Recombinant Kluyveromyces lactis GDP-Man:Man (3)GlcNAc (2)-PP-Dol alpha-1,2-mannosyltransferase (ALG11)

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Description

Introduction to Recombinant Kluyveromyces lactis GDP-Man:Man (3)GlcNAc (2)-PP-Dol alpha-1,2-mannosyltransferase (ALG11)

Recombinant Kluyveromyces lactis GDP-Man:Man (3)GlcNAc (2)-PP-Dol alpha-1,2-mannosyltransferase (ALG11) is an enzyme involved in the process of asparagine-linked glycosylation, which is crucial for protein modification and stability in eukaryotic cells. This enzyme specifically catalyzes the transfer of a mannose residue from GDP-mannose to the growing oligosaccharide chain attached to dolichol phosphate, a lipid carrier in the endoplasmic reticulum. The resulting product is essential for further glycosylation steps and proper protein folding.

Function and Role in Glycosylation

The ALG11 enzyme plays a pivotal role in the early stages of N-glycosylation. It is responsible for adding the first mannose residue to the Man(3)GlcNAc(2)-PP-Dol structure, forming Man(4)GlcNAc(2)-PP-Dol, which is then further modified by other enzymes in the pathway. This process is critical for the synthesis of the core glycan structure that will eventually be attached to proteins.

Expression and Production

Recombinant ALG11 from Kluyveromyces lactis can be expressed using various systems, including cell-free expression, which allows for high purity and yield of the enzyme. The recombinant protein is often produced for research purposes to study glycosylation pathways and for potential applications in biotechnology, such as improving protein production in yeast systems.

Research Findings and Applications

Research on ALG11 has focused on understanding its role in glycosylation and its potential applications in biotechnology. For instance, modifying glycosylation pathways in yeast like Kluyveromyces lactis can enhance the production of recombinant proteins with human-like glycosylation patterns, which is important for therapeutic applications.

Table: Characteristics of Recombinant Kluyveromyces lactis ALG11

CharacteristicsDescription
Enzyme FunctionCatalyzes the transfer of mannose from GDP-mannose to Man(3)GlcNAc(2)-PP-Dol.
Expression SystemOften expressed using cell-free systems or in E. coli.
PurityTypically greater than 85% as determined by SDS-PAGE.
Host OrganismKluyveromyces lactis.
Potential ApplicationsBiotechnology, particularly in improving recombinant protein production with human-like glycosylation.

Product Specs

Form
Lyophilized powder
Note: While we prioritize shipping the format currently in stock, please specify your format preference during order placement for customized preparation.
Lead Time
Delivery times vary depending on the purchase method and location. Please consult your local distributor for precise delivery estimates.
Note: Standard shipping includes blue ice packs. Dry ice shipping requires prior arrangement and incurs additional charges.
Notes
Avoid repeated freeze-thaw cycles. Store working aliquots at 4°C for up to one week.
Reconstitution
Centrifuge the vial briefly before opening to consolidate the contents. Reconstitute the protein in sterile, deionized 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 standard glycerol concentration is 50% and serves as a guideline.
Shelf Life
Shelf life depends on storage conditions, buffer composition, temperature, and protein stability. Generally, liquid formulations have a 6-month shelf life at -20°C/-80°C, while lyophilized forms have a 12-month shelf life at -20°C/-80°C.
Storage Condition
Upon receipt, store at -20°C/-80°C. Aliquot for multiple uses. Avoid repeated freeze-thaw cycles.
Tag Info
The tag type is determined during manufacturing.
The tag type is determined during the production process. If you require a specific tag, please inform us; we will prioritize its development.
Synonyms
ALG11; KLLA0F03817g; GDP-Man:Man(3GlcNAc(2-PP-Dol alpha-1,2-mannosyltransferase; Alpha-1,2-mannosyltransferase ALG11; Asparagine-linked glycosylation protein 11; Glycolipid 2-alpha-mannosyltransferase
Buffer Before Lyophilization
Tris/PBS-based buffer, 6% Trehalose.
Datasheet
Please contact us to get it.
Expression Region
1-570
Protein Length
full length protein
Species
Kluyveromyces lactis (strain ATCC 8585 / CBS 2359 / DSM 70799 / NBRC 1267 / NRRL Y-1140 / WM37) (Yeast) (Candida sphaerica)
Target Names
Target Protein Sequence
MKLADFVTYVFGSLLAGLVTLKVLSSFIPSLLVTLPAKVRLRVNNSLLKCSNNLNRIPVL DFGWKNSSVRRAFILASERPSDYTNKIYGDRVHIAYNDRIKRESFVNKLGFDSKRKLLGF FHPYCNAGGGGEKVLWKAVETSLNQDKNNICVIYTGDTDVNGSDILNSVRRRFEYDLDSD RIVFIFLQKRRLVESKSWPKFTLLGQAYGSIILSIEALTTLAPDYWIDTMGYPFAYPFVS LFARIPIVTYTHYPVISTDMLQKLKTMPGFHTNFKLIGKYVYWKIFMLAYKFSGLFVEIA STNSTWTYNHIKSIWSSTKNIHIIYPPCSTESLIEGCDKSDPVKRLNQAVVIAQFRPEKR HELILSSFSSFIDATTKKDLIPKIIFIGSTRNVEDREYVETLKKYAFEALKIPTHLVDFK TDCKYDDMKSILYSSWFGINAMWNEHFGIAVVEYMASGLIPLCHASAGPLYDIVVPWDSK KNEQSTDKANETGFFFIDETDPDFLAKDSSKYSSLRTLFAQVSKLNTVQRIDISNRAKMC SLSKFSDSEFERSWNEVLEELNLTHNRMFS
Uniprot No.

Target Background

Function

Essential for N-linked oligosaccharide assembly. It plays a crucial role in the final step of Man(5)GlcNAc(2)-PP-dolichol core oligosaccharide synthesis on the cytoplasmic face of the endoplasmic reticulum.

Database Links
Protein Families
Glycosyltransferase group 1 family
Subcellular Location
Endoplasmic reticulum membrane; Multi-pass membrane protein.

Q&A

What is the functional role of ALG11 in the N-linked glycosylation pathway?

The GDP-Man:Man(3)GlcNAc(2)-PP-Dol alpha-1,2-mannosyltransferase (ALG11) in Kluyveromyces lactis functions as a key enzyme in the early steps of N-linked glycosylation. This enzyme (EC 2.4.1.131) catalyzes the transfer of mannose residues from GDP-mannose to the Man(3)GlcNAc(2)-PP-Dol intermediate, specifically adding the fourth and fifth mannose residues via alpha-1,2 linkages . ALG11 is also known by alternative names including Alpha-1,2-mannosyltransferase ALG11, Asparagine-linked glycosylation protein 11, and Glycolipid 2-alpha-mannosyltransferase . As part of the asparagine-linked glycosylation pathway, this enzyme contributes to the construction of the lipid-linked oligosaccharide precursor that will eventually be transferred to nascent proteins in the endoplasmic reticulum. This glycosylation process is essential for proper protein folding, stability, and function in eukaryotic cells.

Why is Kluyveromyces lactis used as a model organism for studying ALG11 compared to Saccharomyces cerevisiae?

Kluyveromyces lactis provides distinct advantages as a model organism for studying glycosylation enzymes like ALG11. Unlike Saccharomyces cerevisiae, which underwent a whole genome duplication (WGD) event, K. lactis diverged before this event and thus presents a simpler genetic background with fewer gene duplications . While S. cerevisiae often has multiple homologous genes that are differentially expressed under aerobic and hypoxic conditions (e.g., COX5a/COX5b, CYC1/CYC7), K. lactis typically has single copies of these genes that are regulated by oxygen availability . This simpler genetic architecture makes K. lactis particularly valuable for studying the regulation and function of essential enzymes like ALG11 without the confounding effects of redundant genes with specialized functions. Furthermore, K. lactis is predominantly respiratory rather than fermentative, making it more similar to higher eukaryotes in certain metabolic aspects, despite being unable to grow under strictly anoxic conditions .

What are the recommended storage and handling conditions for recombinant K. lactis ALG11?

For optimal stability and activity retention of recombinant K. lactis ALG11, specific storage and handling protocols should be followed:

  • Storage temperature: The protein should be stored at -20°C for routine use, or at -80°C for extended storage periods

  • Buffer conditions: The enzyme is typically supplied in a Tris-based buffer containing 50% glycerol, specifically optimized for this protein's stability

  • Handling precautions: Repeated freezing and thawing cycles should be avoided as they can lead to protein denaturation and loss of enzymatic activity

  • Working aliquots: For ongoing experiments, working aliquots can be maintained at 4°C for up to one week to minimize freeze-thaw cycles

These conditions help preserve the structural integrity and catalytic activity of the enzyme for research applications. When planning extended studies, it is advisable to prepare multiple small working aliquots rather than repeatedly accessing the main stock.

How does the expression of ALG11 in K. lactis respond to changes in oxygen availability?

Unlike many genes in Saccharomyces cerevisiae that have specialized aerobic and hypoxic counterparts, K. lactis typically has single copies of genes whose expression is regulated in response to oxygen availability . Although the specific regulation of ALG11 in response to hypoxia is not directly addressed in the available search results, the regulation pattern likely follows that of other K. lactis genes involved in essential cellular processes. Research on K. lactis has shown that several genes are upregulated during hypoxia, including KlHEM13, KlHEM1, KlPDC1, KlOYE2, KlGSH1, and KlOLE1 . This hypoxic response in K. lactis differs notably from S. cerevisiae, suggesting distinct regulatory mechanisms. The transcriptional response to hypoxia in K. lactis involves sensors such as heme and ergosterol, but the specific transcriptional regulators differ from those in S. cerevisiae . For example, while the Hap2/3/4/5 complex and Rox1 play crucial roles in S. cerevisiae, their K. lactis homologs have different functions, with KlHAP1 not activating respiratory genes but rather repressing glucose transporter expression .

What methodological approaches are most effective for expressing and purifying active recombinant K. lactis ALG11?

Effective expression and purification of recombinant K. lactis ALG11 requires specific methodological considerations due to its membrane-associated nature and complex enzymatic function. Based on modern protein production strategies, the following approach is recommended:

Expression System Selection:

  • Heterologous expression in either E. coli or Pichia pastoris systems, with the latter often preferred for eukaryotic membrane proteins

  • Consideration of specialized E. coli strains designed for membrane protein expression (e.g., C41/C43)

  • Inclusion of appropriate fusion tags (His, GST, or MBP) to facilitate purification while maintaining protein folding

Optimization Strategies:

  • Implementation of DOE (Design of Experiments) approaches to systematically optimize expression parameters including temperature, inducer concentration, and induction timing

  • QbD (Quality by Design) principles to establish a robust expression platform with reproducible yields

  • For membrane proteins like ALG11, incorporation of mild detergents during extraction and purification phases

Purification Protocol:

  • Cell lysis under conditions that preserve membrane protein structure

  • Solubilization with appropriate detergents (typically non-ionic)

  • Affinity chromatography as the initial capture step

  • Intermediate purification using ion exchange chromatography

  • Polishing step via size exclusion chromatography

  • Buffer exchange to remove detergent if necessary for downstream applications

This methodological approach balances the need for high yields with preservation of enzymatic activity, addressing the specific challenges associated with membrane-bound glycosyltransferases.

How does the hypoxic response in K. lactis differ from S. cerevisiae, and what implications does this have for ALG11 function?

The hypoxic response mechanisms in K. lactis and S. cerevisiae exhibit substantial differences that may influence the regulation and function of enzymes like ALG11:

FeatureKluyveromyces lactisSaccharomyces cerevisiaeImplications for Research
Genome structureSingle copies of oxygen-responsive genesDuplicated genes with specialized aerobic/hypoxic functionsSimpler genetic manipulation in K. lactis
Growth under anoxiaUnable to grow under strictly anoxic conditionsCan grow anaerobicallyExperimental design must account for K. lactis oxygen requirements
Hypoxic gene regulationDistinct set of upregulated genesWell-characterized hypoxic regulonsDifferent regulatory elements must be considered
Transcriptional regulatorsKlHAP1 and KlROX1 function differentlyHAP1 and ROX1 are key hypoxic regulatorsStandard S. cerevisiae promoters may not work as expected
Metabolic responsePredominantly respiratoryMore fermentativeMetabolic context affects protein glycosylation

These differences highlight why K. lactis serves as a complementary model to S. cerevisiae when studying cellular responses to hypoxia . For ALG11 research specifically, these distinctions suggest that:

  • Regulation of ALG11 expression likely follows different patterns in the two yeasts

  • The enzymatic activity may be differently affected by hypoxic conditions

  • The interplay between glycosylation and oxidative stress response pathways may reveal unique features in K. lactis

Understanding these species-specific differences is essential when designing experiments and interpreting results related to ALG11 function under varying oxygen conditions.

What structural features of K. lactis ALG11 are critical for its mannosyltransferase activity?

While detailed structural information specific to K. lactis ALG11 is limited in the provided search results, general structural features critical for mannosyltransferase activity can be inferred from sequence analysis and comparison with related glycosyltransferases:

  • Membrane Topology: The N-terminal region contains hydrophobic sequences that likely anchor the protein in the ER membrane, positioning the catalytic domain to access both the GDP-mannose donor and the lipid-linked oligosaccharide acceptor .

  • Catalytic Domain: The central portion of the protein contains the glycosyltransferase domain with DXD-like motifs that coordinate divalent cations (typically Mn²⁺ or Mg²⁺) essential for catalysis.

  • Substrate Binding Regions: Specific regions within the catalytic domain are responsible for recognizing and binding:

    • The GDP-mannose donor substrate

    • The Man(3)GlcNAc(2)-PP-Dol acceptor substrate

    • The dolichol lipid portion that anchors the growing glycan chain

  • Active Site Architecture: The precise positioning of catalytic residues that facilitate the transfer of the mannose residue from the donor to the acceptor.

Experimental approaches to validate these structural features include:

  • Site-directed mutagenesis targeting predicted catalytic residues

  • Truncation analysis to identify minimal functional domains

  • Chimeric protein construction with homologs to identify specificity determinants

  • Membrane topology mapping using protease protection assays

  • Structural modeling based on related glycosyltransferases with known structures

Understanding these structural features provides a foundation for rational enzyme engineering and inhibitor design targeting the ALG11 mannosyltransferase activity.

What are the optimized assay methods for measuring ALG11 enzymatic activity in vitro?

Measuring the enzymatic activity of GDP-Man:Man(3)GlcNAc(2)-PP-Dol alpha-1,2-mannosyltransferase requires specialized assay methods that account for the membrane-associated nature of the enzyme and its lipid-linked substrates. The following methodological approaches are recommended:

In Vitro Radiochemical Assay:

  • Preparation of enzyme source (purified recombinant protein or membrane fraction)

  • Reaction mixture containing:

    • GDP-[³H]mannose or GDP-[¹⁴C]mannose as radioactive donor

    • Man(3)GlcNAc(2)-PP-Dol acceptor substrate (either synthetic or isolated)

    • Divalent cations (Mn²⁺ or Mg²⁺)

    • Appropriate detergent at concentrations below CMC

    • Buffer system maintaining optimal pH (typically 7.0-7.5)

  • Incubation at 30°C (optimal for yeast enzymes)

  • Reaction termination and product extraction using organic solvents

  • Quantification by liquid scintillation counting or thin-layer chromatography

HPLC-Based Fluorescence Assay:

  • Utilization of fluorescently-labeled acceptor substrates

  • Reaction conditions similar to radiochemical assay

  • Product separation by HPLC

  • Quantification via fluorescence detection

Mass Spectrometry-Based Assay:

  • Reaction performed with unlabeled substrates

  • Direct analysis of reaction products by LC-MS/MS

  • Quantification through selected reaction monitoring

These methodological approaches provide complementary information about ALG11 activity, with the choice of method depending on available equipment, safety considerations, and the specific research questions being addressed.

How can site-directed mutagenesis be utilized to elucidate the catalytic mechanism of K. lactis ALG11?

Site-directed mutagenesis represents a powerful approach for investigating the catalytic mechanism of K. lactis ALG11. Based on sequence analysis and comparison with related glycosyltransferases, the following methodological strategy is recommended:

Target Residue Selection:

  • Conserved DXD-like motifs typically involved in metal coordination

  • Positively charged residues potentially involved in GDP-mannose binding

  • Hydrophobic residues that might interact with the dolichol portion

  • Residues conserved across ALG11 homologs from different species

Experimental Design Matrix:

Target Residue TypeSubstitution StrategyExpected OutcomeControl Mutations
Catalytic residuesConservative (D→E) & Non-conservative (D→A)Complete loss of activity with non-conservative mutationsNearby non-conserved residues
Metal-coordinatingD→N or E→QReduced activity or altered metal preferenceMutations outside predicted binding site
Substrate-bindingBased on predicted interactions (R→K, R→A, Y→F)Altered substrate specificity or binding affinityStructurally equivalent non-conserved residues
StructuralProline or glycine substitutionsAltered protein stability or conformationMutations in flexible regions

Methodological Approach:

  • Generate mutant constructs using PCR-based site-directed mutagenesis

  • Express wild-type and mutant proteins under identical conditions

  • Purify proteins and verify structural integrity through circular dichroism

  • Perform kinetic analysis comparing:

    • Km for GDP-mannose and Man(3)GlcNAc(2)-PP-Dol substrates

    • kcat values

    • Metal ion dependence

    • pH profiles

  • Conduct substrate specificity studies with various acceptor analogs

This systematic approach allows for the development of a detailed model of the catalytic mechanism, identifying residues essential for substrate binding, catalysis, and product release in the ALG11-mediated mannosyltransferase reaction.

How does the oxidative stress response in K. lactis influence glycosylation pathways involving ALG11?

The interrelationship between oxidative stress response and glycosylation pathways in K. lactis reveals unique features that differentiate it from S. cerevisiae. This has significant implications for ALG11 function and N-linked glycosylation:

  • Redox Balance and Glycosylation: K. lactis shows a positive correlation between glutathione reductase (GLR) activity and glucose-6-phosphate dehydrogenase activity from the pentose phosphate pathway (PPP) when oxygen levels increase . This suggests that maintaining NADPH levels through the PPP is crucial for both oxidative stress management and potentially for optimal glycosylation.

  • Metabolic Shifts Under Oxidative Stress: Proteome analysis reveals that H₂O₂ treatment in K. lactis causes different responses depending on GLR status:

    • In wild-type strains, enzymes of glycolysis and the Krebs cycle decrease

    • In GLR-depleted mutants, enzymes of these pathways and the PPP increase
      These metabolic shifts likely impact the availability of GDP-mannose, the donor substrate for ALG11.

  • Transcriptional Regulation: Unlike S. cerevisiae, K. lactis shows distinct transcriptional regulation of oxidative stress response genes:

    • The transcriptional regulation of SOD1, catalases, and glutathione synthetases under aerobic/hypoxic conditions differs between the two yeasts

    • Transcription factors related to oxidative stress response (Yap1 and Skn7) share only 33% and 50% identities respectively with their S. cerevisiae counterparts

  • Hypoxic Response Connection: The expression patterns of genes under hypoxia in K. lactis differ from S. cerevisiae, potentially affecting glycosylation enzymes like ALG11 that function in the ER, where oxygen availability influences numerous processes .

These findings suggest that experimental designs investigating ALG11 function should account for the unique interplay between redox state, metabolism, and glycosylation pathways in K. lactis. Additionally, they highlight the potential value of K. lactis as a model system for studying how oxidative stress affects glycosylation processes in eukaryotes.

What platform technologies can enhance the study of K. lactis ALG11 for therapeutic protein production?

Modern platform technologies offer significant advantages for studying K. lactis ALG11 and its role in therapeutic protein glycosylation. A methodological approach combining these technologies includes:

Quality by Design (QbD) Implementation:

  • Systematic identification of critical quality attributes (CQAs) for ALG11 expression and activity

  • Design space development to understand how process parameters affect ALG11 function

  • Control strategy establishment to ensure consistent glycosylation patterns

High-Throughput Experimental Design:

  • Parallel small-scale fermentation systems to optimize expression conditions

  • Miniaturized purification approaches for rapid screening of constructs

  • Automated activity assays to evaluate multiple parameters simultaneously

Advanced Cloning Strategies:

  • CRISPR/Cas9-mediated genome editing for precise modification of native ALG11

  • Golden Gate or Gibson Assembly methods for rapid construct generation

  • Promoter libraries for controlled expression levels

Fermentation Optimization:

  • Design of Experiments (DOE) approach to identify optimal cultivation parameters

  • Process analytical technology (PAT) implementation for real-time monitoring

  • Feed strategies tailored to maximize expression while maintaining proper glycosylation

These methodological approaches enable more efficient and systematic investigation of ALG11 function and its impact on therapeutic protein glycosylation, ultimately contributing to improved bioprocess development for glycoprotein production.

What are the primary technical challenges in studying membrane-bound glycosyltransferases like ALG11?

Studying membrane-bound glycosyltransferases such as ALG11 presents several technical challenges that require specialized methodological approaches:

  • Protein Solubilization and Stability:

    • Challenge: Maintaining native conformation during extraction from membranes

    • Methodological solution: Systematic screening of detergents, including:

      • Non-ionic detergents (DDM, LMNG)

      • Zwitterionic detergents (CHAPS, Fos-choline)

      • Detergent-lipid mixtures

      • Novel amphipols or nanodiscs for detergent-free systems

  • Substrate Complexity:

    • Challenge: Working with lipid-linked oligosaccharides as acceptor substrates

    • Methodological solution: Development of:

      • Simplified substrate analogs with improved solubility

      • Fluorescent or chromogenic reporter substrates

      • Chemoenzymatic synthesis of authentic substrates

  • Assay Development:

    • Challenge: Detecting transfer of single sugar residues in complex mixtures

    • Methodological solution: Implementation of:

      • High-sensitivity MS-based methods

      • Coupled enzyme assays

      • Novel separation techniques for reaction monitoring

  • Structural Characterization:

    • Challenge: Obtaining structural information on membrane proteins

    • Methodological solution: Application of:

      • Cryo-electron microscopy

      • Hydrogen-deuterium exchange mass spectrometry

      • Cross-linking mass spectrometry

      • MD simulations combined with limited experimental constraints

By systematically addressing these challenges through innovative methodological approaches, researchers can overcome the inherent difficulties in studying membrane-bound glycosyltransferases like ALG11, ultimately leading to better understanding of their structure-function relationships.

How can comparative genomics approaches enhance our understanding of ALG11 function across species?

Comparative genomics provides powerful methodological frameworks for investigating ALG11 function across species, revealing evolutionary conservation patterns and functional adaptations:

Methodological Approach:

  • Sequence-Based Analysis:

    • Multiple sequence alignment of ALG11 homologs from diverse species

    • Identification of:

      • Universally conserved residues (likely essential for catalysis)

      • Lineage-specific conservation patterns (potential functional adaptations)

      • Correlation analysis to identify co-evolving residues

  • Phylogenetic Profiling:

    • Construction of ALG11 phylogenetic trees

    • Mapping of known functional differences onto the tree

    • Identification of evolutionary events (gene duplications, losses, horizontal transfers)

    • Correlation with glycosylation pathway complexity across species

  • Synteny Analysis:

    • Examination of chromosomal context of ALG11 across species

    • Identification of conserved gene clusters that might indicate functional relationships

    • Detection of operon-like structures in prokaryotes with ALG11 homologs

  • Experimental Validation:

    • Heterologous expression of ALG11 from different species in K. lactis

    • Complementation assays in ALG11-deficient strains

    • Chimeric protein construction to map species-specific functional domains

This methodological framework has revealed important differences between K. lactis and S. cerevisiae. While S. cerevisiae underwent whole genome duplication resulting in duplicated genes with specialized functions under aerobic/hypoxic conditions, K. lactis diverged before this event and typically has single copies of genes regulated by oxygen availability . This fundamental difference extends to regulatory mechanisms, with transcription factors like HAP1 and ROX1 having different functions in the two yeasts .

What data analysis approaches are most effective for interpreting ALG11 activity in complex glycosylation pathways?

Interpreting ALG11 activity within complex glycosylation pathways requires sophisticated data analysis methodologies that can integrate multiple types of experimental data. The following approaches are particularly effective:

Systems Biology Frameworks:

  • Flux balance analysis (FBA) to model metabolic fluxes through the dolichol pathway

  • Kinetic modeling of the N-linked glycosylation pathway with ALG11 parameters

  • Sensitivity analysis to identify rate-limiting steps in the pathway

Multi-Omics Data Integration:

  • Correlation analysis between:

    • Transcriptomics data (ALG11 expression levels)

    • Proteomics data (ALG11 protein abundance)

    • Glycomics data (resulting glycan structures)

    • Metabolomics data (GDP-mannose availability)

Statistical Methods for Complex Data:

  • Principal component analysis (PCA) to identify patterns in glycosylation profiles

  • Partial least squares discriminant analysis (PLS-DA) to correlate ALG11 activity with glycan structures

  • Hierarchical clustering to identify conditions with similar glycosylation outcomes

Visualization Techniques:

  • Pathway mapping with color-coded enzyme activities

  • Network analysis of glycosylation enzyme interactions

  • Time-series visualization of glycan assembly

These analytical approaches are particularly valuable when studying the distinct responses of K. lactis to conditions like hypoxia and oxidative stress. For instance, analysis of K. lactis under oxidative stress reveals unique relationships between the pentose phosphate pathway, NADPH production, and potentially glycosylation pathways that differ from those observed in S. cerevisiae . By applying these sophisticated data analysis methods, researchers can better understand how ALG11 functions within the broader context of cellular metabolism and stress responses.

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