At4g37840 Antibody

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Description

Introduction to At4g37840 Antibody

At4g37840 Antibody is a commercially available research reagent specifically developed to recognize and bind to the Probable hexokinase-like 2 protein in Arabidopsis thaliana, commonly known as mouse-ear cress. This antibody is cataloged with the product code CSB-PA879900XA01DOA and corresponds to the UniProt accession number Q9T071 . The antibody is available in two volume options (2ml and 0.1ml), accommodating different experimental scales and requirements.

The development of this antibody represents a significant advancement in the study of plant hexokinase-like proteins, which play crucial roles in plant metabolism and development. By enabling specific detection of the hexokinase-like 2 protein, the At4g37840 Antibody allows researchers to investigate this protein's expression patterns, subcellular localization, and potential interactions with other biomolecules within plant cells.

Target Protein Characteristics

The At4g37840 Antibody specifically targets the protein encoded by the At4g37840 gene in Arabidopsis thaliana. This protein is classified as a "Probable hexokinase-like 2 protein" based on its sequence homology and structural features . Understanding the characteristics of this target protein provides important context for the antibody's applications and significance.

Molecular Classification

The At4g37840 gene product belongs to the hexokinase-like (HKL) family of proteins in Arabidopsis thaliana. Research has shown that Arabidopsis contains several hexokinase-like proteins that share approximately 50% sequence identity with AtHXK1, the primary glucose sensor/transducer protein in this plant species . Despite this structural similarity, hexokinase-like proteins typically lack the catalytic activity characteristic of true hexokinases, suggesting they have evolved specialized regulatory functions rather than enzymatic roles.

Functional Significance

While the specific functions of the hexokinase-like 2 protein (At4g37840) are not fully characterized in the available research, studies on related proteins in the same family provide valuable insights. For instance, HKL1, another hexokinase-like protein in Arabidopsis, has been demonstrated to function as a negative regulator of plant growth . When overexpressed, HKL1 produces phenotypes remarkably similar to those observed in plants with mutations in the AtHXK1 glucose sensor.

The research literature indicates that hexokinase and hexokinase-like proteins in Arabidopsis are involved in glucose sensing and can influence numerous developmental processes, including shoot and root growth, flowering time, and sensitivity to plant hormones such as auxin and cytokinin . These proteins have been found to associate primarily with mitochondria but may also function in the nucleus, where they potentially participate in transcriptional regulation.

Recombinant Target Protein

The target protein for this antibody (At4g37840) is available as a recombinant protein produced in various expression systems, which may be relevant for antibody validation and experimental controls. The following table outlines the available recombinant protein variants:

CodeSourceSpecial Features
CSB-YP879900DOAYeastStandard recombinant protein
CSB-EP879900DOAE.coliStandard recombinant protein
CSB-EP879900DOA-BE.coliAvi-tag Biotinylated version
CSB-BP879900DOABaculovirusStandard recombinant protein
CSB-MP879900DOAMammalian cellStandard recombinant protein

The availability of the target protein from multiple expression systems suggests flexibility in how researchers might approach studying this protein . Notably, the biotinylated version (CSB-EP879900DOA-B) offers additional experimental possibilities through biotin-avidin interactions, which can be leveraged in various detection and purification strategies.

Research Applications

The At4g37840 Antibody serves as a valuable research tool with multiple applications in plant biology investigations. Based on the general applications of similar antibodies in research, the At4g37840 Antibody is likely suitable for several standard experimental techniques.

Immunological Techniques

The antibody can be employed in various immunological applications, including:

  1. Western blot analysis for detecting and quantifying the hexokinase-like 2 protein in plant tissue extracts

  2. Immunoprecipitation for isolating the target protein from complex biological samples

  3. Immunohistochemistry or immunofluorescence for localizing the protein within plant tissues or cells

  4. Enzyme-linked immunosorbent assays (ELISA) for quantitative protein detection

Functional Studies

Beyond basic detection and quantification, the At4g37840 Antibody may support functional investigations of its target protein. Potential applications include:

  1. Protein-protein interaction studies to identify binding partners of the hexokinase-like 2 protein

  2. Analysis of protein modifications that might regulate hexokinase-like 2 protein activity

  3. Investigation of protein expression changes in response to environmental stimuli or developmental cues

  4. Characterization of protein localization under different physiological conditions

Related Research Context

Understanding the broader research context surrounding hexokinase and hexokinase-like proteins provides valuable insights into the potential significance of the At4g37840 Antibody and its target protein.

Hexokinase-like Proteins in Plant Biology

Research on hexokinase and hexokinase-like proteins in Arabidopsis has revealed several important findings that help contextualize the potential roles of the hexokinase-like 2 protein targeted by At4g37840 Antibody:

  1. Arabidopsis contains three hexokinase-like (HKL) proteins that lack catalytic activity but share substantial sequence identity with the glucose sensor AtHXK1 .

  2. The related protein HKL1 functions as a negative regulator of plant growth, with overexpression phenotypes similar to those observed in plants lacking functional AtHXK1 .

  3. The AtHXK1 protein, which shares structural similarities with hexokinase-like proteins, modulates plant growth at multiple developmental stages and influences various processes including shoot and root growth, apical dominance, flowering time, and hormone sensitivity .

  4. These proteins are primarily associated with mitochondria but may also be present in the nucleus, suggesting multiple cellular locations for their regulatory functions .

Glucose Sensing Mechanisms

The structural relationship between hexokinase-like proteins and the glucose sensor AtHXK1 suggests potential involvement in glucose sensing pathways. Research indicates that:

  1. In Arabidopsis, at least two distinct glucose sensing mechanisms exist, involving hexokinase1 (HXK1) and the regulator of G-protein signaling1 (RGS1) .

  2. AtHXK1 functions as a glucose sensor that modulates plant growth and development in response to glucose availability .

  3. Similar proteins in rice (OsHXK5 and OsHXK6) have been demonstrated to act as glucose sensors with both mitochondrial association and potential nuclear functions .

The hexokinase-like 2 protein targeted by At4g37840 Antibody may participate in similar sensing or regulatory mechanisms, contributing to the complex network of metabolic and developmental control in Arabidopsis.

Experimental Considerations

When working with the At4g37840 Antibody, researchers should consider several factors to optimize experimental outcomes and ensure reliable results.

Antibody Validation

Prior to implementing the At4g37840 Antibody in critical experiments, researchers should validate its specificity and performance in their specific experimental system. Validation approaches may include:

  1. Western blot analysis using recombinant At4g37840 protein as a positive control

  2. Comparison of detection patterns in wild-type plants versus those with altered expression of the At4g37840 gene

  3. Blocking experiments with purified target protein to confirm binding specificity

Experimental Controls

Appropriate experimental controls are essential when using the At4g37840 Antibody:

  1. Positive controls: Samples known to express the target protein, such as specific Arabidopsis tissues or developmental stages

  2. Negative controls: Samples lacking the target protein, which might include tissues from knockout mutants or species that do not express homologous proteins

  3. Technical controls: Including secondary antibody-only controls to assess non-specific binding

Product Specs

Buffer
Preservative: 0.03% Proclin 300
Composition: 50% Glycerol, 0.01M PBS, pH 7.4
Form
Liquid
Lead Time
Made-to-order (14-16 weeks)
Synonyms
At4g37840 antibody; T28I19.120Probable hexokinase-like 2 protein antibody; EC 2.7.1.1 antibody
Target Names
At4g37840
Uniprot No.

Target Background

Function
This antibody targets an enzyme responsible for the phosphorylation of fructose and glucose.
Database Links
Protein Families
Hexokinase family
Subcellular Location
Membrane; Single-pass membrane protein.

Q&A

What is At4g37840 and why would researchers develop antibodies against it?

At4g37840 is a gene locus in Arabidopsis thaliana that encodes AtHKL3 (hexokinase-like 3), a member of the hexokinase gene family. Researchers develop antibodies against the protein product of this gene to study its expression patterns, subcellular localization, protein-protein interactions, and functional roles in plant metabolism. The hexokinase family plays crucial roles in glucose sensing and sugar signal transduction in plants, making antibodies against AtHKL3 valuable tools for investigating plant energy regulation mechanisms .

How is At4g37840 different from other members of the hexokinase gene family?

At4g37840 (AtHKL3) is one of six members of the hexokinase gene family in Arabidopsis thaliana. Unlike classic hexokinases that phosphorylate glucose, AtHKL3 belongs to the hexokinase-like proteins that may have diverged in function. Based on sequence analysis and expression studies, AtHKL3 shows distinct evolutionary features and tissue expression patterns compared to other family members like AtHXK1, AtHXK2, and AtHKL1/2. PCR amplification of AtHKL3 yields a product of approximately 736 bp, which is distinct from other family members .

What are the common techniques for detecting At4g37840 gene expression?

Researchers typically detect At4g37840 gene expression through several molecular biology techniques:

  • RT-PCR using specific primers (5′-TGG AAA CAC ACG GTC TGA AAA TTC G; 5′-TCA TCA CCA AGC ATT TCC CAA ACG)

  • Quantitative PCR (qPCR) with reference genes like AtUBQ5

  • Northern blotting for tissue-specific expression analysis

  • RNA sequencing for transcriptome-wide studies

These techniques allow for comparative analysis of AtHKL3 expression across different tissues, developmental stages, and in response to various environmental conditions .

What controls should be included when working with At4g37840 antibodies?

When working with antibodies against AtHKL3 (At4g37840), researchers should include several essential controls:

  • Positive control: Samples from tissues known to express AtHKL3 protein

  • Negative control: Samples from knockout/knockdown plants lacking At4g37840 expression

  • Pre-immune serum control: To identify non-specific binding

  • Cross-reactivity controls: Testing against other hexokinase family members (AtHXK1, AtHXK2, AtHKL1/2)

  • Peptide competition assay: Pre-incubating antibody with immunizing peptide to confirm specificity

Additionally, using a housekeeping protein control (like UBQ5) helps normalize results across different samples and experimental conditions .

How can researchers optimize immunoprecipitation protocols for At4g37840 protein complexes?

Optimizing immunoprecipitation (IP) protocols for AtHKL3 (At4g37840) protein complexes requires several strategic considerations:

  • Buffer Optimization: Use a plant-specific extraction buffer containing 50 mM Hepes-KOH (pH 7.5), 5 mM MgCl₂, 1 mM EDTA, 15 mM KCl, 10% glycerol, and 0.1% Triton X-100 with protease inhibitor cocktail to maintain protein integrity .

  • Antibody Conjugation: Covalently link purified At4g37840 antibodies to protein A/G agarose beads or magnetic beads to reduce background from heavy/light chains in downstream analysis.

  • Crosslinking Approach: For transient or weak interactions, consider using formaldehyde or DSP (dithiobis[succinimidyl propionate]) crosslinking prior to cell lysis.

  • Sequential IP: For complex purification, implement tandem IP by introducing epitope tags (HA, GFP) to At4g37840 through transient expression systems similar to those used for other hexokinase family members .

  • Validation: Confirm specificity through western blotting and mass spectrometry identification of co-immunoprecipitated proteins.

What are the challenges in distinguishing At4g37840 protein from other hexokinase family members?

Distinguishing AtHKL3 (At4g37840) from other hexokinase family members presents several technical challenges:

  • Sequence Homology: The hexokinase gene family shares significant sequence similarity, particularly in conserved functional domains, making antibody cross-reactivity a common issue .

  • Epitope Selection: Critical regions for antibody generation should target unique sequences in AtHKL3, particularly in non-conserved regions outside the catalytic domains.

  • Post-translational Modifications: AtHKL3 may undergo tissue-specific or condition-dependent post-translational modifications that affect antibody recognition.

  • Expression Overlap: Several hexokinase family members may be co-expressed in the same tissues, requiring careful antibody validation through knockout controls.

  • Protein Size Similarity: AtHKL3 and other family members have similar molecular weights, necessitating high-resolution gel systems or additional identification methods.

Researchers should employ multiple identification approaches, including immunoblotting with isoform-specific antibodies, mass spectrometry analysis, and genetic knockout validation .

How can epitope tagging approaches be used to study At4g37840 localization and interaction networks?

Epitope tagging provides powerful approaches for studying AtHKL3 (At4g37840) localization and protein interactions:

  • Construct Design: Clone the AtHKL3 coding sequence (using primers: 5′-TGC CAT GGC ATG ACC AGG AAA GAG GTG GTT C, 5′-GAA GGC CTC TTG CTT TCA GAA TCT TGA TGA) into expression vectors with C or N-terminal tags such as HA, GFP, or FLAG .

  • Transient Expression Systems: Use Arabidopsis protoplast transfection methods with polyethylene glycol 4000 and 6-12 μg of cesium chloride-purified plasmid DNA for rapid expression analysis .

  • Subcellular Localization: Employ confocal microscopy with GFP-tagged AtHKL3 to determine precise subcellular localization patterns, comparing with known organelle markers.

  • Protein-Protein Interactions: Implement techniques like BiFC (Bimolecular Fluorescence Complementation), FRET (Fluorescence Resonance Energy Transfer), or split-luciferase assays to study in vivo interactions.

  • Proximity Labeling: Utilize BioID or APEX2 fusion constructs with AtHKL3 to identify proximal proteins in the native cellular environment.

These approaches enable comprehensive analysis of AtHKL3 function within plant cellular contexts while overcoming limitations of traditional antibody-based methods .

What are the methodological considerations for measuring AtHKL3 enzymatic activity compared to true hexokinases?

Measuring AtHKL3 (At4g37840) enzymatic activity requires specialized approaches that address its hexokinase-like nature:

  • Activity Assay Conditions: Standard hexokinase activity can be measured in a coupled assay containing 50 mM Hepes-KOH (pH 7.5), 5 mM MgCl₂, 1 mM EDTA, 2.5 mM ATP, 1 mM NAD, 15 mM KCl, 2 units of glucose 6-phosphate dehydrogenase, and either 2 mM glucose or 100 mM fructose as substrate .

  • Spectrophotometric Detection: Monitor NADH production at A₃₄₀ over a 30-minute interval to calculate enzymatic rates, with particular attention to potential lower activity of hexokinase-like proteins compared to true hexokinases .

  • Substrate Specificity Analysis: Test multiple sugar substrates (glucose, fructose, mannose, galactose) to determine if AtHKL3 has evolved substrate preferences different from classic hexokinases.

  • Protein Expression Systems: Use both plant protoplast systems and heterologous expression in E. coli or yeast to compare enzymatic properties in different contexts.

  • Mutation Analysis: Introduce site-directed mutations in conserved catalytic residues to evaluate their impact on any residual kinase activity in AtHKL3.

  • Inhibitor Profiling: Characterize responses to known hexokinase inhibitors to further distinguish AtHKL3 from true hexokinases.

These methodological considerations help researchers accurately characterize the functional divergence of AtHKL3 from classical hexokinases .

What are the optimal fixation and immunostaining protocols for At4g37840 localization in plant tissues?

For optimal immunolocalization of AtHKL3 (At4g37840) in plant tissues, researchers should consider these methodological details:

  • Tissue Fixation:

    • Fix tissues in 4% paraformaldehyde in PBS (pH 7.4) for 2 hours at room temperature

    • For electron microscopy, use a combined 4% paraformaldehyde/0.5% glutaraldehyde solution

    • Alternatively, employ ethanol:acetic acid (3:1) fixation for preservation of certain epitopes

  • Tissue Processing:

    • After fixation, dehydrate tissues through an ethanol series (30%, 50%, 70%, 90%, 100%)

    • Embed in either paraffin wax for light microscopy or LR White resin for electron microscopy

    • For paraffin sections, cut 8-10 μm sections; for resin, prepare 70-90 nm ultrathin sections

  • Antigen Retrieval:

    • For paraffin sections, perform heat-induced epitope retrieval in 10 mM sodium citrate buffer (pH 6.0)

    • For cross-linked specimens, treat with 0.1% Triton X-100 for 10 minutes to enhance antibody penetration

  • Immunolabeling Protocol:

    • Block with 5% BSA in PBS for 1 hour at room temperature

    • Incubate with primary At4g37840 antibody (1:100-1:500 dilution) overnight at 4°C

    • Wash 3×15 minutes in PBS

    • Apply fluorophore-conjugated secondary antibody (1:200-1:1000) for 2 hours at room temperature

    • Counterstain nuclei with DAPI (1 μg/ml)

  • Confocal Imaging Parameters:

    • Use sequential scanning to avoid bleed-through between fluorescence channels

    • Capture z-stacks at 0.5-1 μm intervals for 3D reconstruction

    • Include co-localization markers for specific organelles to confirm subcellular localization

This comprehensive protocol enables precise localization of AtHKL3 protein while minimizing background and non-specific binding issues .

How should researchers troubleshoot low signal or cross-reactivity issues with At4g37840 antibodies?

When encountering challenges with At4g37840 antibodies, researchers should follow this systematic troubleshooting approach:

  • For Low Signal Issues:

    • Increase antibody concentration incrementally (from 1:1000 to 1:100)

    • Extend primary antibody incubation time (from overnight to 48 hours at 4°C)

    • Test alternative antigen retrieval methods (heat, enzymatic, or high-pH methods)

    • Use signal amplification systems like tyramide signal amplification or biotin-streptavidin

    • Evaluate protein extraction methods for better preservation of the target epitope

    • Consider using fresh antibody aliquots to avoid freeze-thaw degradation

  • For Cross-Reactivity Issues:

    • Increase washing duration and frequency (5×15 minutes instead of 3×5 minutes)

    • Optimize blocking conditions (test 5% milk, 5% BSA, or commercial blocking solutions)

    • Pre-absorb antibody with plant extract from At4g37840 knockout tissue

    • Perform peptide competition assays to validate antibody specificity

    • Use more stringent washing buffers containing higher salt concentrations

    • Consider affinity purification of polyclonal antibodies against the specific immunogen

  • Validation Approaches:

    • Compare immunoblot patterns from wild-type and knockout/knockdown plants

    • Use epitope-tagged AtHKL3 as a positive control with tag-specific antibodies

    • Test antibody performance on recombinant AtHKL3 protein before attempting endogenous detection

    • Evaluate antibody lot-to-lot variation by requesting validation data from manufacturers

  • Alternative Detection Strategies:

    • Consider proteomic approaches using mass spectrometry

    • Implement proximity labeling methods like BioID as an antibody-independent alternative

    • Use mRNA detection methods (in situ hybridization) to corroborate protein localization

This comprehensive troubleshooting framework helps researchers overcome common challenges with plant protein antibodies .

What is the recommended protocol for detecting post-translational modifications of At4g37840 protein?

For comprehensive analysis of post-translational modifications (PTMs) on AtHKL3 (At4g37840), researchers should implement this specialized protocol:

  • Sample Preparation:

    • Extract proteins using a modified buffer containing 50 mM Hepes-KOH (pH 7.5), 5 mM MgCl₂, 1 mM EDTA, 15 mM KCl, 10% glycerol, 0.1% Triton X-100

    • Include PTM-preserving additives: phosphatase inhibitors (50 mM NaF, 10 mM Na₃VO₄), deacetylase inhibitors (5 mM sodium butyrate, 1 μM TSA), and protease inhibitors

    • Maintain cold conditions (4°C) throughout extraction

  • Enrichment Strategies:

    • For phosphorylation: Employ titanium dioxide (TiO₂) or immobilized metal affinity chromatography (IMAC)

    • For glycosylation: Use lectin affinity chromatography with ConA or WGA resins

    • For ubiquitination/SUMOylation: Implement tandem ubiquitin binding entity (TUBE) or SUMO-trap purification

    • For acetylation: Apply anti-acetyl lysine antibody immunoprecipitation

  • Immunoprecipitation Approach:

    • Use At4g37840 antibodies conjugated to protein A/G beads to isolate the target protein

    • Implement stringent washing conditions while preserving PTMs

    • Elute using low pH buffer or SDS sample buffer depending on downstream applications

  • Detection Methods:

    • Western blotting: Use modification-specific antibodies (anti-phospho, anti-acetyl, etc.) after IP with At4g37840 antibody

    • Mass spectrometry: Perform tryptic digestion followed by LC-MS/MS analysis with neutral loss scanning for phosphorylation or precursor ion scanning for glycosylation

    • Phos-tag SDS-PAGE: For separation of phosphorylated forms without additional enrichment

  • Data Analysis:

    • Compare modification patterns under different environmental conditions or developmental stages

    • Map identified PTMs to protein domains to infer functional significance

    • Cross-reference with known PTM sites in other hexokinase family members

This comprehensive protocol enables detailed characterization of the AtHKL3 post-translational modification landscape .

How can researchers design effective experiments to study At4g37840 function using antibodies?

Designing robust experiments to investigate AtHKL3 (At4g37840) function requires careful planning:

  • Experimental Design Framework:

Experimental ApproachKey ControlsExpected OutcomesLimitations
ImmunolocalizationWild-type vs. knockout tissue, Secondary antibody onlySubcellular distribution patternsFixation may alter protein localization
Co-immunoprecipitationIgG control, Input sample, Knockout tissueIdentification of interacting partnersMay not capture transient interactions
ChIP (if DNA-binding suspected)Input DNA, IgG control, Non-target regionDNA binding sitesRequires high antibody specificity
Proximity labeling (BioID-AtHKL3)BioID-only expression, Non-related protein fusionSpatial interactome around AtHKL3Requires genetic modification
  • Statistical Considerations:

    • Perform power analysis to determine appropriate sample sizes

    • Include at least 3-5 biological replicates per condition

    • Apply appropriate statistical tests based on data distribution (parametric vs. non-parametric)

    • Control for multiple comparisons when analyzing large datasets

  • Temporal and Spatial Variables:

    • Study AtHKL3 across different developmental stages

    • Compare expression and localization across tissue types

    • Examine responses to relevant environmental stimuli (e.g., sugar availability, stress conditions)

  • Functional Validation Approaches:

    • Complement knockout/knockdown studies with antibody-based protein analysis

    • Correlate protein levels/modifications with phenotypic observations

    • Design rescue experiments with wild-type and mutated versions of AtHKL3

This structured experimental design approach ensures generation of reliable and interpretable data regarding AtHKL3 function .

What are the best approaches for quantifying At4g37840 protein expression levels across different tissues?

For accurate quantification of AtHKL3 (At4g37840) protein expression across tissues, researchers should consider these methodological approaches:

  • Quantitative Western Blotting:

    • Use standardized protein extraction buffer containing 50 mM Hepes-KOH (pH 7.5), 5 mM MgCl₂, 1 mM EDTA, 15 mM KCl, 10% glycerol, 0.1% Triton X-100

    • Load equal total protein amounts (10-20 μg) determined by Bradford or BCA assay

    • Include recombinant AtHKL3 protein standards at known concentrations for absolute quantification

    • Employ fluorescent secondary antibodies for wider linear detection range

    • Normalize against housekeeping proteins (e.g., actin, GAPDH, or UBQ5)

    • Use image analysis software with background subtraction for densitometry

  • Multiplex Tissue Analysis:

    • Implement tissue microarrays for high-throughput immunohistochemical analysis

    • Apply automated slide scanning and image analysis for consistent quantification

    • Use standardized staining protocols with automated systems to reduce technical variation

    • Quantify signal intensity relative to tissue area or cell count

  • Mass Spectrometry-Based Quantification:

    • Employ selected reaction monitoring (SRM) or parallel reaction monitoring (PRM)

    • Use stable isotope-labeled peptide standards derived from unique AtHKL3 regions

    • Implement data-independent acquisition (DIA) for comprehensive protein quantification

    • Apply advanced normalization methods to account for matrix effects

  • Single-Cell Approaches:

    • Use flow cytometry with permeabilized protoplasts for cell population analysis

    • Apply imaging flow cytometry to correlate protein levels with cell morphology

    • Implement immunofluorescence with digital image analysis for cell-specific quantification

  • Comparative Expression Analysis:

Tissue TypeRelative AtHKL3 ExpressionReference MethodInternal Control
Leaf+++Western blotUBQ5
Root+RT-PCRAtUBQ5
Stem++qPCRAtUBQ5
Flower++RNA-seqFPKM normalization
Silique+ProteomicsTotal spectral counts

This comprehensive approach enables reliable quantitative comparison of AtHKL3 expression across different plant tissues .

How can researchers integrate antibody-based detection with other genomic and proteomic approaches for studying At4g37840?

Integrating multiple methodologies creates a comprehensive understanding of AtHKL3 (At4g37840) function:

  • Multi-omics Integration Strategy:

Data TypeTechniqueIntegration PointSoftware Tools
GenomicsChIP-seq, ATAC-seqRegulatory elementsMACS2, Homer
TranscriptomicsRNA-seq, qRT-PCRExpression patternsDESeq2, EdgeR
ProteomicsMass spectrometry, western blottingProtein abundanceMaxQuant, Scaffold
InteractomicsCo-IP-MS, Y2H, BiFCProtein interactionsCytoscape, STRING
MetabolomicsGC-MS, LC-MSMetabolic impactMetaboAnalyst
  • Correlation Analysis Workflow:

    • Map transcript levels (using PCR primers: 5′-TGG AAA CAC ACG GTC TGA AAA TTC G; 5′-TCA TCA CCA AGC ATT TCC CAA ACG) to protein abundance

    • Correlate protein localization with cellular phenotypes

    • Relate protein modifications to enzymatic activity or interaction profiles

    • Link genetic variants to protein structure and function

  • Systems Biology Approaches:

    • Construct protein-protein interaction networks centered on AtHKL3

    • Develop pathway models incorporating AtHKL3 and related hexokinase family members

    • Apply machine learning for pattern recognition across multi-omics datasets

    • Use network analysis to identify regulatory hubs and functional modules

  • Evolutionary Perspective:

    • Compare AtHKL3 sequence, expression, and function across plant species

    • Analyze synteny and gene duplication patterns within the hexokinase family

    • Correlate protein conservation with functional importance of specific domains

  • Functional Validation Pipeline:

    • Generate hypotheses from integrated omics data

    • Design targeted molecular experiments using antibodies and genetic tools

    • Validate predictions through phenotypic analysis of mutants

    • Create feedback loops between computational predictions and experimental outcomes

This integrated approach leverages the strengths of antibody-based techniques within a broader systems biology framework to elucidate comprehensive AtHKL3 function .

How can computational antibody design approaches be applied to developing improved At4g37840 antibodies?

Computational antibody design offers promising strategies for developing next-generation At4g37840 antibodies:

  • Sequence-Based Design Approaches:

    • Apply language model-based approaches like DyAb that predict antibody properties from sequence data

    • Use evolutionary information from At4g37840 across species to identify highly conserved epitopes

    • Implement machine learning algorithms to predict epitope accessibility and antigenicity

    • Design complementarity-determining regions (CDRs) with optimal binding properties for At4g37840-specific sequences

  • Structure-Based Design Methods:

    • Generate 3D structural models of AtHKL3 using homology modeling or AlphaFold predictions

    • Identify surface-exposed, unique regions distinct from other hexokinase family members

    • Design antibody paratopes complementary to these regions using molecular docking simulations

    • Optimize binding affinity through in silico maturation processes

  • High-Throughput Screening Integration:

    • Design COSMO (COmprehensive Substitution for Multidimensional Optimization) experiments to scan residues in antibody CDRs

    • Create small mutant libraries (500-1000 variants) for initial screening

    • Use computational models to predict higher-order combinations from single mutation data

    • Implement genetic algorithms to sample optimal mutation combinations for improved specificity and affinity

  • Workflow Implementation:

Design StageComputational MethodExperimental ValidationSuccess Metrics
Epitope SelectionSequence conservation analysis, Structural predictionPeptide binding assaysUniqueness, Accessibility
Antibody FrameworkPre-trained language models Expression testingStability, Yield
Affinity OptimizationCNN prediction of binding changes Surface plasmon resonanceKD improvement
Specificity EnhancementCross-reactivity predictionWestern blot against all family membersSignal-to-noise ratio

This integrated computational-experimental approach can significantly accelerate the development of high-quality At4g37840 antibodies with improved specificity and sensitivity .

What emerging technologies are changing how researchers use antibodies to study plant proteins like At4g37840?

Cutting-edge technologies are revolutionizing plant protein research with antibodies:

  • Single-Cell Protein Analysis:

    • Mass cytometry (CyTOF) adapted for plant protoplasts to measure dozens of proteins simultaneously

    • Single-cell proteomics using nanodroplet processing

    • Microfluidic antibody capture for single-cell protein profiling

    • Spatial transcriptomics combined with immunofluorescence for correlated analysis

  • Advanced Imaging Approaches:

    • Super-resolution microscopy (STORM, PALM) for nanoscale localization of At4g37840

    • Expansion microscopy to physically enlarge plant tissues for improved resolution

    • Light-sheet microscopy for rapid 3D imaging of protein dynamics in living tissues

    • Correlative light and electron microscopy (CLEM) for multiscale structural context

  • Proximity Labeling Innovations:

    • TurboID and miniTurbo for rapid biotin labeling of proximal proteins

    • Split-TurboID for detecting protein-protein interactions in native contexts

    • Organelle-targeted proximity labeling for compartment-specific interactomes

    • Temporal control of proximity labeling using optogenetic or chemical induction

  • Antibody Alternatives and Enhancements:

    • Nanobodies (VHH) derived from camelid antibodies for improved penetration into plant tissues

    • Aptamer development against plant proteins for applications requiring non-protein reagents

    • Affimers and other scaffold proteins as antibody alternatives with reduced cross-reactivity

    • CRISPR-based tagging for endogenous protein visualization without antibodies

  • High-Throughput Functional Screening:

    • Antibody arrays for multiplexed protein detection across conditions

    • Automated immunoprecipitation systems for standardized protein interaction studies

    • Machine learning integration for image analysis of immunolocalization data

    • Microfluidic antibody screening platforms for rapid optimization

These emerging technologies expand the capabilities for studying At4g37840 and other plant proteins beyond traditional antibody applications, enabling more comprehensive functional characterization .

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