LEA5-A Antibody

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Product Specs

Buffer
Preservative: 0.03% Proclin 300
Constituents: 50% Glycerol, 0.01M Phosphate Buffered Saline (PBS), pH 7.4
Form
Liquid
Lead Time
Made-to-order (14-16 weeks)
Synonyms
LEA5-A antibody; Late embryogenesis abundant protein Lea5-A antibody
Target Names
LEA5-A
Uniprot No.

Q&A

What is LEA5-A and why is it significant in plant research?

LEA5-A is a Late Embryogenesis Abundant protein primarily found in plants such as Gossypium hirsutum (Upland cotton). LEA proteins are crucial for plant stress tolerance mechanisms. Research indicates that LEA5 regulates translation in both mitochondria and chloroplasts, enhancing growth and stress tolerance in plants . In Arabidopsis, LEA5 is predominantly expressed in leaves during dark periods and plays a significant role in oxidative stress responses. The protein has been demonstrated to localize to both chloroplasts and mitochondria, where it influences the translation of organellar proteins, making it an important target for research into plant resilience mechanisms.

How do LEA5-A antibodies differ from other plant-specific antibodies in terms of research applications?

LEA5-A antibodies are specifically designed to target the LEA5-A protein in plant systems, particularly in Gossypium hirsutum. Unlike broader-spectrum plant antibodies, LEA5-A antibodies provide precise targeting for research focusing on stress response mechanisms and organellar protein translation. These antibodies have been validated for applications including ELISA and Western Blot, specifically for the identification of the antigen . The specificity of LEA5-A antibodies makes them particularly valuable in research examining the dual localization of LEA5 to mitochondria and chloroplasts, and its interactions with other proteins such as DEAD-box ATP-dependent RNA helicase 22 (RH22) .

What experimental evidence supports the dual localization of LEA5-A in plant cells?

Confocal microscopy studies using Arabidopsis mesophyll protoplasts expressing LEA5-YFP fusion proteins have demonstrated that LEA5 can localize to both chloroplasts and mitochondria . This dual localization is significant as it suggests LEA5 plays a role in coordinating translation in both organelles. Split YFP analysis has confirmed the interaction between LEA5 and RH22 specifically in chloroplasts. Additionally, tandem affinity purification (TAP) analysis revealed that LEA5 interacts with the chloroplast DEAD-box ATP-dependent RNA helicase 22 (RH22) in Arabidopsis cells, further supporting its functional presence in chloroplasts .

What are the recommended protocols for LEA5-A antibody validation in plant research?

For proper validation of LEA5-A antibodies in plant research, the following methodology is recommended:

  • Initial specificity testing: Validate using recombinant LEA5-A protein (such as from Gossypium hirsutum) as a positive control .

  • Cross-reactivity assessment: Test against pre-immune serum as a negative control to ensure specificity .

  • Application-specific validation:

    • For ELISA: Use purified antigen for coating plates at 1-10 μg/ml

    • For Western Blot: Run both recombinant protein and plant lysate samples, looking for specific bands at the expected molecular weight

  • Knockout validation: If available, use lea5 knockout mutants as negative controls to confirm antibody specificity .

  • Competition assays: Pre-incubate the antibody with purified antigen before application to demonstrate binding specificity.

Recent research indicates that approximately 20-30% of protein studies use ineffective antibodies , highlighting the importance of thorough validation using multiple methods before conducting extensive experiments.

How should researchers design immunoprecipitation experiments using LEA5-A antibodies?

When designing immunoprecipitation (IP) experiments with LEA5-A antibodies, researchers should follow these methodological steps:

  • Antibody selection: Use antigen-affinity purified LEA5-A polyclonal antibodies for optimal results .

  • Buffer optimization: For plant organelle proteins like LEA5-A, use a lysis buffer that preserves protein-protein interactions while effectively extracting membrane-associated proteins. Consider adding protease inhibitors and phosphatase inhibitors to preserve target abundance and modifications .

  • Critical controls:

    • Input control: Include whole lysate to confirm the Western blot is working properly

    • Isotype control: Match the IgG subclass of the primary antibody (typically Rabbit IgG for LEA5-A antibodies)

    • Bead-only control: Essential to identify non-specific binding

  • Co-IP considerations: When investigating LEA5-A interactions (such as with RH22), use milder conditions to preserve protein-protein interactions .

  • Sample preparation for analysis: For downstream applications like mass spectrometry, specific preparation protocols are required to ensure compatibility with LC-MS/MS analysis .

For detection of low-abundance LEA5-A interactions, consider specialized approaches such as proximity-based labeling methods that can capture transient interactions in organelles.

What are the optimal conditions for using LEA5-A antibodies in immunofluorescence studies of plant organelles?

For optimal immunofluorescence studies targeting LEA5-A in plant organelles, researchers should:

  • Sample preparation:

    • Fix plant tissues (or protoplasts) with 4% paraformaldehyde

    • Perform gentle permeabilization with 0.1-0.5% Triton X-100 to maintain organelle integrity

    • Use blocking solution containing 2-5% BSA to reduce background

  • Antibody application:

    • Apply the primary LEA5-A antibody at 1:100-1:500 dilution (optimize empirically)

    • Incubate overnight at 4°C to maximize specific binding

    • Use appropriate fluorophore-conjugated secondary antibodies (typically anti-rabbit)

  • Organelle co-localization:

    • Include specific markers for mitochondria (e.g., MitoTracker) and chloroplasts (chlorophyll autofluorescence)

    • Consider dual-labeling with antibodies against known organellar proteins (such as RH22 for chloroplasts)

  • Confocal imaging settings:

    • Use sequential scanning to avoid bleed-through between channels

    • Optimize laser power and detector settings to prevent photobleaching

    • Collect z-stacks to capture the full volume of organelles

  • Controls:

    • Include samples from lea5 knockout plants as negative controls

    • Use pre-immune serum at the same concentration as primary antibody

    • Include peptide competition controls to verify specificity

Based on research with LEA5-YFP fusion proteins in Arabidopsis mesophyll protoplasts, researchers should be prepared to document both chloroplastic and mitochondrial localization patterns .

How can LEA5-A antibodies be used to investigate stress-responsive translational regulation in plants?

LEA5-A antibodies can be instrumental in investigating stress-responsive translational regulation through several advanced approaches:

  • Temporal profiling of LEA5-A expression:

    • Use the antibodies in Western blot analysis to track LEA5-A protein levels under various stress conditions (e.g., oxidative stress induced by methyl viologen or menadione)

    • Compare expression patterns between wild-type plants and transgenic lines with modified LEA5-A expression

  • Organelle-specific translational studies:

    • Isolate intact chloroplasts and mitochondria from stressed and non-stressed plants

    • Use LEA5-A antibodies in combination with antibodies against newly synthesized organellar proteins

    • Conduct pulse-chase experiments with labeled amino acids to track LEA5-A's impact on translation rates

  • Co-immunoprecipitation under stress conditions:

    • Apply LEA5-A antibodies for co-IP followed by mass spectrometry to identify stress-specific interaction partners

    • Compare LEA5-A interactomes between normal and stress conditions to identify differential regulatory networks

  • Polysome profiling:

    • Use LEA5-A antibodies in conjunction with polysome fractionation to assess its association with actively translating ribosomes under various stress conditions

    • Compare the distribution of LEA5-A in polysome fractions from wild-type plants versus lea5 knockout mutants

Research has shown that the abundance of translated protein products in chloroplasts was decreased in transgenic Arabidopsis plants overexpressing LEA5 and increased in lea5 knockout mutants, while mitochondrial translation showed the opposite pattern . These findings suggest LEA5-A antibodies can be valuable tools for dissecting the complex, organelle-specific translational regulation networks in stressed plants.

What strategies can be employed to improve the specificity of LEA5-A antibodies for challenging research applications?

To enhance LEA5-A antibody specificity for demanding research applications, consider these advanced approaches:

  • Epitope-specific antibody development:

    • Target unique regions of LEA5-A that have minimal homology with other LEA family proteins

    • Consider developing monoclonal antibodies against specific LEA5-A epitopes for increased specificity, following approaches similar to the L2A5 monoclonal antibody development methodology

  • Affinity maturation techniques:

    • Implement AI-based approaches to optimize antibody binding domains, similar to methods used for antigen-specific antibody CDRH3 sequence design

    • Apply phage display methods to select antibody variants with enhanced specificity

  • Cross-adsorption purification:

    • Pre-adsorb polyclonal LEA5-A antibodies with recombinant proteins from related LEA family members

    • This selective depletion can remove antibodies that recognize conserved epitopes

  • Validation against multiple negative controls:

    • Test antibodies against tissue from lea5 knockout plants

    • Validate against related plant species with known LEA5 sequence differences

  • Advanced purification methods:

    • Implement antigen-affinity chromatography with stringent washing conditions

    • Consider two-step purification processes to enhance specificity

Independent validation of commercial antibodies has shown that developing standardized validation procedures is critical, as approximately 20-30% of protein studies use ineffective antibodies . Applying rigorous validation protocols like those developed by Ayoubi et al. can substantially improve the reliability of LEA5-A antibody-based research.

How can researchers integrate LEA5-A antibody studies with advanced proteomics approaches?

Integrating LEA5-A antibody studies with advanced proteomics approaches can provide comprehensive insights into LEA5-A function through these methodologies:

  • Antibody-based enrichment for targeted proteomics:

    • Use LEA5-A antibodies for immunoprecipitation followed by LC-MS/MS analysis

    • Sample preparation protocol:

      • Resuspend bead pellet in 12.5 µl denaturing buffer (50 mM ammonium bicarbonate + 0.1% RapiGest)

      • Heat at 90°C for 3 minutes, then 50°C for 15 minutes

      • Add reduction buffer (30 mM DTT) and incubate at 50°C for 30 minutes

      • Add alkylation buffer (35 mM iodoacetamide) and incubate at room temperature for 30 minutes in darkness

      • Digest with trypsin (1:20-1:100 enzyme:protein ratio) for 1 hour to overnight at 37°C

      • Acidify to 1% TFA and heat at 90°C for 30 minutes before LC-MS/MS analysis

  • Proximity-labeling proteomics:

    • Combine LEA5-A antibodies with proximity labeling techniques (BioID or APEX)

    • This approach can identify proteins in close proximity to LEA5-A within organelles

  • Quantitative interactomics:

    • Use stable isotope labeling with amino acids in cell culture (SILAC) or tandem mass tag (TMT) labeling

    • Compare LEA5-A interactomes between different physiological conditions or genetic backgrounds

  • ImmunoMALDI analysis:

    • Prepare samples by resuspending the bead pellet in 5-10 µl MALDI elution buffer (50% acetonitrile, 0.15% TFA, 10 mg/ml CHCA matrix)

    • Incubate at room temperature for 15 minutes, then spot 1 µl onto a MALDI plate

  • Cross-linking mass spectrometry (XL-MS):

    • Apply protein cross-linkers before LEA5-A immunoprecipitation

    • This preserves transient interactions and provides structural information about protein complexes

These integrated approaches can reveal LEA5-A's role in regulating translation in chloroplasts through its interaction with RH22 and help identify additional protein partners involved in stress response mechanisms .

What are common issues when using LEA5-A antibodies in plant extracts and how can they be resolved?

When working with LEA5-A antibodies in plant extracts, researchers may encounter several technical challenges:

  • High background in Western blots:

    • Problem: Non-specific binding to other plant proteins

    • Solutions:

      • Increase blocking time/concentration (use 5% BSA or milk)

      • Add 0.1-0.2% Tween-20 to washing buffers

      • Pre-adsorb antibody with plant extract from lea5 knockout plants

      • Optimize antibody dilution (typically 1:500-1:2000)

  • Weak or absent signals:

    • Problem: Insufficient extraction of membrane-associated LEA5-A

    • Solutions:

      • Use extraction buffers containing mild detergents (0.5-1% Triton X-100)

      • Add protease inhibitors to prevent degradation

      • Enrich organellar fractions before analysis

      • Concentrate samples using TCA precipitation

  • Multiple bands in Western blots:

    • Problem: Cross-reactivity with related LEA proteins or degradation products

    • Solutions:

      • Run appropriate controls (recombinant protein, knockout samples)

      • Optimize SDS-PAGE conditions (use gradient gels)

      • Consider peptide competition assays to identify specific bands

  • Inconsistent immunoprecipitation results:

    • Problem: Variable LEA5-A extraction or binding efficiency

    • Solutions:

      • Optimize antibody amount (typically 2-5 μg per IP)

      • Adjust bead quantity and binding time

      • Include the three recommended controls: input control, isotype control, and bead-only control

      • For co-IP experiments, use buffers with milder detergents to preserve interactions

  • Cross-reactivity between plant species:

    • Problem: Variable recognition of LEA5-A homologs

    • Solutions:

      • Verify sequence conservation in the target region

      • Validate antibody specificity for each new plant species

      • Consider developing species-specific antibodies for divergent sequences

Proper storage of the LEA5-A antibody (at -20°C or -80°C, avoiding repeated freeze-thaw cycles) is also crucial for maintaining consistent performance in experimental applications .

How can researchers evaluate and improve LEA5-A antibody sensitivity for detecting low-abundance targets?

To enhance LEA5-A antibody sensitivity for detecting low-abundance targets, researchers should consider these approaches:

  • Signal amplification strategies:

    • Implement tyramide signal amplification (TSA) for immunohistochemistry or Western blots

    • Use biotin-streptavidin systems to amplify detection signals

    • Consider polymer-based detection systems that carry multiple enzyme molecules per antibody

  • Sample enrichment techniques:

    • Perform subcellular fractionation to concentrate organelles containing LEA5-A

    • Use immunoaffinity enrichment prior to analysis

    • Implement protein precipitation methods to concentrate samples before SDS-PAGE

  • Optimized detection systems:

    • Use highly sensitive chemiluminescent substrates for Western blots

    • Apply fluorescent secondary antibodies with appropriate filters to maximize signal-to-noise ratios

    • Consider direct antibody labeling to eliminate background from secondary antibodies

  • Quantitative sensitivity assessment:

    • Create standard curves with recombinant LEA5-A protein

    • Determine the limit of detection (LOD) under various conditions

    • Compare detection methods to identify optimal approaches

  • Technical optimization:

    • For Western blots, use PVDF membranes (which typically have higher protein binding capacity than nitrocellulose)

    • Optimize transfer conditions (time, buffer composition, voltage)

    • Adjust blocking conditions to minimize background without reducing specific signals

For particularly challenging applications, consider advanced approaches like single-molecule detection methods or nanovial-based analysis systems, which have been successfully applied to capture individual cells and their secretions in antibody research .

What considerations should be made when designing experiments to compare LEA5-A expression across different plant tissues or stress conditions?

When comparing LEA5-A expression across different plant tissues or stress conditions, researchers should address these critical experimental design considerations:

  • Sampling standardization:

    • Harvest tissues at consistent developmental stages

    • Standardize time of day for collection (especially important as LEA5 expression in Arabidopsis is higher in darkness)

    • Use consistent stress application protocols (duration, intensity)

    • Collect biological replicates (minimum n=3) for statistical validity

  • Extraction protocol optimization:

    • Develop tissue-specific extraction protocols that account for differences in composition

    • Use internal controls to normalize for extraction efficiency

    • Include protease inhibitors to prevent differential degradation

    • Consider using phosphatase inhibitors if studying post-translational modifications

  • Quantitative analysis approaches:

    • Implement quantitative Western blotting with appropriate loading controls

    • Use technical replicates to account for blot-to-blot variation

    • Consider ELISA for more precise quantification

    • Include recombinant LEA5-A protein standards for absolute quantification

  • Control experiments:

    • Include wild-type and lea5 knockout samples as positive and negative controls

    • Consider transgenic lines overexpressing LEA5-A as additional controls

    • Run parallel experiments with antibodies against known stress-responsive proteins

  • Data normalization strategies:

    • Normalize LEA5-A levels to total protein or consistent reference proteins

    • For tissue comparisons, consider tissue-specific reference proteins

    • For stress studies, validate stability of reference proteins under stress conditions

  • Statistical analysis:

    • Apply appropriate statistical tests based on data distribution

    • Consider multiple comparison corrections when analyzing across many conditions

    • Report effect sizes along with p-values

Research has shown that LEA5 has differential effects on translation in chloroplasts versus mitochondria , indicating that subcellular fractionation and organelle-specific analysis may provide additional insights into its stress-responsive functions.

How might emerging antibody technologies advance LEA5-A research in plant stress biology?

Emerging antibody technologies offer significant potential to advance LEA5-A research in plant stress biology:

  • Single-domain antibodies (nanobodies):

    • Smaller size allows better penetration into plant tissues and organelles

    • Can be expressed in planta to track LEA5-A in real time

    • Potential for developing organelle-specific nanobodies targeting LEA5-A

  • AI-designed antibodies:

    • Implementation of machine learning approaches for designing high-specificity LEA5-A antibodies

    • Similar to recent advances in antigen-specific antibody CDRH3 sequence design

    • Could optimize binding to specific LEA5-A epitopes involved in stress response

  • Bi-specific antibodies:

    • Development of antibodies targeting both LEA5-A and interacting partners like RH22

    • Would allow simultaneous tracking of protein complexes during stress responses

    • Could help elucidate the spatial dynamics of LEA5-A interactions

  • Antibody-based biosensors:

    • Creation of FRET-based sensors using LEA5-A antibodies

    • Would allow real-time monitoring of LEA5-A conformational changes or interactions

    • Potential for in vivo imaging of LEA5-A activity during stress response

  • Active learning strategies:

    • Application of active learning approaches similar to those used for antibody-antigen binding prediction

    • Could reduce experimental costs while optimizing antibody design

    • May help identify novel epitopes specific to stress-induced LEA5-A conformations

These technologies could significantly enhance our understanding of how LEA5-A contributes to plant stress tolerance through its dual role in regulating translation in both mitochondria and chloroplasts .

What experimental approaches could elucidate the molecular mechanisms of LEA5-A's differential effects on mitochondrial versus chloroplastic translation?

To investigate LEA5-A's differential effects on organellar translation, these advanced experimental approaches could be employed:

  • Organelle-specific ribosome profiling:

    • Isolate ribosomes from purified mitochondria and chloroplasts

    • Compare ribosome occupancy profiles between wild-type, LEA5-A overexpression, and knockout plants

    • Identify specific mRNAs whose translation is differentially affected

  • Proximity-dependent labeling in distinct organelles:

    • Generate LEA5-A fusion proteins with organelle-specific targeting sequences

    • Combine with proximity labeling techniques (BioID, APEX)

    • Identify organelle-specific interaction partners that may explain differential effects

  • In organello translation assays:

    • Isolate intact mitochondria and chloroplasts

    • Perform translation assays with radiolabeled amino acids

    • Compare translation rates with and without recombinant LEA5-A protein

    • Assess the impact of stress conditions on LEA5-A-mediated translation regulation

  • Cryo-electron microscopy studies:

    • Visualize LEA5-A interaction with ribosomes in both organelles

    • Determine if LEA5-A adopts different conformations in each context

    • Identify structural basis for differential regulation

  • Crosslinking immunoprecipitation and sequencing (CLIP-seq):

    • Identify RNA targets of LEA5-A in both organelles

    • Compare binding sites and motifs between mitochondrial and chloroplastic RNAs

    • Correlate with differential translation outcomes

These approaches could explain the observed phenomenon where LEA5-A overexpression decreases chloroplastic translation while increasing mitochondrial translation , potentially revealing novel mechanisms of inter-organellar coordination during stress responses.

How could LEA5-A antibody research contribute to developing stress-resistant crop varieties?

LEA5-A antibody research could contribute to agricultural applications through several translational research pathways:

  • Biomarker development for stress resilience:

    • Use LEA5-A antibodies to screen germplasm collections for natural variation in LEA5-A expression

    • Correlate LEA5-A levels or modifications with stress tolerance phenotypes

    • Develop rapid screening assays for breeding programs using LEA5-A antibodies

  • Functional validation of genetic modifications:

    • Apply LEA5-A antibodies to verify protein expression in transgenic crops

    • Quantify LEA5-A levels in different tissues and developmental stages

    • Assess subcellular localization to confirm proper targeting in engineered varieties

  • Protein-protein interaction networks:

    • Map stress-responsive interaction networks centered on LEA5-A across crop species

    • Identify conserved and species-specific interactions

    • Target conserved interactions for broad-spectrum stress resistance engineering

  • Post-translational modification profiling:

    • Develop modification-specific antibodies to track LEA5-A regulation

    • Compare PTM patterns between stress-sensitive and stress-resistant varieties

    • Identify key regulatory modifications that could be targets for breeding or engineering

  • Translational comparison across species:

    • Use LEA5-A antibodies to compare protein function in model plants versus crops

    • Determine if LEA5-A's dual role in organellar translation is conserved

    • Develop crop-specific antibodies for species where sequence divergence affects epitope recognition

Since LEA5 enhances growth and stress tolerance through its regulation of organellar translation , understanding these mechanisms in crop species could lead to novel approaches for developing plants with improved resilience to environmental stresses such as drought, heat, and oxidative damage.

What are the key quality control parameters for evaluating commercial LEA5-A antibodies?

Researchers should assess the following quality control parameters when evaluating commercial LEA5-A antibodies:

ParameterAcceptance CriteriaEvaluation Method
SpecificitySingle band at expected MW (~18 kDa for LEA5-A)Western blot against recombinant protein and plant extracts
SensitivityDetection limit <50 ng of target proteinSerial dilution of recombinant protein
Cross-reactivityNo binding to other LEA family proteinsTesting against panel of related proteins
ReproducibilityConsistent results across antibody lotsRepeated testing with standard samples
Validation for applicationsPositive results in claimed applications (ELISA, WB)Application-specific testing
Species reactivityConfirmed reactivity with target speciesTesting with extracts from relevant plant species
BackgroundMinimal non-specific bindingComparison with pre-immune serum control
Purification methodAntigen affinity purified preferredVerify from product information
Storage stabilityMaintained activity after storageTesting after recommended storage conditions

According to recent research on antibody validation , approximately 20-30% of commercial antibodies may not perform as advertised, highlighting the importance of independent validation. For LEA5-A antibodies, ensure they have been validated specifically for plant applications and the particular species being studied, as most commercial LEA5-A antibodies are validated for Gossypium hirsutum (Upland cotton) .

What experimental controls are essential when using LEA5-A antibodies in different research applications?

Essential experimental controls for LEA5-A antibody applications include:

ApplicationPositive ControlsNegative ControlsTechnical Controls
Western BlotRecombinant LEA5-A protein; Wild-type plant extractlea5 knockout plant extract; Pre-immune serumLoading control (e.g., actin, GAPDH); Molecular weight marker
ImmunoprecipitationInput sample (whole lysate); Wild-type plant extractIsotype control antibody; Bead-only control ; lea5 knockout extractProtein A/G beads only; Non-related antibody of same isotype
ELISARecombinant LEA5-A protein standard curveUnrelated protein; Blocking buffer onlyStandard curve for quantification; Technical replicates
ImmunofluorescenceWild-type plant tissue; Known subcellular markerslea5 knockout tissue; Secondary antibody only; Pre-immune serumAutofluorescence control; Single-color controls for multicolor imaging
Organelle isolationOrganelle marker proteinsCytosolic marker (negative for organelle purity)Bradford assay for protein quantification; Enzyme activity assays for organelle integrity
LC-MS/MS after IPSpiked-in standard peptidesIsotype control IP processed identicallyRetention time standards; Mixed proteome standards

For Western blot analysis specifically, three controls should be included: input control, isotype control, and a bead-only control . For plant stress experiments, additional controls should include both stressed and unstressed samples from the same developmental stage, as LEA5 expression and function are known to be stress-responsive .

How do researchers appropriately cite and acknowledge LEA5-A antibody sources in scientific publications?

Proper citation of LEA5-A antibodies in scientific publications should follow these guidelines:

  • Materials and Methods section:

    • Include complete product information:

      • Manufacturer/supplier (e.g., Biorbyt, CUSABIO)

      • Catalog number (e.g., orb837082, CSB-PA343206XA01GHB)

      • Antibody type (polyclonal/monoclonal)

      • Host species (typically rabbit for available LEA5-A antibodies)

      • Clonality (polyclonal for current commercial options)

      • Working dilution used for each application

  • Research Resource Identifiers (RRIDs):

    • Include RRID when available to enable unique tracking of the antibody

    • Format as RRID:AB_XXXXXXX where XXXXXXX is the unique identifier

    • Search for RRIDs at scicrunch.org/resources

  • Custom antibodies:

    • For custom-developed LEA5-A antibodies, provide detailed information on:

      • Immunogen design and production

      • Host animal and immunization protocol

      • Purification method

      • Validation procedures

  • Validation data:

    • Reference or include antibody validation data directly:

      • Specificity tests (Western blots showing single bands)

      • Positive and negative controls used

      • Cross-reactivity assessments

  • Supplementary information:

    • Consider including full antibody validation data in supplementary materials

    • This increases reproducibility and confidence in published results

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