GLR3.5 Antibody

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Description

Introduction to GLRAntibody

The GLR3.5 antibody targets the GLR3.5 protein, a member of the glutamate receptor-like (GLR) family found in plants . Glutamate receptors, well-known for their roles in neuronal signaling in animals, have been discovered to perform various functions in plants, including defense responses and regulation of plant growth . Specifically, GLR3.5 is involved in plant immunity against pathogens and maintaining mitochondrial integrity .

Molecular Features and Isoforms of GLR3.5

The Arabidopsis Glu receptor AtGLR3.5, encoded by the At2g32390 gene, has two splicing variants: NM_128798 (isoform 1) and NM_001036387 (isoform 2) . These isoforms differ in their 5′ sequence, leading to variations in the targeting peptide of the translated proteins . While a third gene model exists in The Arabidopsis Information Resource, only these two isoforms have been confirmed to be expressed .

Role in Plant Defense

GLR3.3 and GLR3.5 contribute to plant immunity against Botrytis cinerea, a necrotrophic fungal pathogen . This defense mechanism is associated with electrical signals in tomato plants .

  • Electrical Signaling: Glutamate (Glu) and glycine (Gly) recognition by GLRs triggers electrical signaling, which is crucial in the immune response .

  • Impact of GLR3.3 Knockout: Disease symptoms in the glr3.3 mutant are more severe, diminishing the beneficial effects of Glu and Gly on resistance against B. cinerea .

  • Exogenous Application of Glu and Gly: Pretreatment with Glu or Gly alleviates the reduction in ΦPSII (quantum yield of photosystem II) and the increase in B. cinerea actin mRNA accumulation induced by B. cinerea inoculation in wild-type plants .

Mitochondrial Function

GLR3.5 plays a crucial role in maintaining mitochondrial integrity . The GLR3.5 transcript level increases in older wild-type plants, suggesting its importance in maintaining mitochondrial function during plant aging .

  • Mitochondrial Targeting: One isoform of GLR3.5 is efficiently targeted to the mitochondria .

  • Impact of Knockout: The absence of GLR3.5 in knockout plants results in altered mitochondrial ultrastructure and accelerated senescence .

  • Membrane Topology: GLR3.5 is inserted into the inner mitochondrial membrane, with its C-terminal part facing the matrix .

Data Tables

The following tables summarize experimental findings related to GLR3.5.

EndpointCondition 1Condition 2p-valueCondition 3p-valueCondition 4p-value
Experiment #1VehicleAnti-GluR3Control seral-AA (*)
% Astrocyte death after 24 hr085<0.0014NS66<0.001
% Neuron death after 24 hr047<0.0010NS38<0.05
AstrocyteNeuron
% Cell death after GluR3 antisera for 24 hr8547<0.001
Experiment #2Without sCR1With sCR1 (*)
% Astrocyte death after GluR3 antisera for 24 hr8522<0.01
% Neuron death after GluR3 antisera for 24 hr4710<0.03
Experiment #3VehicleAnti-GluR3
% Propidium iodide+ astrocytes after 4 hr1247<0.01
% Propidium iodide+ neurons after 4 hr67NS
AstrocytesNeurons
% Propidium iodide+ cells after anti-GluR3 for 4 hr477<0.001
Experiment #4AstrocytesNeurons
% Cells labeled by anti-GluR3<166<0.001
Control seraAnti-GluR3
% Neurons labeled by antisera766<0.001
Experiment #5AstrocytesNeurons
% Cells labeled by anti-CD59497<0.0001
GALR3 mutantB max (mutant)/ B max (WT) VLP samplesTm(mutant)-Tm (WT) VLP samplesDensity (mutant)/Density (WT) Sf9 cell lysate
WT1.001.0
A115L7.02.96.7
S110A5.35.66.4
A141L3.83.34.4
R125A3.23.73.1
L100A3.13.74.3
L208A3.03.53.7
L211A2.93.33.6
S117A2.83.33.7
C272A2.33.83.6
P21A2.02.5N/A
A19L1.82.22.4
A97L1.83.73.1
A236L1.71.5N/A
R120A1.73.32.7
C70A1.72.03.2
R235A1.63.4N/A
W50A1.54.02.0
A268L1.52.02.4
G144A1.51.71.8
A49L1.24.41.1
L93A1.14.71.4
V116A1.16.10.8
A198L1.02.3N/A

Product Specs

Buffer
Preservative: 0.03% ProClin 300; Constituents: 50% Glycerol, 0.01M PBS, pH 7.4
Form
Liquid
Lead Time
14-16 weeks (made-to-order)
Synonyms
GLR3.5 antibody; GLR6 antibody; At2g32390 antibody; T32F6.9Glutamate receptor 3.5 antibody; Ionotropic glutamate receptor GLR6 antibody; Ligand-gated ion channel 3.5 antibody
Target Names
GLR3.5
Uniprot No.

Target Background

Function
This antibody targets a glutamate-gated receptor, likely functioning as a non-selective cation channel. It may play a role in light signal transduction and calcium homeostasis by regulating calcium influx into cells.
Gene References Into Functions
Relevant studies have demonstrated the following functions: 1. GLR3.3 and GLR3.6 act as activators in propagating wound-induced electrical potentials beyond the wounded leaf, while GLR3.5 functions as an inhibitor, preventing propagation to distal, non-adjacent leaves. [PMID: 26966923](https://www.ncbi.nlm.nih.gov/pubmed/26966923) 2. A splice variant of this gene targets the inner mitochondrial membrane and influences its morphology. [PMID: 25367859](https://www.ncbi.nlm.nih.gov/pubmed/25367859)
Database Links

KEGG: ath:AT2G32390

UniGene: At.13200

Protein Families
Glutamate-gated ion channel (TC 1.A.10.1) family
Subcellular Location
Membrane; Multi-pass membrane protein.
Tissue Specificity
Expressed predominantly in roots. Also detected in shoots.

Q&A

What is GLR3.5 and why is it significant for plant research?

GLR3.5 is a glutamate receptor-like channel found in plants, particularly well-studied in Arabidopsis thaliana. It belongs to the GLR family, which plays vital roles in various plant physiological processes including wound response, stomatal aperture control, and stress signaling . GLR3.5 is uniquely positioned in the inner mitochondrial membrane with its C-terminal facing the matrix, indicating a specialized role in mitochondrial ion transport .

What distinguishes GLR3.5 from other family members is that it is the only GLR channel in Arabidopsis with a complete binding site for glutamate, suggesting specialized functionality in glutamate sensing . In wound response studies, GLR3.5 contributes to the propagation of electrical signals throughout the plant, with mutants showing reduced action potential amplitude compared to wild-type plants .

What is the structural organization of GLR3.5 that should inform antibody development?

Based on the known structures of GLR family proteins, GLR3.5 likely follows a three-layer architecture similar to other GLRs:

  • Domain arrangement: The protein likely includes:

    • Amino-terminal domain (ATD) at the top

    • Ligand-binding domain (LBD) in the middle

    • Transmembrane domain (TMD) at the base

  • Membrane topology: GLR3.5 is inserted into the inner mitochondrial membrane with its C-terminus facing the matrix, meaning this region is accessible only from the matrix side .

  • Functional regions: The protein contains glutamate binding regions in the LBD that are complete, unlike some other family members .

  • Conformational considerations: Like other GLRs, GLR3.5 likely undergoes significant conformational changes upon activation, which may affect epitope accessibility depending on the channel's state .

When developing antibodies against GLR3.5, researchers should target unique regions that distinguish it from other GLR family members, particularly focusing on extramembrane domains that are accessible in their experimental system.

How does GLR3.5 differ from other GLR family members?

Understanding the differences between GLR3.5 and other family members is crucial for developing specific antibodies:

GLR Family MemberSubcellular LocalizationKey FunctionsUnique Features
GLR3.5Inner mitochondrial membraneWound-induced signalingComplete glutamate binding site
GLR3.3, 3.5, 3.6Plasma membraneImmune and aphid feeding responsesForm heteromeric channels
GLR3.4Plasma membraneTouch and cold stress signaling, lateral root developmentS-glutathionylation at C205
GLR3.2/3.4Phloem (sieve plates)Lateral root primordia regulationForm functional heteromers
GLR3.7Plasma membraneSalt stress response, ABA biosynthesisInteracts with 14-3-3ω protein

GLR3.5 is distinguished by its mitochondrial localization and complete glutamate binding site, making it unique among the family members . This distinctiveness requires carefully designed antibodies that can specifically target GLR3.5 without cross-reactivity.

Which expression systems are optimal for producing recombinant GLR3.5 for antibody generation?

Several expression systems can be considered for producing recombinant GLR3.5, each with specific advantages:

  • HEK293T cell expression system:

    • Successfully used for other GLRs (GLR3.4 shown to be functional in this system)

    • Recommended culture conditions: DMEM-GlutaMAX medium with 10% fetal bovine serum, 100 IU/mL penicillin, 100 μg/mL streptomycin in 37°C incubator with 95% air and 5% CO₂

    • Transfection protocol: Use FuGENE 6 reagent with 1 μg plasmid DNA per well of a 6-well plate

  • Plant-based expression:

    • Transient expression in Nicotiana benthamiana via Agrobacterium infiltration

    • Arabidopsis protoplast transformation using PEG-mediated methods as detailed in GLR3.7 studies

    • Protocol elements: Isolate protoplasts using enzyme solution (1% cellulose R10, 0.25% macerozyme R10), transform with PEG, and incubate for 12-16 hours before analysis

  • Domain-specific expression:

    • For antibody generation, expressing specific domains rather than the complete protein may yield better results

    • The ligand-binding domain (LBD) or C-terminal region can be expressed in E. coli with appropriate tags

When designing constructs, researchers should include appropriate epitope tags (FLAG, His, etc.) for purification purposes and consider codon optimization for the selected expression system .

What epitopes of GLR3.5 are most suitable for antibody targeting?

Selecting optimal epitopes for GLR3.5 antibody development requires consideration of multiple factors:

  • Sequence uniqueness analysis:

    • Perform sequence alignment with other GLR family members (similar to the alignment shown for GLR3.6/GLR3.7 in Figure 1)

    • Target regions with low sequence conservation to avoid cross-reactivity

    • The C-terminal domain often contains unique sequences ideal for specific antibody generation

  • Topological considerations:

    • For native detection: Consider GLR3.5's orientation in the inner mitochondrial membrane

    • The C-terminus faces the matrix side, making it accessible only after appropriate permeabilization

    • Extramembrane loops may be more accessible for antibody binding in some applications

  • Potential post-translational modification sites:

    • Examine for phosphorylation sites similar to those in GLR3.6 (Ser856) and GLR3.7 (Ser860)

    • Look for potential 14-3-3 protein binding motifs as identified in related GLRs

    • Consider whether antibodies should detect modified or unmodified forms

  • Structural prediction:

    • Utilize computational methods similar to those used in antibody library design

    • Apply tools like Paratome, proABC, or ABEpar to predict optimal antigenic regions

Most successful antibodies against membrane proteins like GLRs target unique extramembrane regions, avoiding transmembrane segments which often yield non-specific antibodies.

How can GLR3.5 antibody specificity be validated?

Rigorous validation of GLR3.5 antibody specificity requires multiple complementary approaches:

  • Genetic validation:

    • Compare signal between wild-type and glr3.5 knockout plants in western blots

    • Include GLR3.5 overexpression lines as positive controls

    • Test cross-reactivity with plants overexpressing related GLRs (GLR3.2-3.7)

  • Biochemical validation:

    • Peptide competition assays: Pre-incubate antibody with immunizing peptide

    • Recombinant protein detection: Test against purified GLR3.5 protein

    • Mass spectrometry validation: Confirm identity of immunoprecipitated proteins

  • Heterologous expression validation:

    • Express tagged GLR3.5 in HEK293T cells following established protocols

    • Compare antibody detection with anti-tag antibody signals

    • Include cells expressing related GLRs as specificity controls

  • Subcellular localization consistency:

    • Verify mitochondrial localization using co-localization with established markers

    • Confirm expected SypHer-based pH response patterns in fusion constructs

    • Compare results with published localization data

A comprehensive validation strategy should document specificity across multiple applications (western blot, immunoprecipitation, immunofluorescence) and experimental conditions to ensure reliable antibody performance.

What modifications to standard protocols are needed when working with plant mitochondrial proteins like GLR3.5?

Working with plant mitochondrial membrane proteins like GLR3.5 requires specific protocol adaptations:

  • Sample preparation:

    • Include plant-specific antioxidants (PVPP, ascorbate) to neutralize phenolic compounds

    • Use gentler detergents like digitonin (0.5-1%) or DDM (0.5-1%) to maintain protein integrity

    • For mitochondrial isolation, employ density gradient centrifugation for higher purity

  • Western blot modifications:

    • Avoid boiling samples (60-70°C for 5-10 minutes instead)

    • Use specialized transfer conditions: lower methanol (10-15%), extended transfer times

    • Include mitochondrial marker controls (e.g., VDAC, ATP synthase)

  • Immunolocalization considerations:

    • Fixation optimization:

      • Test multiple fixatives (4% paraformaldehyde, glyoxal, or methanol/acetone)

      • Include glutaraldehyde (0.1-0.5%) for better membrane preservation

    • Specialized permeabilization:

      • Digitonin (0.001-0.1%): Selectively permeabilizes plasma membrane

      • Triton X-100 (0.1-0.5%): Permeabilizes all membranes

      • For mitochondrial matrix access, ensure complete permeabilization

  • Immunoprecipitation adjustments:

    • Pre-clear thoroughly with non-specific IgG to reduce plant-specific background

    • Use mitochondrial isolation protocols prior to solubilization

    • Include ATP and mild detergents to maintain protein complex integrity

These modifications help overcome the unique challenges posed by plant mitochondrial membrane proteins while maximizing specific detection of GLR3.5.

How can GLR3.5 antibodies be used to study protein-protein interactions?

GLR3.5 antibodies enable several sophisticated approaches to investigate protein-protein interactions:

  • Co-immunoprecipitation (Co-IP):

    • Solubilize mitochondrial membranes with appropriate detergents (digitonin, DDM, or CHAPS)

    • Use GLR3.5 antibodies conjugated to solid support (Protein A/G beads)

    • Identify interaction partners by mass spectrometry or western blotting

    • Validate with reciprocal Co-IP using antibodies against identified partners

  • Bimolecular Fluorescence Complementation (BiFC):

    • This technique has been successfully used for other GLRs (GLR3.7 with 14-3-3ω)

    • Create fusion constructs of GLR3.5 with YFP-N and potential partners with YFP-C

    • Transfect protoplasts following established protocols for GLR protein expression

    • Detection of YFP signal indicates proximity/interaction between proteins

  • Förster Resonance Energy Transfer (FRET):

    • Similar to methods used for GLR3.2/GLR3.4 interaction studies:

    • Use confocal microscopy with 458nm excitation (11% laser intensity)

    • Measure FRET by acceptor photobleaching with 514nm laser line (100% intensity)

    • Calculate FRET efficiency as 100× [(CFP postbleach – CFP prebleach)/CFP postbleach]

  • Proximity Ligation Assay (PLA):

    • Combines GLR3.5 antibodies with antibodies against potential partners

    • Generates signal only when proteins are in close proximity (<40 nm)

    • Particularly useful for detecting interactions in native context

Given that other GLRs form functional heteromers (such as GLR3.2/GLR3.4) , investigating GLR3.5's potential interaction partners could reveal important insights into its function in mitochondrial membranes.

How can GLR3.5 antibodies help investigate channel regulation through post-translational modifications?

Investigating post-translational modifications (PTMs) of GLR3.5 using antibodies can reveal important regulatory mechanisms:

  • Phosphorylation analysis:

    • Approach: Develop phospho-specific antibodies against predicted phosphorylation sites

    • Rationale: Other GLRs are regulated by phosphorylation (e.g., GLR3.6 is phosphorylated by CDPK16 at Ser856, GLR3.7 at Ser860)

    • Methodology:

      • Use Phos-tag™ SDS-PAGE followed by western blotting with GLR3.5 antibodies

      • Compare phosphorylation under different conditions (salt stress, wounding)

      • Validate with phosphatase treatment controls

  • S-glutathionylation detection:

    • Approach: Examine if GLR3.5 undergoes S-glutathionylation similar to GLR3.4

    • Rationale: GLR3.4's Cys205 undergoes S-glutathionylation, affecting channel function

    • Methodology:

      • Immunoprecipitate GLR3.5 under non-reducing conditions

      • Perform western blots with anti-glutathione antibodies

      • Compare channel function with and without GSH treatment

  • 14-3-3 protein binding:

    • Approach: Examine if GLR3.5 interacts with 14-3-3 proteins like GLR3.7 does

    • Rationale: GLR3.7 binds 14-3-3ω in a phosphorylation-dependent manner

    • Methodology:

      • Perform BiFC between GLR3.5 and 14-3-3 proteins

      • Create phosphorylation site mutants and test interaction disruption

      • Use co-immunoprecipitation with GLR3.5 antibodies to pull down 14-3-3 proteins

Understanding these modifications can provide insight into how GLR3.5 activity is regulated in response to environmental stimuli and cellular conditions.

How can GLR3.5 antibodies be used to study mitochondrial calcium signaling?

GLR3.5's unique mitochondrial localization makes it particularly interesting for calcium signaling studies:

  • Immunolocalization with calcium indicators:

    • Co-localize GLR3.5 using antibodies with calcium sensors like Rhod-2

    • Combine with mitochondrial markers to confirm spatial relationships

    • Track changes in GLR3.5 distribution during calcium signaling events

  • Mitochondrial calcium flux measurements:

    • Use GLR3.5 antibodies to compare wild-type vs. glr3.5 mutant mitochondria

    • Record calcium flux using isolated mitochondria and fluorescent indicators

    • Test agonists that activate other GLRs (glutamate, glycine, other amino acids)

  • Functional domain mapping:

    • Generate antibodies against specific domains to block function

    • Apply domain-specific antibodies to isolated mitochondria

    • Measure effects on membrane potential and calcium transport

    • Compare with results using SypHer-GLR3.5 fusion proteins that sense pH gradients

  • In planta calcium imaging:

    • Compare mitochondrial calcium dynamics in wild-type vs. glr3.5 plants

    • Correlate GLR3.5 expression levels (detected by antibodies) with calcium signaling capacity

    • Test responses to stressors known to activate other GLRs (wounding, salt stress)

These approaches can help elucidate GLR3.5's specific role in mitochondrial calcium homeostasis and signaling, potentially revealing new functions of plant glutamate receptors in organellar communication.

What are common issues with GLR3.5 antibody specificity and how can they be addressed?

When working with GLR3.5 antibodies, researchers may encounter several specificity challenges:

  • Cross-reactivity with related GLRs:

    • Problem: Antibodies recognize conserved epitopes across multiple GLR family members

    • Solutions:

      • Pre-adsorb antibodies against recombinant related GLRs

      • Perform peptide competition assays with specific and related sequences

      • Validate signals using glr3.5 knockout controls alongside wild-type samples

      • Develop new antibodies targeting more divergent regions identified through sequence analysis

  • Non-specific mitochondrial protein binding:

    • Problem: High background in mitochondrial preparations

    • Solutions:

      • Increase washing stringency in immunoprecipitation protocols

      • Use glr3.5 knockout mitochondrial preparations as negative controls

      • Implement more selective isolation procedures for mitochondria

      • Optimize blocking conditions (test BSA vs. milk vs. specialized blockers)

  • Post-translational modification interference:

    • Problem: Modifications mask epitopes or alter antibody recognition

    • Solutions:

      • Test antibody reactivity after phosphatase treatment

      • Develop modification-specific antibodies (similar to approaches with GLR3.6)

      • Use multiple antibodies targeting different regions

      • Compare results under conditions that alter modification status

Thorough validation across multiple experimental conditions and genetic backgrounds is essential for establishing antibody specificity.

How can researchers optimize immunoprecipitation protocols for GLR3.5?

Immunoprecipitation of mitochondrial membrane proteins like GLR3.5 requires specialized approaches:

  • Optimal solubilization conditions:

    • Detergent screening: Test digitonin (0.5-1%), DDM (0.5-1%), and CHAPS (0.5-2%)

    • Buffer composition: Include stabilizers (10-15% glycerol, 1-5 mM ATP)

    • Solubilization time: Extended gentle agitation (1-2 hours) at 4°C

    • Sample:detergent ratio: Optimize protein:detergent ratios (typically 1:2 to 1:5)

  • Antibody coupling strategies:

    • Direct coupling: Covalently link antibodies to support using dimethyl pimelimidate

    • Pre-clearing optimization: Extended pre-clearing with non-specific IgG (1-2 hours)

    • Antibody amount: Titrate antibody amounts (typically 2-10 μg per reaction)

    • Incubation conditions: Overnight at 4°C with gentle rotation

  • Washing optimization:

    • Gradient washing: Decreasing detergent concentration in sequential washes

    • Salt concentration: Test washing buffers with different salt concentrations (150-500 mM)

    • Wash duration: Multiple brief washes rather than fewer extended washes

    • Temperature control: Maintain cold temperature throughout procedure

  • Elution methods:

    • Peptide elution: Use immunizing peptide for gentle, specific elution

    • pH elution: Glycine buffer (pH 2.5-3.0) followed by immediate neutralization

    • SDS elution: For complete protein recovery before mass spectrometry

    • On-bead processing: Perform on-bead digestion for mass spectrometry applications

When optimizing these protocols, maintaining protein-protein interactions while minimizing non-specific binding requires careful balancing of conditions specific to plant mitochondrial membrane proteins.

What approaches can resolve contradictory results from different GLR3.5 antibodies?

When different GLR3.5 antibodies produce conflicting results, systematic investigation is necessary:

  • Epitope mapping and accessibility analysis:

    • Approach: Determine precise epitopes recognized by each antibody

    • Methodology:

      • Use peptide arrays or deletion constructs to map binding sites

      • Compare epitope accessibility in different experimental conditions

      • Assess whether epitopes may be masked by protein interactions or modifications

  • Comparative experimental conditions:

    • Variables to test:

      • Fixation methods (formaldehyde vs. methanol vs. glyoxal)

      • Permeabilization protocols (affecting access to mitochondrial antigens)

      • Reducing vs. non-reducing conditions (affecting disulfide bonds)

      • Denaturation temperature (60°C vs. 95°C)

  • Validation hierarchy establishment:

    • Create a prioritized validation pathway:

      • Genetic validation (null mutants, overexpression)

      • Biochemical validation (recombinant protein detection)

      • Functional correlation (activity assays with antibody depletion)

    • Document which antibodies pass which validation tests

  • Combination approaches for crucial experiments:

    • Use multiple antibodies targeting different epitopes in parallel

    • Confirm key findings with complementary techniques:

      • Epitope-tagged GLR3.5 expressed under native promoter

      • CRISPR/Cas9-mediated epitope tagging of endogenous GLR3.5

      • Independent methods like mass spectrometry to confirm findings

When publishing, clearly document which antibody was used for which experiment, along with detailed validation data to allow proper interpretation by other researchers.

How might advanced antibody engineering approaches enhance GLR3.5 research?

Emerging antibody technologies offer new possibilities for GLR3.5 research:

  • Single-domain antibodies (nanobodies):

    • Advantages: Smaller size allows better access to constrained epitopes in mitochondria

    • Applications: Live-cell imaging, structural studies, functional modulation

    • Development approach: Immunize camelids or use synthetic libraries with GLR3.5 domains

    • Methodology consideration: Similar computational design approaches as used in antibody library development can be applied

  • Proximity-labeling antibodies:

    • Concept: Antibodies conjugated to enzymes like APEX2 or TurboID

    • Application: Map the GLR3.5 protein neighborhood within mitochondrial membranes

    • Advantage: Identifies transient or weak interactions in native conditions

    • Protocol development: Optimize labeling time and substrate concentration for mitochondrial applications

  • Conformation-specific antibodies:

    • Purpose: Distinguish between active and inactive channel states

    • Design approach: Target regions that undergo conformational changes during activation

    • Validation: Electrophysiology combined with antibody binding assays

    • Application: Track GLR3.5 activation states during stress responses

These advanced antibody approaches can provide unprecedented insights into GLR3.5 function and regulation within the complex environment of plant mitochondria.

How can computational methods improve GLR3.5 antibody design and validation?

Computational approaches offer powerful tools for GLR3.5 antibody development:

  • Epitope prediction and optimization:

    • Implement tools like OptCDR, OptMAVEn, AbDesign, and RosettaAntibodyDesign to identify optimal target regions

    • Apply machine learning algorithms like proABC and Parapred to predict antibody-specific epitopes

    • Use homology modeling to predict GLR3.5 structure based on related GLR structures

  • Developability assessment:

    • Screen candidate antibody sequences for liabilities like unpaired cysteines or deamidation hotspots

    • Optimize sequences for stability, solubility, and specificity

    • Apply in silico affinity maturation to improve binding characteristics

  • Cross-reactivity prediction:

    • Perform comprehensive sequence alignments with all GLR family members

    • Identify regions unique to GLR3.5 versus conserved domains

    • Use molecular docking to predict antibody-antigen interfaces and potential cross-reactivity

  • Structural visualization for validation planning:

    • Generate structural models of GLR3.5 in different conformational states

    • Map epitopes onto predicted structures to assess accessibility

    • Design validation experiments based on structural predictions

These computational approaches can significantly accelerate GLR3.5 antibody development while reducing the resources required for experimental validation.

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