized for cyanobacterial enzymes. Key parameters for high-yield soluble expression include:

  • Induction Conditions: 0.5 mM IPTG, 25°C incubation, and 18-hour induction in Terrific Broth (TB) media .

  • Purification: Affinity chromatography (e.g., amylose or nickel-nitrilotriacetic acid resins) followed by dialysis in Tris buffer (pH 8.0) .

Table 2: Optimized Expression Conditions

ParameterOptimal ValueImpact on Yield
IPTG Concentration0.5 mMMaximizes enzyme activity
Temperature25°CEnhances soluble protein folding
Shaking Speed150 rpmImproves aeration and growth

Functional and Catalytic Properties

PlsY is an integral membrane acyltransferase with the following biochemical attributes:

  • Substrate Specificity: Utilizes acyl-phosphate donors (e.g., palmitoyl-phosphate) and G3P, with a preference for C16:0 acyl chains in cyanobacterial systems .

  • Kinetic Parameters: Mutations in conserved motifs (e.g., glycine-to-alanine in motif 2) increase the Km for G3P, highlighting the role of these residues in substrate binding .

  • Inhibition: Noncompetitive inhibition by palmitoyl-CoA (IC50 ~10 µM), suggesting regulatory feedback in lipid biosynthesis .

Enzyme Assay Protocol :

  1. Reaction Mix: 100 mM Tris-HCl (pH 8.0), 5 mM G3P, 4 µg purified PlsY.

  2. Detection: Monitor absorbance at 280 nm (extinction coefficient: 16,890 M⁻¹cm⁻¹) for lysophosphatidic acid formation.

Research Applications and Significance

Recombinant PlsY has been pivotal in:

  • Metabolic Engineering: Integrated into genome-scale metabolic models (e.g., iAnC892) to study lipid flux in Anabaena 33047, revealing its role in nitrogen fixation and energy balancing .

  • Therapeutic Development: While not directly therapeutic, related Anabaena enzymes (e.g., phenylalanine ammonia-lyase) are engineered for enzyme replacement therapies, underscoring the species' biotechnological relevance .

  • Evolutionary Studies: Comparative analysis with homologs (e.g., Synechocystis LPAATs) highlights conserved mechanisms in cyanobacterial lipid metabolism .

Product Specs

Form
Lyophilized powder
Note: We prioritize shipping the format currently in stock. However, if you require a specific format, please indicate your preference in the order notes. We will accommodate your request whenever possible.
Lead Time
Delivery times may vary depending on the purchasing method and location. For specific delivery estimates, please contact your local distributor.
Note: All protein shipments are standardly accompanied by blue ice packs. If dry ice shipment is required, please contact us in advance as additional fees will apply.
Notes
Repeated freezing and thawing is not recommended. Store working aliquots at 4°C for up to one week.
Reconstitution
We recommend centrifuging the vial briefly prior to opening to ensure the contents settle at the bottom. Reconstitute the protein in deionized sterile water to a concentration of 0.1-1.0 mg/mL. We recommend adding 5-50% glycerol (final concentration) and aliquoting for long-term storage at -20°C/-80°C. Our default glycerol concentration is 50%. Customers may use this as a reference.
Shelf Life
Shelf life is influenced by various factors, including storage conditions, buffer composition, temperature, and the inherent stability of the protein.
Generally, the shelf life for liquid form is 6 months at -20°C/-80°C. For lyophilized form, the shelf life is 12 months at -20°C/-80°C.
Storage Condition
Store at -20°C/-80°C upon receipt. Aliquoting is necessary for multiple uses. Avoid repeated freeze-thaw cycles.
Tag Info
Tag type is determined during the manufacturing process.
The tag type will be determined during the production process. If you have a specific tag type requirement, please inform us and we will prioritize the development of the specified tag.
Synonyms
plsY; Ava_2907; Glycerol-3-phosphate acyltransferase; Acyl-PO4 G3P acyltransferase; Acyl-phosphate--glycerol-3-phosphate acyltransferase; G3P acyltransferase; GPAT; Lysophosphatidic acid synthase; LPA synthase
Buffer Before Lyophilization
Tris/PBS-based buffer, 6% Trehalose.
Datasheet
Please contact us to get it.
Expression Region
1-226
Protein Length
full length protein
Species
Anabaena variabilis (strain ATCC 29413 / PCC 7937)
Target Names
plsY
Target Protein Sequence
MGLWLSLCGAVVVVAYLLGSFPTGYIAVKQLKGIDIREVGSGSTGATNVLRTLGKGPGAF VLGLDCLKGVLAIALVDYLFNFATSQNLIPTTVNVQLWQPWLVTLAGIAAILGHSKSIFL GFTGGKSVATSLGILLAMNWQVGLATFGVFAVVVAISRIVSLSSIMGAIAVSIVMVVLQQ PLPYILFGIAGGLYVILRHRSNIERLLAGTEPKIGQKLTTETEQSA
Uniprot No.

Target Background

Function
Catalyzes the transfer of an acyl group from acyl-phosphate (acyl-PO(4)) to glycerol-3-phosphate (G3P) to form lysophosphatidic acid (LPA). This enzyme utilizes acyl-phosphate as the fatty acyl donor, but not acyl-CoA or acyl-ACP.
Database Links
Protein Families
PlsY family
Subcellular Location
Cell inner membrane; Multi-pass membrane protein.

Q&A

What is Glycerol-3-phosphate acyltransferase (plsY) and what is its role in bacterial metabolism?

Glycerol-3-phosphate acyltransferase (plsY) is an integral membrane protein that catalyzes a critical step in bacterial membrane phospholipid biosynthesis. It transfers acyl groups from acylphosphate to glycerol-3-phosphate (G3P), initiating the formation of phosphatidic acid, which serves as a precursor for membrane phospholipids . This enzyme operates in the most widely distributed pathway for phospholipid synthesis in bacteria, working in tandem with PlsX, which converts acyl-acyl carrier protein (acyl-ACP) to acylphosphate that serves as the substrate for PlsY . The resulting lysophosphatidic acid forms the foundation for all glycerolipids in bacterial membranes, making plsY essential for cellular membrane integrity and function.

How is Anabaena variabilis plsY structurally organized?

Anabaena variabilis plsY shares structural characteristics with other bacterial plsY proteins. While specific structural data for A. variabilis plsY is limited, research on related bacterial plsY proteins like that from Streptococcus pneumoniae indicates a membrane topology with five membrane-spanning segments . The amino terminus and two short loops are located on the external face of the membrane, while three larger cytoplasmic domains contain highly conserved sequence motifs critical for catalytic function . The A. variabilis plsY consists of 226 amino acids with the full sequence available (MGLWLSLCGAVVVVAYLLGSFPTGYIAVKQLKGIDIREVGSGSTGATNVLRTLGKGPGAFVLGLDCLKGVLAIALVDYLFNFATSQNLIPTTVNVQLWQPWLVTLAGIAAILGHSKSIFLFGFTGGKSVATSLGILLAMNWQVGLATFGVFAVVVAISRIVSLSSIMGAIAVSIVMVVLQQPLPYILFGIAGGLYVILRHRSNIERLLAGTEPKIGQKLTTETEQSA) .

What are the optimal handling conditions for recombinant Anabaena variabilis plsY?

For optimal stability and activity of recombinant Anabaena variabilis plsY, the following handling conditions are recommended:

ParameterRecommended ConditionNotes
Storage temperature-20°C for regular use, -80°C for extended storagePrevents protein degradation and maintains enzymatic activity
Buffer compositionTris-based buffer with 50% glycerolOptimized for protein stability
Working conditionsStore working aliquots at 4°CViable for up to one week
Freeze-thaw cyclesMinimizeRepeated freezing and thawing not recommended

The protein should be handled with care to maintain its native conformation and catalytic activity, as membrane proteins are particularly sensitive to denaturation .

What is the enzymatic classification of Anabaena variabilis plsY?

Anabaena variabilis plsY is classified as an acyltransferase with the recommended name "Glycerol-3-phosphate acyltransferase" . It has several alternative designations including "Acyl-PO4 G3P acyltransferase," "Acyl-phosphate--glycerol-3-phosphate acyltransferase," and the shortened form "GPAT" . In enzyme classification nomenclature, it has been assigned EC number 2.3.1.n3, placing it in the transferase class (2), specifically among acyltransferases (2.3), with the sub-classification 2.3.1 indicating it transfers groups other than amino-acyl groups .

What are the key considerations for designing activity assays for plsY?

When designing activity assays for plsY, researchers should consider several critical factors:

  • Substrate selection: PlsY primarily uses acylphosphate as the acyl donor and glycerol-3-phosphate as the acyl acceptor . Studies in related cyanobacterial acyltransferases suggest that acyl-CoA thioesters might be preferred over acyl-ACP in some cases .

  • Membrane protein challenges: As an integral membrane protein, plsY requires appropriate detergents or membrane mimetics for solubilization and activity maintenance . CHAPS has been successfully used in assays with related acyltransferases .

  • Detection methods: Reactions can be monitored through:

    • Direct measurement of lysophosphatidic acid formation

    • Coupling with downstream enzymes

    • Radiometric assays using labeled substrates

  • Inhibition controls: Include palmitoyl-CoA as a negative control, as it has been shown to noncompetitively inhibit plsY activity in related enzymes .

How can researchers determine substrate specificity of Anabaena variabilis plsY?

To determine substrate specificity of Anabaena variabilis plsY, researchers should implement a systematic approach:

  • Acyl donor screening: Test various potential acyl donors including:

    • Acyl-CoA thioesters of different chain lengths and saturation

    • Acyl-ACP

    • Free fatty acids

    • Acylphosphates

  • Acyl acceptor testing: While glycerol-3-phosphate is the primary acceptor, test specificity by comparing activity with structurally related compounds.

  • Competition assays: Measure enzyme activity with a primary substrate in the presence of increasing concentrations of alternative substrates to determine relative affinities.

  • Kinetic analysis: Determine Km and Vmax values for different substrates to quantify preferences. Research on related enzymes shows that mutations in conserved motifs can affect Km for glycerol-3-phosphate, suggesting these regions are involved in substrate binding .

  • Direct versus transacylation reactions: Assess whether lipid-bound fatty acids can serve as acyl donors, though research on related enzymes suggests this activity is typically very low .

What methods can be used to investigate the membrane topology of plsY?

Based on studies of related plsY proteins, several methods are effective for investigating membrane topology:

  • Substituted Cysteine Accessibility Method (SCAM): This approach has been successfully employed to determine the membrane topology of Streptococcus pneumoniae PlsY . The method involves:

    • Introducing cysteine residues at various positions in the protein

    • Treating intact cells or membrane preparations with membrane-permeable or -impermeable sulfhydryl reagents

    • Analyzing the accessibility pattern to deduce which regions are exposed to either side of the membrane

  • Fusion protein approaches: Creating fusions with reporter proteins (such as GFP or alkaline phosphatase) at different positions can help determine which segments are intracellular versus extracellular.

  • Protease protection assays: Exposing membrane preparations to proteases and analyzing the resulting fragments can identify exposed regions.

  • Computational prediction: Initial topology models can be generated using algorithms that predict transmembrane domains based on hydrophobicity profiles and charge distribution.

How can site-directed mutagenesis inform plsY structure-function relationships?

Site-directed mutagenesis is a powerful approach for understanding plsY structure-function relationships, as demonstrated in studies of related enzymes:

  • Target selection:

    • Focus on highly conserved residues within the three motifs identified in bacterial plsY proteins

    • In related plsY proteins, Motif 1 contains essential serine and arginine residues

    • Motif 2 resembles a phosphate-binding loop important for glycerol-3-phosphate binding

    • Motif 3 includes conserved histidine and asparagine residues important for activity, plus a structurally critical glutamate

  • Mutation strategies:

    • Conservative substitutions (e.g., Ser→Thr) to test the importance of specific functional groups

    • Non-conservative substitutions (e.g., Arg→Ala) to eliminate functional groups

    • Charge reversal (e.g., Arg→Glu) to test electrostatic interactions

  • Functional analysis:

    • Measure kinetic parameters (Km, kcat) for wild-type and mutant enzymes

    • Compare substrate specificity changes

    • Assess structural integrity through thermal stability assays

  • Data interpretation:

    • Changes in Km suggest involvement in substrate binding

    • Changes in kcat suggest involvement in catalysis

    • Changes affecting both may indicate roles in orienting substrates or maintaining active site architecture

How do the catalytic mechanisms of cyanobacterial plsY compare with those of other bacterial acyltransferases?

The catalytic mechanisms of cyanobacterial plsY proteins represent a distinct evolutionary path compared to other bacterial acyltransferases, presenting several important differences and similarities:

  • Substrate preference: While traditional bacterial plsY enzymes utilize acylphosphate derived from acyl-ACP through the action of PlsX , studies on related cyanobacterial acyltransferases suggest they may exhibit higher activity with acyl-CoA thioesters than with acyl-ACP . This represents a significant mechanistic divergence that may reflect differences in cellular metabolism between cyanobacteria and other bacteria.

  • Conserved catalytic motifs: Despite potential differences in preferred acyl donors, structural studies of bacterial plsY proteins have identified three highly conserved motifs that are likely present in cyanobacterial homologs :

    • Motif 1: Contains essential serine and arginine residues that likely participate directly in catalysis

    • Motif 2: Forms a phosphate-binding loop critical for glycerol-3-phosphate recognition

    • Motif 3: Contains histidine and asparagine residues important for activity

  • Evolutionary relationships: Cyanobacterial acyltransferases like those in Anabaena may be more closely related to plant ELT (esterase/lipase/thioesterase) acyltransferases than to other bacterial DGAT-type enzymes. Phylogenetic analyses place cyanobacterial ELT-like sequences as a distinct group from plant-type ELT proteins, LPAAT-like sequences, and bacterial AtfA-type sequences .

What is the relationship between bacterial plsY and plant/algal acyltransferases?

The evolutionary and functional relationships between bacterial plsY and plant/algal acyltransferases reveal fascinating insights into the development of lipid biosynthesis pathways:

How might conformational changes impact plsY catalytic activity?

Membrane protein conformational dynamics play a crucial role in enzymatic function, and several aspects of plsY structure likely impact its catalytic activity:

  • Membrane-spanning architecture: The five transmembrane segments of plsY create a specific three-dimensional arrangement of the cytoplasmic domains containing the catalytic motifs . This architecture likely facilitates proper positioning of substrates and catalytic residues.

  • Dynamic substrate binding: The phosphate-binding loop in Motif 2 may undergo conformational changes upon glycerol-3-phosphate binding, as mutations of conserved glycines in this motif result in Km defects for glycerol-3-phosphate . This suggests that flexibility in this region is important for substrate accommodation.

  • Active site coordination: The essential residues identified in Motifs 1 and 3 (including serine, arginine, histidine, and asparagine) likely work in concert to properly orient substrates and facilitate the acyl transfer reaction . The precise spatial arrangement of these residues is critical for catalysis.

  • Structural integrity dependency: The conserved glutamate in Motif 3 appears critical to the structural integrity of plsY rather than directly participating in catalysis . This highlights the importance of maintaining proper protein folding for enzymatic function.

  • Inhibitor binding effects: PlsY is noncompetitively inhibited by palmitoyl-CoA , suggesting that this molecule binds at a site distinct from the active site but induces conformational changes that impair catalytic activity.

What are the implications of plsY function for cyanobacterial lipid metabolism?

PlsY plays a central role in cyanobacterial lipid metabolism with several important implications:

  • Integration of photosynthetic and membrane lipid metabolism: In cyanobacteria, which perform oxygenic photosynthesis similar to plants, the thylakoid membranes that harbor photosynthetic complexes have lipid compositions highly similar to those of chloroplasts . PlsY likely contributes to maintaining appropriate membrane lipid composition for optimal photosynthetic function.

  • Storage lipid synthesis: Recent research has shown that cyanobacteria like Synechocystis can accumulate triacylglycerol (TAG) and wax esters (like fatty acid phytyl esters) . While the specific role of Anabaena variabilis plsY in storage lipid synthesis is not fully characterized, related cyanobacterial acyltransferases have demonstrated activity with both phytol and diacylglycerol, producing phytyl esters and TAG .

  • Substrate utilization pathways: Unlike typical bacterial membrane lipid synthesis that relies primarily on acyl-ACP, cyanobacteria appear to maintain both acyl-ACP and acyl-CoA pools, with the latter potentially dedicated to the synthesis of less abundant nonpolar lipids . This metabolic organization has important implications for understanding carbon flux through different lipid synthesis pathways.

  • Stress response mechanisms: Phytyl esters have been shown to accumulate at higher levels under abiotic stress conditions in cyanobacteria , suggesting that lipid metabolism enzymes like plsY may play roles in stress adaptation.

What are common challenges in expressing and purifying functional recombinant plsY?

Researchers working with recombinant plsY often encounter several challenges that require methodological refinement:

  • Membrane protein solubility issues:

    • Challenge: As an integral membrane protein with five membrane-spanning segments , plsY is inherently hydrophobic and difficult to maintain in solution.

    • Solution: Use optimized detergents like CHAPS at appropriate concentrations to solubilize without denaturing . Consider fusion tags that enhance solubility or expression as membrane protein-detergent complexes.

  • Maintaining native conformation:

    • Challenge: Preserving the proper folding and membrane topology that enables catalytic activity.

    • Solution: Expression in systems that provide appropriate membrane insertion machinery, such as bacterial membrane fractions or liposomes. Consider adding stabilizing agents like glycerol (50%) to storage buffers .

  • Activity preservation during purification:

    • Challenge: Many purification steps can strip essential lipids or disrupt protein-protein interactions necessary for function.

    • Solution: Implement gentle purification techniques, maintain consistent detergent concentrations throughout purification, and validate activity at each step.

  • Substrate accessibility limitations:

    • Challenge: Ensuring the enzyme in an artificial environment can access both the hydrophilic glycerol-3-phosphate and hydrophobic acyl substrates.

    • Solution: Design assay systems that properly present both substrates, potentially using micelles or liposomes to mimic the native membrane environment.

How can researchers address inconsistent results in plsY substrate specificity assays?

Substrate specificity assays for plsY can produce variable results due to several factors that require methodological consideration:

  • Substrate solubility variations:

    • Challenge: Long-chain acyl donors and diacylglycerols have poor water solubility, which can lead to inconsistent availability to the enzyme during assays .

    • Solution: Use shorter-chain substrates (like dioctanoin) for initial characterization , standardize substrate preparation methods (including sonication or detergent solubilization), and verify substrate concentrations before each assay.

  • Assay detection method sensitivity:

    • Challenge: Different detection methods have varying sensitivity limits, potentially missing low-level activity with certain substrates.

    • Solution: Compare results across multiple detection methods (radiometric, coupled enzyme assays, direct product detection via mass spectrometry) and establish clear detection limits.

  • Proper controls for enzyme specificity:

    • Challenge: Distinguishing true enzyme specificity from artificial preferences due to assay conditions.

    • Solution: Include competition assays with multiple substrates, vary substrate concentrations over wide ranges, and conduct kinetic analyses (Km, Vmax) for definitive specificity determination.

  • Consideration of enzyme microenvironment:

    • Challenge: The membrane or detergent environment can significantly affect substrate binding and utilization.

    • Solution: Test activity in different membrane mimetics (nanodiscs, liposomes of varying composition, different detergents) to determine how the microenvironment influences apparent specificity.

What data analysis approaches can resolve contradictory findings in plsY research?

When confronted with contradictory findings in plsY research, several analytical approaches can help resolve discrepancies:

  • Integrated kinetic analysis:

    • Compare apparent kinetic parameters (Km, kcat) across studies, normalizing for enzyme concentration and assay conditions

    • Perform meta-analysis of multiple datasets to identify consistent trends versus outliers

    • Develop integrated models that account for multiple substrate binding events and potential allosteric effects

  • Structural correlation:

    • Map contradictory functional data onto structural models to identify if differences correlate with specific protein regions

    • Analyze if mutations in conserved motifs produce consistent or variable effects across different studies

    • Consider if observed differences align with phylogenetic clustering of plsY variants

  • Substrate presentation effects:

    • Systematically evaluate if contradictions arise from differences in how substrates are presented to the enzyme

    • Compare results from assays using acylphosphate versus acyl-CoA substrates

    • Assess if substrate chain length preferences show consistent patterns across studies despite absolute rate differences

  • Environmental variable analysis:

    • Examine the effects of pH, temperature, ionic strength, and specific ions on activity

    • Construct response surfaces to identify optimal conditions and determine if contradictory results arise from operating in different regions of these surfaces

    • Consider if different buffer components or detergents could explain discrepancies

How can researchers integrate plsY function with broader metabolic network analysis?

To understand plsY within broader metabolic contexts, researchers can implement several integrative approaches:

What are promising approaches for determining the three-dimensional structure of plsY?

Determining the three-dimensional structure of membrane proteins like plsY presents significant challenges, but several approaches show promise:

  • Cryo-electron microscopy (cryo-EM):

    • Particularly suitable for membrane proteins when incorporated into nanodiscs or lipid environments

    • Can reveal the arrangement of transmembrane segments and the organization of the three cytoplasmic domains containing the conserved motifs

    • May capture different conformational states relevant to the catalytic cycle

  • X-ray crystallography optimization:

    • Utilizing lipidic cubic phase crystallization methods specifically designed for membrane proteins

    • Employing protein engineering to improve crystallizability, such as:

      • Truncation of flexible regions

      • Addition of crystallization chaperones (e.g., antibody fragments)

      • Introduction of surface mutations to promote crystal contacts

  • Integrative structural biology:

    • Combining lower-resolution techniques like small-angle X-ray scattering (SAXS) with computational modeling

    • Using hydrogen-deuterium exchange mass spectrometry to map dynamics and substrate interactions

    • Employing cross-linking mass spectrometry to determine spatial relationships between domains

  • Comparative modeling with experimental validation:

    • Building structural models based on the known topology (five transmembrane segments)

    • Validating models through targeted site-directed mutagenesis of predicted functional residues

    • Refining models iteratively based on experimental findings

How might plsY contribute to biotechnological applications in lipid engineering?

PlsY and related acyltransferases offer several promising avenues for biotechnological applications:

  • Designer membrane lipid production:

    • Engineering plsY substrate specificity could enable incorporation of novel fatty acids into bacterial membrane lipids

    • Modifying the glycerol-3-phosphate binding site in Motif 2 might allow acceptance of alternative headgroups

  • Biofuel precursor synthesis:

    • Leveraging the relationship between plsY and storage lipid synthesis pathways in cyanobacteria

    • Engineering cyanobacterial strains with modified plsY activity to enhance triacylglycerol production

    • The identification of genes responsible for triacylglycerol synthesis in cyanobacteria opens the possibility of using prokaryotic photosynthetic cells in biotechnological applications

  • Synthetic biology platforms:

    • Developing minimal lipid synthesis systems using plsY and complementary enzymes

    • Creating artificial cells with designer membranes of specific composition

    • Engineering orthogonal lipid biosynthesis pathways for specialized applications

  • Inhibitor development:

    • Using structural information about the three conserved motifs to design specific inhibitors

    • Developing antimicrobial compounds targeting bacterial plsY while sparing eukaryotic GPATs

    • Creating chemical probes to study lipid metabolism in vivo

What knowledge gaps remain in understanding plsY regulation and integration with cellular physiology?

Despite advances in characterizing plsY enzymology, several significant knowledge gaps remain:

  • Transcriptional and post-translational regulation:

    • How plsY expression responds to changes in growth phase, nutrient availability, and stress conditions

    • Whether post-translational modifications modulate plsY activity

    • If protein-protein interactions regulate plsY function in vivo

  • Metabolic integration:

    • How cells balance acyl flux between membrane lipid synthesis via plsY and storage lipid production

    • Whether feedback regulation exists between membrane lipid composition and plsY activity

    • How photosynthetic activity in cyanobacteria influences plsY function and lipid metabolism

  • Environmental adaptation:

    • The role of plsY in adapting membrane composition to temperature changes

    • How light conditions affect plsY activity in photosynthetic organisms like Anabaena variabilis

    • Whether plsY contributes to phytyl ester accumulation under stress conditions as observed in Synechocystis

  • Evolutionary considerations:

    • The selective pressures that maintained different acyltransferase families across bacterial lineages

    • How cyanobacterial plsY relates to chloroplast acyltransferases in evolutionary history

    • The functional significance of the relationship between cyanobacterial acyltransferases and plant ELT proteins

How can computational approaches advance plsY research?

Computational methods offer powerful tools to address challenges in plsY research:

  • Molecular dynamics simulations:

    • Modeling plsY within membrane environments to understand conformational dynamics

    • Simulating substrate binding and product release

    • Predicting effects of mutations in the three conserved motifs

  • Machine learning applications:

    • Developing predictive models for substrate specificity based on primary sequence

    • Identifying patterns in plsY regulation across diverse datasets

    • Generating hypotheses about structure-function relationships

  • Phylogenetic analysis refinement:

    • Constructing comprehensive evolutionary models of acyltransferase diversification

    • Mapping functional differences to evolutionary history

    • Predicting functional properties of uncharacterized plsY homologs

  • Systems biology integration:

    • Developing genome-scale models incorporating detailed lipid metabolism

    • Simulating metabolic responses to plsY perturbations

    • Integrating transcriptomic, proteomic, and lipidomic data to understand plsY in cellular context

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