B4GALT6 Antibody, Biotin conjugated

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Description

Applications in Research and Diagnostics

The B4GALT6 Antibody, Biotin conjugated, is primarily employed in studies investigating glycosylation pathways and neuroinflammation. Key applications include:

  • ELISA: Used to quantify B4GALT6 levels in serum, plasma, or tissue homogenates .

  • Immunohistochemistry (IHC): Not directly listed for this conjugate, but other B4GALT6 antibodies (e.g., ABIN950594) are validated for IHC on paraffin-embedded sections .

  • Western Blotting (WB): While not explicitly cited for this biotin-conjugated variant, Proteintech’s unconjugated B4GALT6 antibody (20148-1-AP) demonstrates WB compatibility .

Research Findings and Functional Insights

B4GALT6 antibodies, including biotin-conjugated variants, have been instrumental in elucidating the enzyme’s role in glycosphingolipid biosynthesis and neuroinflammation:

StudyKey Findings
CNS Inflammation B4GALT6 synthesizes lactosylceramide (LacCer), which promotes astrocyte activation and neurodegeneration.
Glycolipid Metabolism B4GALT6 regulates sphingolipid metabolism in colon cancer cells.
Breast Cancer B4GALT6 activity correlates with obesity-related tumor progression.

Comparative Analysis of B4GALT6 Antibodies

Antibody IDReactivityHostConjugateApplicationsSource
CSB-PA871391LD01HUHumanRabbitBiotinELISA, ImmunoassayCUSABIO
ABIN950594HumanRabbitUnconjugatedWB, IHC (p)Antibodies-Online
20148-1-APHuman, Mouse, RatRabbitUnconjugatedWB, IHC, IF, ELISAProteintech
NBP2-37967HumanRabbitUnconjugatedIHC, IHC-ParaffinBio-Techne

Product Specs

Buffer
**Preservative:** 0.03% Proclin 300
**Constituents:** 50% Glycerol, 0.01M PBS, pH 7.4
Form
Liquid
Lead Time
Typically, we can ship your order within 1-3 business days of receipt. Delivery times may vary depending on your location and chosen delivery method. For specific delivery timelines, please consult your local distributor.
Synonyms
4-galactosyltransferase 6 antibody; 4-galactosyltransferase antibody; 4-GalTase 6 antibody; AA536803 antibody; AU022389 antibody; b4Gal-T6 antibody; B4galt6 antibody; B4GT6_HUMAN antibody; Beta-1 antibody; beta-1,4-galactosyltransferase 6 antibody; beta-1,4-GalTase 6 antibody; Beta4Gal-T6 antibody; beta4GalT-VI antibody; LacCer synthase antibody; Lactosylceramide synthase antibody; UDP-Gal:beta-GlcNAc beta-1 antibody; UDP-Gal:beta-GlcNAc beta-1,4-galactosyltransferase 6 antibody; UDP-Gal:betaGlcNAc beta 1,4- galactosyltransferase; polypeptide 6 antibody; UDP-Gal:glucosylceramide beta-1 antibody; UDP-Gal:glucosylceramide beta-1,4-galactosyltransferase antibody; UDP-galactose:beta-N-acetylglucosamine beta-1 antibody; UDP-galactose:beta-N-acetylglucosamine beta-1,4-galactosyltransferase 6 antibody
Target Names
B4GALT6
Uniprot No.

Target Background

Function
This antibody catalyzes the synthesis of lactosylceramide (LacCer) through the transfer of galactose from UDP-galactose to glucosylceramide (GlcCer). LacCer serves as the precursor in the biosynthesis of all gangliosides (membrane-bound glycosphingolipids). These gangliosides play crucial roles in the central nervous system (CNS), including neuronal maturation and the formation of axons and myelin.
Gene References Into Functions
  1. Genomic organization and mapping of beta 4GalT-VIb to human chromosome 18q12.1 PMID: 12180132
Database Links

HGNC: 929

OMIM: 604017

KEGG: hsa:9331

STRING: 9606.ENSP00000306459

UniGene: Hs.591063

Protein Families
Glycosyltransferase 7 family
Subcellular Location
Golgi apparatus, Golgi stack membrane; Single-pass type II membrane protein.
Tissue Specificity
High expression in brain and adrenal gland, lower in liver, lung, colon and peripheral white blood cells.

Q&A

What is B4GALT6 and what biological functions does it serve?

B4GALT6 (UDP-Gal:betaGlcNAc beta 1,4-galactosyltransferase, polypeptide 6) is a member of the beta 4-galactosyltransferase family that catalyzes the biosynthesis of glycosphingolipids in a UDP-dependent manner. The protein functions primarily as a lactosylceramide (LacCer) synthase, playing a critical role in glycolipid biosynthesis. B4GALT6 transfers galactose in a beta1,4 linkage to various acceptor sugars including GlcNAc, Glc, and Xyl. As a type II membrane protein, it contains an N-terminal hydrophobic signal sequence that directs the protein to the Golgi apparatus and functions as a transmembrane anchor. The enzyme has emerged as particularly important in CNS inflammation, where it has been shown to boost inflammatory responses in astrocytes .

How does a biotin-conjugated B4GALT6 antibody differ from unconjugated versions?

A biotin-conjugated B4GALT6 antibody contains covalently attached biotin molecules, which provide significant advantages for detection without altering the antibody's binding specificity. The biotin conjugation enables:

  • Enhanced signal amplification through the strong interaction between biotin and streptavidin/avidin detection systems

  • Increased sensitivity in assays where signal strength is crucial

  • Versatility in multiple detection platforms without requiring species-specific secondary antibodies

  • Compatibility with a wider range of visualization techniques

Unlike unconjugated antibodies which require secondary antibody detection, biotin-conjugated antibodies can directly interact with streptavidin-coupled reporter molecules, streamlining experimental workflows and reducing background signal .

What is the molecular weight and structural characteristics of the B4GALT6 protein?

B4GALT6 is characterized as follows:

  • Calculated molecular weight: 45 kDa (382 amino acids)

  • Observed molecular weight: 45-60 kDa (due to post-translational modifications)

  • Structure: Type II membrane-bound glycoprotein with an N-terminal hydrophobic domain

  • Subcellular localization: Primarily in the Golgi apparatus

  • Key functional domains: Transmembrane domain and catalytic domain responsible for galactosyltransferase activity

The protein exists in multiple isoforms, some of which are predicted to lack the N-terminal hydrophobic signal sequence and transmembrane domain. B4GALT6 belongs to a subgroup within the beta4GalT family that includes B4GALT5, with both sharing lactosylceramide synthase activity .

What are the recommended protocols for using biotin-conjugated B4GALT6 antibody in ELISA?

For optimal ELISA performance with biotin-conjugated B4GALT6 antibody:

  • Coating: Coat microplate wells with capture antibody (anti-B4GALT6) at 1-10 μg/ml in carbonate buffer (pH 9.6) overnight at 4°C

  • Blocking: Block with 1-5% BSA in PBS for 1-2 hours at room temperature

  • Sample addition: Add samples diluted in blocking buffer, incubate for 2 hours at room temperature

  • Primary detection: Add biotin-conjugated B4GALT6 antibody at 1:100-1:500 dilution in blocking buffer, incubate for 1-2 hours

  • Secondary detection: Add streptavidin-HRP (1:1000-1:10000), incubate for 30-60 minutes

  • Development: Use TMB substrate, stop with 2N H₂SO₄, and read at 450nm

For increased sensitivity, titrate the biotin-conjugated antibody to determine optimal concentration, and consider extended incubation periods at 4°C. The biotin conjugation allows for enhanced signal amplification compared to standard antibody-based detection methods .

How do I optimize immunohistochemistry protocols using B4GALT6 antibodies for neuroinflammation studies?

For optimal IHC staining of B4GALT6 in neuroinflammation studies:

  • Tissue preparation:

    • Use freshly frozen or properly fixed tissues (4% paraformaldehyde)

    • For paraffin sections, perform antigen retrieval using TE buffer at pH 9.0 (primary recommendation) or citrate buffer at pH 6.0 as an alternative

  • Blocking and antibody incubation:

    • Block with 5-10% normal serum from secondary antibody species

    • Dilute primary B4GALT6 antibody at 1:20-1:200 for IHC applications

    • For biotin-conjugated antibodies, block endogenous biotin using a biotin blocking kit

  • Co-staining considerations:

    • For neuroinflammation studies, co-stain with astrocyte markers (GFAP) as B4GALT6 shows strong expression in white matter GFAP+ astrocytes

    • Consider combining with markers for CCL2 and iNOS to identify inflammatory activation

    • B4GALT6 is not significantly expressed in gray matter, perivascular glia limitans, or nestin+ neural progenitors

  • Visualization:

    • For biotin-conjugated antibodies, use streptavidin-HRP or streptavidin-fluorophore conjugates

    • Counterstain nuclei with DAPI or hematoxylin

These optimizations are based on validated protocols showing B4GALT6 expression patterns in CNS tissues during neuroinflammatory conditions .

What is the recommended storage protocol to maintain antibody integrity?

To maintain optimal integrity of biotin-conjugated B4GALT6 antibodies:

  • Long-term storage:

    • Store at -20°C to -80°C

    • Divide into small aliquots to avoid repeated freeze-thaw cycles

    • Antibodies remain stable for approximately one year when properly stored

  • Working stock preparation:

    • Thaw aliquots at 4°C (not at room temperature)

    • For short-term use (up to 1 week), store at 2-8°C

    • Avoid repeated freezing and thawing, which significantly diminishes activity

  • Storage buffer considerations:

    • Typical storage buffer contains PBS with 0.02-0.03% sodium azide and 50% glycerol at pH 7.3-7.4

    • Some formulations include 0.1% BSA as a stabilizer

    • Do not change the buffer composition unless absolutely necessary

  • Handling precautions:

    • Sodium azide is toxic; handle with appropriate care

    • Avoid contamination by using sterile techniques when handling

Following these guidelines ensures maximum retention of antibody activity and specificity for extended periods .

How can B4GALT6 antibodies be utilized to study neuroinflammatory mechanisms in multiple sclerosis models?

B4GALT6 antibodies offer powerful tools for investigating neuroinflammatory mechanisms in MS models through multi-faceted approaches:

  • Mechanistic pathway analysis:

    • Track B4GALT6-dependent LacCer production in astrocytes during disease progression

    • Monitor NF-κB and IRF-1 activation pathways downstream of B4GALT6-produced LacCer

    • Examine transcriptional effects on inflammatory genes containing ISRE and NF-κB responsive elements

  • Cell-specific interactions:

    • Investigate astrocyte-microglia communication mediated by B4GALT6-dependent factors

    • Study CCL2 production by astrocytes and subsequent recruitment of inflammatory monocytes

    • Analyze M1/M2 polarization phenotypes in microglia and infiltrating monocytes

  • Experimental disease intervention:

    • Use antibodies to validate B4GALT6 as a therapeutic target

    • Correlate B4GALT6 expression levels with disease severity

    • Monitor changes in LacCer levels in response to therapeutic interventions

  • Translational approaches:

    • Compare B4GALT6 expression in human MS lesion samples with animal models

    • Correlate expression patterns between white matter GFAP+ astrocytes in humans and mice

    • Evaluate the effect of B4GALT6 inhibition on de- and re-myelination processes

This approach leverages the established role of B4GALT6 in boosting CNS inflammation through LacCer synthesis in astrocytes, which acts in an autocrine manner to trigger inflammatory transcriptional programs and regulate interactions with other immune cells .

What are the most effective methods for measuring B4GALT6 enzymatic activity in conjunction with antibody-based detection?

For comprehensive analysis of B4GALT6 enzymatic activity alongside antibody-based detection:

  • In vitro enzymatic assays:

    • Substrate: Use fluorescently-labeled glucosylceramide as the primary substrate

    • Reaction conditions: 50 mM HEPES (pH 7.0), 5 mM MnCl₂, 5 mM MgCl₂, 1 mg/ml BSA, and 100 μM UDP-galactose

    • Detection: Measure conversion to LacCer using HPLC or thin-layer chromatography

    • Controls: Include B4GALT5 inhibition to isolate B4GALT6-specific activity

  • Cellular activity measurement:

    • Metabolic labeling: Use [¹⁴C]galactose or [³H]galactose to track incorporation into glycosphingolipids

    • Pulse-chase experiments: Follow the kinetics of LacCer synthesis and turnover

    • Combined with siRNA knockdown: Compare activity between wild-type and B4GALT6-depleted cells

  • Correlation with protein expression:

    • Western blot: Quantify B4GALT6 protein levels using the same antibody or complementary antibodies

    • Immunoprecipitation: Isolate B4GALT6 from cell lysates and measure associated enzyme activity

    • Tissue analysis: Correlate enzyme activity with immunohistochemical staining intensity

  • Advanced analytical techniques:

    • Mass spectrometry: Quantify LacCer and precursor/product ratios

    • Proximity ligation assays: Detect interactions between B4GALT6 and substrate proteins

    • Live-cell imaging: Use fluorescent ceramide analogs to track synthesis in real-time

These approaches allow researchers to correlate protein expression with functional enzymatic activity, providing deeper insights into B4GALT6 biology in normal and pathological states .

How can I distinguish between B4GALT6 and B4GALT5 activities in my experimental system?

Distinguishing between B4GALT5 and B4GALT6 activities requires strategic approaches due to their functional redundancy in LacCer synthesis:

  • Gene-specific manipulation:

    • Targeted knockdown: Use siRNA or shRNA specific to either B4GALT5 or B4GALT6

    • Knockout models: Compare MEFs from B4GALT6-KO mice versus wild-type mice

    • Complementation studies: Rescue experiments by reintroducing B4GALT5 or B4GALT6 in knockout cells

  • Tissue and cellular distribution analysis:

    • Cell type specificity: B4GALT6 shows higher expression in white matter astrocytes but not in gray matter

    • Subcellular localization: Examine potential differences in Golgi compartmentalization

    • Developmental regulation: Track expression patterns during development or differentiation

  • Biochemical discrimination:

    • Enzyme kinetics: Measure Km and Vmax parameters for each enzyme with various substrates

    • Inhibition profiles: Identify selective inhibitors or develop antibodies with neutralizing capacity

    • pH and cofactor requirements: Characterize optimal conditions for each enzyme

  • Data interpretation framework:

    • Dominant role assessment: In most tissues, B4GALT5 appears to be the predominant LacCer synthase

    • Compensatory mechanisms: B4GALT6 contribution becomes more significant when B4GALT5 is inhibited

    • Context-dependent function: B4GALT6 may play specialized roles in specific tissues or inflammatory conditions

These approaches collectively help delineate the distinct roles of these enzymes, acknowledging that β4GalT6 appears to contribute to LacCer synthesis with less intensity than β4GalT5 under most physiological conditions .

What are common causes of high background when using biotin-conjugated B4GALT6 antibodies?

High background when using biotin-conjugated B4GALT6 antibodies can result from several factors that require specific troubleshooting approaches:

  • Endogenous biotin interference:

    • Problem: Tissues naturally contain biotin that can directly bind to detection reagents

    • Solution: Implement biotin blocking steps using commercial blocking kits before applying biotin-conjugated antibodies

    • Validation: Include a no-primary antibody control to assess endogenous biotin signal

  • Non-specific binding issues:

    • Problem: Insufficient blocking or high antibody concentration

    • Solution: Increase blocking time/concentration (use 5% BSA or 10% normal serum) and optimize antibody dilution (1:100-1:500 for ELISA, 1:10-1:100 for IF/ICC)

    • Validation: Include isotype control antibodies conjugated to biotin

  • Detection system oversensitivity:

    • Problem: Excessive amplification from streptavidin-based detection

    • Solution: Dilute streptavidin conjugates further and reduce substrate incubation time

    • Validation: Perform dilution series of detection reagents to determine optimal concentration

  • Cross-reactivity with related proteins:

    • Problem: B4GALT6 antibody binding to other galactosyltransferases, particularly B4GALT5

    • Solution: Pre-absorb antibody with recombinant related proteins or use peptide competition assays

    • Validation: Test antibody reactivity in B4GALT6-knockout systems

  • Sample preparation issues:

    • Problem: Inadequate fixation or excessive antigen retrieval

    • Solution: Optimize fixation time and antigen retrieval conditions (compare TE buffer pH 9.0 versus citrate buffer pH 6.0)

    • Validation: Include properly fixed positive control samples with known B4GALT6 expression

Implementing these troubleshooting strategies systematically will significantly reduce background while preserving specific signal detection .

How can I validate the specificity of B4GALT6 antibodies in my experimental system?

Comprehensive validation of B4GALT6 antibodies requires multiple complementary approaches:

  • Genetic validation:

    • Knockout/knockdown controls: Test antibody in B4GALT6 knockout tissues/cells or after siRNA/shRNA knockdown

    • Overexpression systems: Compare signal in cells transfected with B4GALT6 versus empty vector

    • Expected outcomes: Signal should substantially decrease in knockout/knockdown and increase in overexpression systems

  • Biochemical validation:

    • Western blot analysis: Confirm detection of protein at the expected molecular weight (45-60 kDa)

    • Peptide competition: Pre-incubate antibody with immunizing peptide to block specific binding

    • Immunoprecipitation: Verify identity of precipitated protein by mass spectrometry

  • Cross-platform validation:

    • Multi-technique concordance: Compare results across WB, IHC, and IF applications

    • Multiple antibody validation: Use antibodies targeting different epitopes of B4GALT6

    • Expected patterns: Expression should be consistent with known tissue distribution (e.g., white matter astrocytes but not gray matter)

  • Functional correlation:

    • Activity assays: Correlate antibody staining intensity with enzymatic activity

    • Physiological response: Validate expression changes in models where B4GALT6 is known to be regulated

    • Co-localization: Confirm association with Golgi markers and co-expression with functionally related proteins

  • Documentation validation:

    • Positive control samples: Use tissues with confirmed B4GALT6 expression (e.g., mouse brain tissue, HEK-293 cells, mouse heart tissue)

    • Dilution series: Document signal reduction with antibody dilution

    • Batch consistency: Verify lot-to-lot reproducibility if using the antibody for longitudinal studies

These rigorous validation steps ensure reliable and reproducible results when using B4GALT6 antibodies across experimental platforms .

What is the optimal sample preparation protocol for detecting B4GALT6 in different tissue types?

Optimal sample preparation for B4GALT6 detection varies by tissue type and detection method:

For brain tissue:

  • Fixation: 4% paraformaldehyde for 24-48 hours

  • Processing: Carefully control dehydration steps to preserve glycolipid integrity

  • Antigen retrieval: Use TE buffer at pH 9.0 as primary choice; citrate buffer at pH 6.0 as alternative

  • Special considerations: Focus on white matter regions where B4GALT6 is predominantly expressed in astrocytes

  • Validated positive controls: Mouse brain tissue shows consistent B4GALT6 expression

For other tissues (heart, kidney):

  • Fixation: 10% neutral buffered formalin, 24 hours

  • Processing: Standard processing with careful attention to dehydration times

  • Antigen retrieval: Standard HIER protocols with citrate buffer

  • Special considerations: Monitor tissue-specific expression patterns

  • Validated positive controls: Mouse heart and kidney tissues have confirmed reactivity

For cultured cells:

  • Fixation: 4% paraformaldehyde, 10-15 minutes at room temperature

  • Permeabilization: 0.1-0.5% Triton X-100 for 5-10 minutes

  • Special considerations: HeLa and HEK-293 cells show reliable B4GALT6 expression

  • Optimal concentration: Start with 1:10-1:100 dilution for IF/ICC applications

General recommendations across sample types:

  • Storage considerations: Fresh frozen tissues should be processed within 3 months

  • Blocking: Use 5% BSA or 10% normal serum from the species of secondary antibody

  • Incubation conditions: For biotin-conjugated antibodies, overnight incubation at 4°C yields optimal results

  • Washing: Extensive washing (5-6 times) with PBS-T (0.1% Tween-20) reduces background

  • Counterstaining: DAPI for nuclei in fluorescence applications; hematoxylin for brightfield

These protocols have been optimized based on published literature and reported applications of B4GALT6 antibodies in various experimental settings .

How should I interpret differences in B4GALT6 expression between normal and neuroinflammatory conditions?

Interpreting B4GALT6 expression changes requires careful consideration of multiple factors:

  • Cellular context analysis:

    • Normal state: B4GALT6 shows baseline expression in white matter astrocytes but minimal expression in gray matter

    • Inflammatory state: Significant upregulation in activated astrocytes, particularly in regions of active inflammation

    • Quantification approach: Measure both proportion of B4GALT6+ cells and staining intensity per cell

  • Correlation with disease parameters:

    • Temporal dynamics: B4GALT6 upregulation precedes or coincides with inflammatory marker expression

    • Spatial distribution: Expression increases progressively from lesion borders to centers in MS models

    • Functional consequence: Elevated expression correlates with increased LacCer production

  • Pathway integration:

    • Upstream regulators: Consider factors driving B4GALT6 upregulation in inflammation

    • Downstream effects: Assess activation of NF-κB and IRF-1 pathways as consequences of B4GALT6 activity

    • Feedback mechanisms: Evaluate whether inflammatory mediators further enhance B4GALT6 expression

  • Comparative analysis framework:

    • Between models: Compare expression in EAE versus MS tissue samples

    • Between cell types: Distinguish astrocyte-specific expression from other glial cells

    • Between interventions: Evaluate how therapeutic approaches affect B4GALT6 expression

This integrated interpretation approach recognizes that B4GALT6 serves as both a marker and mediator of astrocyte activation during CNS inflammation, with its upregulation representing a critical step in inflammatory amplification rather than merely a passive consequence of inflammation .

What quantitative approaches are recommended for analyzing B4GALT6 antibody staining data?

For rigorous quantitative analysis of B4GALT6 antibody staining:

  • Immunohistochemistry/Immunofluorescence quantification:

    • Cell counting metrics: Determine percentage of B4GALT6-positive cells relative to total cell population or specific cell type (e.g., GFAP+ astrocytes)

    • Intensity measurements: Use integrated density values or mean fluorescence intensity with appropriate background subtraction

    • Distribution analysis: Measure distance-dependent expression from lesion centers or blood vessels

    • Recommended software: ImageJ/FIJI with cell counter plugin or CellProfiler for automated analysis

  • Western blot quantification:

    • Normalization strategy: Always normalize to appropriate loading controls (β-actin, GAPDH)

    • Relative expression: Present data as fold-change relative to control conditions

    • Multiple band analysis: Consider all B4GALT6 bands (45-60 kDa range) to account for post-translational modifications

    • Statistical approach: Minimum of three biological replicates with appropriate statistical tests

  • ELISA/protein quantification:

    • Standard curve design: Generate 7-8 point standard curves using recombinant B4GALT6

    • Dynamic range optimization: Ensure sample measurements fall within the linear portion of the standard curve

    • Specificity controls: Include competitive inhibition controls to verify specificity

  • Statistical considerations:

    • Appropriate tests: Use parametric tests only after confirming normal distribution; otherwise use non-parametric alternatives

    • Multiple comparisons: Apply correction methods (Bonferroni, FDR) when analyzing multiple experimental groups

    • Biological versus technical replicates: Clearly distinguish between them in analysis and reporting

  • Data presentation:

    • Visual representation: Use consistent color coding across experiments

    • Correlation plots: Show relationships between B4GALT6 expression and functional outcomes

    • Complete data reporting: Include all data points in graphs, not just means and error bars

These quantitative approaches ensure robust, reproducible analysis of B4GALT6 expression across experimental platforms .

How can I integrate B4GALT6 expression data with other inflammatory markers for comprehensive pathway analysis?

Integrating B4GALT6 expression data with other inflammatory markers requires a multi-layered analytical approach:

  • Co-expression analysis frameworks:

    • Multiplex immunostaining: Combine B4GALT6 with CCL2, iNOS, GFAP, and other relevant markers

    • Single-cell approaches: Integrate scRNA-seq data with protein-level validation

    • Correlation matrices: Generate heatmaps showing relationships between B4GALT6 and other markers

    • Principal component analysis: Identify patterns of co-regulated genes across experimental conditions

  • Pathway-focused integration:

    • NF-κB pathway components: Correlate B4GALT6 with RelB, p65, IκB phosphorylation

    • ISRE-regulated genes: Analyze IRF1 and downstream targets in relation to B4GALT6 expression

    • M1/M2 polarization markers: Integrate with microglial/macrophage activation status

    • De/remyelination markers: Correlate with genes involved in these processes (see table below)

    Pathway CategoryDemyelination MarkersRemyelination MarkersB4GALT6 Relationship
    Pro-inflammatoryTNFα, IL-1β, IL-6Positively correlated
    Matrix-modifyingMMP-9, MMP-12TIMP-1Positively correlated with MMPs
    Growth factorsIGF-1, FGF-2Negatively correlated
    TranscriptionOlig2, Sox10Negatively correlated
  • Temporal and spatial integration:

    • Time-course analysis: Map expression changes over disease progression

    • Regional analysis: Compare expression patterns in different CNS regions

    • Lesion staging: Correlate B4GALT6 with markers of acute versus chronic lesions

  • Functional validation approaches:

    • Intervention studies: Correlate changes in B4GALT6 expression with other markers after PDMP treatment

    • Genetic manipulation: Analyze pathway components after B4GALT6 knockdown/overexpression

    • Translational correlation: Link animal model findings with human patient samples

  • Computational integration:

    • Network analysis: Use STRING, Cytoscape or similar tools to visualize protein-protein interactions

    • Enrichment analysis: Identify overrepresented pathways using GSEA or similar approaches

    • Machine learning: Develop predictive models based on marker combinations

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