While "GGP4 Antibody" is not a widely recognized or established term in scientific literature, it can refer to antibodies targeting the GP4 protein of the Porcine Reproductive and Respiratory Syndrome Virus (PRRSV) . It may also refer to Guanylate Binding Protein 4 (GBP4), a protein associated with immune responses and cancer . The following sections provide information based on these possible targets.
GP4, encoded by ORF4, is a minor structural protein of PRRSV consisting of 178 amino acids with a molecular mass of approximately 31 kDa . GP4 interacts with GP2 and GP3 to form a multi-protein complex crucial for viral infectivity . It mediates interglycoprotein interactions and, along with GP2, functions as the viral attachment protein that binds to CD163 during virus entry. GP4 is a GPI-anchored protein that co-localizes with the CD163 receptor in lipid rafts and plays a role in viral entry .
Neutralizing antibodies can target GP4, and the variable region in GP4 of type 1 European PRRSV can induce neutralizing antibodies against homologous but not heterologous virus strains . This GP4-specific neutralizing antibody may drive PRRSV evolution . Antibodies against the variable region in GP4 of different virus strains can neutralize infection with homologous but not heterologous virus strains .
Studies have explored the antibody response against GP4 upon infection of pigs with different EU-type PRRSV strains. Research has shown that different virus strains induce antibodies against the variable region of GP4. Antibodies against the epitopes of different virus strains, when purified from polyclonal swine sera, can neutralize virus infection in primary alveolar macrophages, but only against homologous virus strains .
To broaden the cross-neutralizing antibody-inducing ability, DNA shuffling of the GP4 gene from different parental viruses has been performed. GP4 gene-shuffled chimeric viruses have demonstrated a significantly higher ability to elicit cross-neutralizing antibodies against heterologous strains of PRRSV in pigs .
Guanylate binding protein 4 (GBP4) is induced by interferons and various cytokines and has been recognized as functionally relevant in numerous types of human cancers . GBP4 plays a positive role with the majority of immunomodulators in most cancer types . GBP4 expression could be used to identify an inflamed tumor microenvironment and immuno-hot tumors, particularly in non-small cell lung cancer (NSCLC), and to predict the therapeutic efficacy of various therapies in NSCLC patients .
GBP4 is strongly correlated with immunological factors in most cancers, especially NSCLC . High GBP4 expression can identify an inflamed tumor microenvironment (TME) and immuno-hot tumors in NSCLC . GBP4 can predict the therapeutic efficacy of various therapies in NSCLC patients and serves as a pan-cancer biomarker for assessing the immunological characteristics of tumors . GBP4 expression is positively correlated with the T-cell-inflamed GEP score .
Patients expressing high levels of GBP4 may exhibit a more favorable response to immunotherapy due to the association of GBP4 with an inflamed tumor microenvironment (TME) . In NSCLC, GBP4 expression was significantly higher in the complete response (CR) group than in the nonresponder (NR) group . GBP4 is associated with immune checkpoint genes and immune phenotypes, at least within the context of NSCLC .
GBP4 expression was positively correlated with most types of TIICs in multiple cancers . The high-GBP4 group exhibited higher ESTIMATE scores, immune scores, and stromal scores but lower tumor purity than the low-GBP4 group .
KEGG: ath:AT2G23960
STRING: 3702.AT2G23960.1
Glypican 4 (GPC4) is a cell surface proteoglycan that bears heparan sulfate. In humans, this protein is encoded by the GPC4 gene and may also be known as K-glypican, KPTS, dJ900E8.1, and glypican proteoglycan 4. The expected protein mass is approximately 62.4 kDa, with two reported isoforms . GPC4 antibodies are essential research tools because they help investigate the protein's role in biological processes, particularly in the development of kidney tubules and the central nervous system . These antibodies enable researchers to detect, quantify, and characterize GPC4 expression patterns across different tissues, providing insights into its functional importance in normal development and disease contexts.
GPC4 antibodies are available with reactivity against multiple species, including human, canine, porcine, monkey, mouse, and rat variants of the antigen . When selecting a GPC4 antibody for your experiment, it's crucial to verify species specificity to ensure compatibility with your experimental model. Some antibodies, like the rabbit polyclonal antibody ab246973, have been specifically validated for human samples . Always check manufacturer specifications and validation data before selecting an antibody for cross-species applications, as reactivity can vary significantly between antibody clones.
GPC4 antibodies have been validated for several experimental applications including:
Western Blot (WB): For detection of GPC4 protein in cell or tissue lysates
Immunohistochemistry on paraffin-embedded tissues (IHC-P): For localization of GPC4 in tissue sections
Immunocytochemistry/Immunofluorescence (ICC/IF): For cellular localization studies
Tissue-specific validation has been performed in various human tissues including liver, kidney, pancreas, and tonsil, with differential staining patterns observed across these tissues . When planning experiments, it's advisable to begin with applications explicitly validated by the manufacturer for your specific antibody clone.
Antibody binding affinity can significantly impact experimental outcomes, particularly in quantitative assays. High-affinity antibodies generally provide better sensitivity and signal-to-noise ratios, but may sometimes create background in complex samples. A parallel can be drawn from other antibody studies, such as the BG4 antibody, where binding affinity was meticulously measured and found to have a Kd value of 17.4 ± 0.588 nM, demonstrating robust binding specificity .
For GPC4 research, variations in binding affinity between antibody batches or clones can lead to inconsistent results across experiments. To mitigate this issue:
Use standard curves with recombinant GPC4 protein to normalize results
Perform titration experiments to determine optimal antibody concentrations
Include appropriate positive and negative controls in each experiment
Consider validating key findings with multiple GPC4 antibody clones
These measures help ensure that observed variations in signal intensity reflect genuine biological differences rather than technical artifacts related to antibody performance.
Distinguishing between the two reported isoforms of GPC4 (62.4 kDa predicted mass) requires careful antibody selection and experimental design:
| Approach | Method Details | Considerations |
|---|---|---|
| Epitope-specific antibodies | Use antibodies targeting regions unique to each isoform | Requires detailed knowledge of isoform-specific sequences |
| Western blot analysis | Run samples on high-resolution gels to separate isoforms by size | May be challenging if isoforms have similar molecular weights |
| Immunoprecipitation followed by mass spectrometry | Pull down GPC4 and analyze by MS to identify isoform-specific peptides | Provides definitive identification but requires specialized equipment |
| Isoform-specific primers | Complement antibody studies with RT-PCR using isoform-specific primers | Correlates protein detection with transcript expression |
When designing experiments to differentiate GPC4 isoforms, researchers should carefully review the immunogen sequence information provided by manufacturers to determine whether the antibody is likely to recognize specific isoforms. For instance, antibodies raised against immunogens corresponding to specific regions (such as aa 450-550 in human GPC4) may have different reactivity patterns against the various isoforms.
Rigorous validation of antibody specificity is essential for generating reliable research data. For GPC4 antibodies, the following validation strategies are recommended:
Competition assays: Similar to studies with other antibodies like BG4, competition experiments can be conducted where fixed concentrations of the antibody are incubated with labeled GPC4, and then increasing concentrations of unlabeled GPC4 or random unlabeled proteins are added . A specific antibody will show reduced binding when competed with its target antigen but not with unrelated proteins.
Multiple antibody approach: Test multiple antibodies targeting different epitopes of GPC4 to confirm consistent staining patterns.
Genetic controls: Use cells/tissues with genetic knockdown or knockout of GPC4 as negative controls.
Blocking peptide experiments: Pre-incubate the antibody with the immunizing peptide before applying to samples - specific staining should be abolished.
Cross-reactivity testing: Test the antibody against related proteins, particularly other glypican family members, to confirm specificity.
Implementing these validation strategies increases confidence in antibody specificity and enhances data reliability and reproducibility in GPC4 research.
Based on validated protocols for GPC4 antibodies in immunohistochemistry:
Tissue preparation: Use formalin-fixed, paraffin-embedded (FFPE) tissue sections. Multiple human tissues including liver, kidney, pancreas, and tonsil have been successfully stained using GPC4 antibodies .
Dilution optimization: Begin with manufacturer-recommended dilutions, typically around 1/20 for antibodies like ab246973 , then optimize as needed for your specific tissue and detection system.
Antigen retrieval: Heat-induced epitope retrieval (HIER) in citrate buffer (pH 6.0) or EDTA buffer (pH 9.0) is typically required for optimal staining with GPC4 antibodies on FFPE tissues.
Detection systems: Both polymer-based and avidin-biotin complex (ABC) detection systems are compatible with GPC4 antibodies, though sensitivity may vary.
Controls: Include positive control tissues with known GPC4 expression (human liver and kidney show reliable staining) and negative controls (primary antibody omission and non-reactive tissues like tonsil) .
Counterstaining: Hematoxylin provides good nuclear contrast without obscuring GPC4 membranous/cytoplasmic staining.
Optimization of these parameters for your specific experimental conditions will help ensure robust and reproducible GPC4 detection in tissue sections.
Optimizing Western blot protocols for GPC4 detection requires attention to several key parameters:
Sample preparation:
Include protease inhibitors in lysis buffers to prevent degradation
Consider deglycosylation treatments to reduce molecular weight heterogeneity
Use non-reducing conditions if detecting conformational epitopes
Gel selection and transfer:
Use 8-10% gels for optimal resolution of the 62.4 kDa GPC4 protein
Transfer to PVDF membranes at lower voltage for longer time to ensure complete transfer
Blocking and antibody incubation:
Detection and analysis:
Use highly sensitive ECL reagents for detection of low abundance GPC4
Consider longer exposure times if signal is weak
Validate results with positive controls and size markers
These optimization steps will help ensure specific and sensitive detection of GPC4 in Western blot applications.
For effective co-immunoprecipitation studies with GPC4 antibodies:
Lysis conditions optimization:
Use mild detergents (e.g., 1% NP-40 or 0.5% Triton X-100) to preserve protein-protein interactions
Include protease inhibitors and phosphatase inhibitors if studying phosphorylation-dependent interactions
Optimize salt concentration to maintain specific interactions while reducing non-specific binding
Antibody selection and coupling:
Select antibodies validated for immunoprecipitation applications
Consider covalently coupling the antibody to beads to prevent antibody co-elution
Use isotype control antibodies as negative controls
Washing and elution:
Optimize wash stringency to balance removal of non-specific binding with preservation of specific interactions
Consider native elution methods if functional studies are planned
For proteomic analysis, stringent elution conditions can be used
Verification strategies:
Confirm successful precipitation by Western blot for GPC4
Use mass spectrometry to identify novel interaction partners
Validate key interactions with reverse co-IP and other orthogonal methods
This methodological approach has been effective in similar antibody studies and can be adapted for GPC4 research to identify and characterize protein interaction networks.
When analyzing GPC4 immunostaining across different tissues:
Establish baseline expression patterns: GPC4 antibodies have shown differential staining patterns across human tissues, with positive staining observed in liver, kidney, and pancreas, but no reactivity in tonsil tissue . Use these established patterns as references for your studies.
Consider cell type-specific expression: Variations in staining intensity and localization may reflect genuine biological differences in GPC4 expression and function across cell types. Document both the intensity and subcellular localization of staining.
Distinguish technical from biological variability: Variations may arise from:
Biological factors: Genuine differences in GPC4 expression
Technical factors: Differences in fixation, processing, or antibody penetration
Control for technical variables by processing samples consistently and including reference tissues.
Quantitative analysis approaches: When possible, use digital image analysis tools to quantify staining intensity and pattern distribution for objective comparison across tissues.
Complementary validation: Confirm immunostaining findings with orthogonal techniques such as in situ hybridization, RT-PCR, or Western blotting from the same tissues.
This structured approach to data interpretation will help distinguish biologically meaningful variations from technical artifacts in GPC4 expression studies.
GPC4, as a proteoglycan, undergoes significant post-translational modifications (PTMs) that can affect antibody binding and data interpretation:
Glycosaminoglycan attachments: As a proteoglycan bearing heparan sulfate , GPC4's extensive glycosylation can mask epitopes or create steric hindrance affecting antibody binding. This challenge is similar to issues observed with other glycosylated proteins, where modifications can impact antibody recognition .
Variable glycosylation patterns: Glycosylation patterns may vary across tissues and disease states, creating heterogeneity in antibody binding even when protein levels remain constant.
Analytical approaches: To address these challenges:
Use enzymatic deglycosylation (PNGase F, heparinase) before antibody application in some samples to compare with native detection
Select antibodies targeting protein backbone regions less affected by glycosylation
Implement multiple detection methods targeting different epitopes
Consider the impact of PTMs when interpreting unexpected molecular weight shifts or staining variations
Data interpretation frameworks: When analyzing data, consider creating a matrix that accounts for both protein expression levels and modification states to gain a more complete understanding of GPC4 biology.
Understanding and accounting for the impact of PTMs on antibody binding is essential for accurate interpretation of GPC4 expression and function studies.
When faced with conflicting results from different GPC4 antibody clones:
Epitope mapping analysis: Determine whether the antibodies recognize different epitopes on GPC4, which may explain differential binding patterns. Similar to studies with other antibodies , epitope differences can lead to significant variations in detection sensitivity and specificity.
Systematic validation framework:
| Validation Approach | Implementation | Expected Outcome |
|---|---|---|
| Side-by-side testing | Test all antibodies simultaneously on identical samples | Directly compare binding patterns |
| Knockout/knockdown controls | Test antibodies on samples with genetic depletion of GPC4 | True GPC4 antibodies should show reduced/absent signal |
| Western blot correlation | Compare banding patterns from different antibodies | Consistent specific bands should be observed |
| Multiple application testing | Test each antibody across different applications (IHC, WB, IF) | Determine application-specific performance |
| Blocking peptide experiments | Pre-incubate with immunizing peptides | Specific binding should be blocked |
Quantitative assessment: Implement quantitative scoring systems to objectively compare antibody performance across different parameters.
Consensus approach: When possible, rely on findings that are consistently observed with multiple antibody clones and techniques.
Reporting standards: When publishing, clearly document which antibody clones were used, their validation status, and any discrepancies observed between different antibodies.
GPC4 antibodies are providing valuable insights in cancer research through multiple approaches:
Diagnostic biomarker development: Researchers are evaluating GPC4 expression across cancer types using antibody-based tissue microarray analysis, similar to methodological approaches used for other cancer-associated proteins . These studies aim to correlate GPC4 expression with clinical outcomes and response to therapy.
Mechanistic studies: GPC4 antibodies are being used to investigate the protein's role in:
Growth factor signaling modulation
Cell adhesion and migration
Tumor microenvironment interactions
Developmental pathway activation in cancer
Therapeutic target validation: Similar to antibody-based approaches in other diseases , GPC4 antibodies are helping researchers validate this proteoglycan as a potential therapeutic target through:
In vitro functional studies in cancer cell lines
In vivo tumor growth studies in mouse models
Mechanism of action investigations
Companion diagnostic development: As targeted therapies against GPC4 are being developed, antibodies with validated specificity will be essential for companion diagnostics to identify patients likely to respond to treatment.
The diverse applications of GPC4 antibodies in cancer research highlight the importance of well-validated, specific antibodies for advancing our understanding of this protein's role in cancer biology.
Researchers are implementing several innovative approaches to enhance GPC4 antibody performance:
Recombinant antibody technology: Similar to advancements with other antibodies like the single-chain BG4 antibody , recombinant approaches are being applied to generate more consistent, defined GPC4 antibodies with:
Precisely defined binding sites
Reduced batch-to-batch variation
Engineered affinity and specificity
Novel validation strategies:
CRISPR/Cas9 knockout cell lines as gold-standard negative controls
Orthogonal target verification using aptamers or alternative binding molecules
High-throughput epitope mapping to define exact binding regions
Advanced production and purification methods:
Mammalian expression systems to ensure proper folding and glycosylation
Affinity maturation techniques to enhance binding properties
Chromatography refinements to increase purity and functionality
Application-specific modifications:
Site-specific conjugation chemistry for imaging and detection applications
Fragment antibody development for improved tissue penetration
Bispecific formats to enhance specificity through dual epitope recognition
These methodological improvements aim to address the current limitations in antibody technology and provide researchers with more reliable tools for GPC4 investigation, following similar technological trajectories observed with other specialized antibodies .