WWP2 (WW domain-containing protein 2) is a NEDD4-like E3 ubiquitin-protein ligase that plays critical roles in protein degradation pathways and gene expression regulation. It functions by accepting ubiquitin from E2 ubiquitin-conjugating enzymes and transferring it to target proteins, marking them for degradation by the proteasome. The protein is also known as Atrophin-1-interacting protein 2 (AIP2) and HECT-type E3 ubiquitin transferase WWP2 . WWP2 has significant research importance because it regulates transcription factors and is involved in multiple signaling pathways. In humans, the canonical protein has 870 amino acid residues with a mass of approximately 98.9 kDa and is primarily localized in the nucleus . Four different isoforms have been reported, and the protein is expressed in fetal tissues throughout the brain, placenta, lung, liver, muscle, kidney, and pancreas . Research on WWP2 antibodies has applications in understanding cancer progression, developmental processes, and various pathological conditions where protein degradation pathways are dysregulated.
FITC-conjugated WWP2 antibodies are polyclonal antibodies with fluorescein isothiocyanate (FITC) attached as a fluorescent reporter, enabling direct visualization in fluorescence-based applications. These antibodies are typically derived from rabbit hosts immunized with recombinant human NEDD4-like E3 ubiquitin-protein ligase WWP2 protein . Specifically, some commercially available antibodies target the region comprising amino acids 145-367 of the human WWP2 protein . The antibodies undergo purification processes, usually via Protein G affinity purification, achieving >95% purity . The specificity of these antibodies is primarily for human WWP2, although non-conjugated versions may show cross-reactivity with mouse and rat samples . The conjugation to FITC does not typically affect the binding specificity but provides the advantage of direct detection without secondary antibodies in fluorescence microscopy and flow cytometry applications.
For optimal preservation of FITC-conjugated WWP2 antibodies, proper storage and handling are essential. These antibodies are typically supplied in a liquid form with specific buffer components that maintain stability . The recommended storage conditions are -20°C or -80°C upon receipt . The storage buffer often contains 50% glycerol, 0.01M PBS at pH 7.4, and preservatives such as 0.03% Proclin 300 . These components help maintain antibody stability and prevent microbial growth. It is important to avoid repeated freeze-thaw cycles as this can degrade the antibody and reduce its efficacy . When handling the antibody, work under reduced light conditions to prevent photobleaching of the FITC fluorophore. For long-term storage of larger volumes, aliquoting the antibody into smaller volumes is recommended to avoid repeated freeze-thaw cycles. Always centrifuge the antibody vial briefly before opening to collect the liquid at the bottom of the tube. When diluting the antibody for experiments, use fresh, sterile buffers appropriate for the intended application. The antibody remains stable for approximately one year when stored properly according to manufacturer recommendations .
WWP2 antibody, FITC conjugated, is primarily used in fluorescence-based applications that leverage the direct visualization capabilities provided by the FITC fluorophore. The main application documented for FITC-conjugated WWP2 antibodies is ELISA (Enzyme-Linked Immunosorbent Assay) , where the fluorescent tag provides quantitative detection of WWP2 protein levels without requiring secondary antibody conjugation steps. Beyond ELISA, these FITC-conjugated antibodies are valuable in fluorescence microscopy for visualizing the subcellular localization of WWP2, which is primarily nuclear . They can also be effectively employed in flow cytometry for detecting and quantifying WWP2 expression in various cell populations. While the FITC-conjugated version is optimized for fluorescence applications, it's worth noting that unconjugated WWP2 antibodies have been successfully used in a broader range of applications including Western Blot (WB), Immunohistochemistry (IHC), Immunofluorescence (IF), Immunoprecipitation (IP), and Co-Immunoprecipitation (CoIP) . When designing experiments, researchers should consider the FITC excitation (approximately 495 nm) and emission (approximately 519 nm) wavelengths to ensure compatibility with their detection systems.
Optimizing immunofluorescence protocols with FITC-conjugated WWP2 antibody requires careful consideration of several factors to achieve specific staining with minimal background. Begin by determining the appropriate fixation method; paraformaldehyde (4%) is often suitable for preserving protein epitopes while maintaining cellular structure. Since WWP2 is primarily localized in the nucleus , ensure your permeabilization step adequately allows antibody access to nuclear proteins (0.1-0.5% Triton X-100 for 10-15 minutes is typically effective). For blocking, use 5-10% normal serum from a species different from the antibody host (non-rabbit) in PBS with 0.1-0.3% Triton X-100 for 1-2 hours at room temperature.
When diluting the FITC-conjugated WWP2 antibody, start with the manufacturer's recommended dilution (typically in the 1:20-1:200 range for similar antibodies) and optimize through titration experiments. Incubate the antibody overnight at 4°C in a humid chamber protected from light to prevent photobleaching of the FITC fluorophore. Include appropriate controls: a negative control omitting primary antibody and positive controls using cells known to express WWP2 (such as HepG2 or A549 cells) .
For reducing autofluorescence, consider treatments with sodium borohydride (0.1% in PBS) for 15 minutes before blocking or include 0.1-0.3% Sudan Black B in 70% ethanol after antibody incubation. When mounting, use anti-fade mounting medium containing DAPI for nuclear counterstaining, complementing the visualization of nuclear-localized WWP2. Document detailed imaging parameters including exposure times, gain settings, and post-processing steps to ensure experimental reproducibility.
For flow cytometry applications using FITC-conjugated WWP2 antibody, begin with cell preparation by harvesting 1-5 × 10^6 cells per sample. Since WWP2 is primarily a nuclear protein , effective fixation and permeabilization are critical. Fix cells with 4% paraformaldehyde for 15-20 minutes at room temperature, followed by permeabilization using either 0.1% Triton X-100 or commercial permeabilization buffers designed for intracellular/nuclear antigens.
Block non-specific binding by incubating cells in 5% normal serum (from a species different than the antibody host) in PBS for 30 minutes at room temperature. For antibody staining, resuspend cells in 100 μl staining buffer (PBS with 1% BSA) and add the FITC-conjugated WWP2 antibody at an optimized dilution. While manufacturer-specific recommendations should be followed, starting with a 1:50-1:100 dilution is reasonable for initial titration experiments.
Incubate cells with the antibody for 30-60 minutes at room temperature in the dark, or alternatively at 4°C overnight for potentially better signal-to-noise ratio. After incubation, wash cells 2-3 times with staining buffer by centrifugation (300-400 × g for 5 minutes) to remove unbound antibody. Resuspend the final cell pellet in 300-500 μl of fresh buffer for analysis.
Include essential controls: unstained cells, isotype control (rabbit IgG-FITC), and single-color controls if performing multicolor flow cytometry. For optimal results, analyze samples immediately after staining, but if necessary, cells can be fixed post-staining with 1-2% paraformaldehyde and stored at 4°C protected from light for up to 24 hours before analysis. When analyzing data, focus on the FITC channel (typically FL1, excitation ~488 nm, emission ~520 nm) and consider the nuclear localization when interpreting signal intensity distributions.
Verifying the specificity of FITC-conjugated WWP2 antibody is essential for ensuring reliable experimental results. Begin with a Western blot using positive control lysates from cell lines known to express WWP2, such as HepG2 or A549 cells . The WWP2 protein should be detected at approximately 110-115 kDa, which is the observed molecular weight , although the calculated molecular weight is 99 kDa . Perform a peptide competition assay by pre-incubating the antibody with excess immunizing peptide (recombinant human WWP2 protein, amino acids 145-367) before application to your samples; this should significantly reduce or eliminate specific staining.
For cellular applications, implement siRNA or CRISPR-mediated knockdown/knockout of WWP2 in your experimental system and confirm that the antibody signal diminishes proportionally to the reduction in WWP2 expression. This approach has been documented in at least 5 publications for WWP2 antibodies . Include isotype controls (rabbit IgG-FITC) at the same concentration as your primary antibody to identify any non-specific binding due to the antibody class.
For immunofluorescence applications, perform co-localization studies with another validated WWP2 antibody (from a different host species or targeting a different epitope) to confirm overlapping signals. Finally, test the antibody on cell lines or tissues with known differential expression of WWP2 to confirm that signal intensity correlates with expected expression levels. By implementing these verification steps, you can confidently establish the specificity of your FITC-conjugated WWP2 antibody before proceeding with critical experiments.
When working with FITC-conjugated WWP2 antibody, researchers may encounter several common issues that can affect experimental outcomes. One frequent problem is photobleaching of the FITC fluorophore, which reduces signal intensity over time. To mitigate this, minimize exposure to light during all experimental steps, use anti-fade mounting media for microscopy applications, and capture images promptly after preparation. If experiencing high background fluorescence, improve blocking conditions by increasing blocking agent concentration (BSA or serum) to 5-10%, extending blocking time to 1-2 hours, and adding 0.1-0.3% Triton X-100 to blocking solutions to reduce non-specific binding.
For weak or absent signals, first verify WWP2 expression in your samples using alternative methods like RT-PCR. Since WWP2 is primarily nuclear , ensure adequate permeabilization (try increasing Triton X-100 concentration to 0.5% or extending permeabilization time). Consider antigen retrieval methods for fixed tissues, such as citrate buffer (pH 6.0) or TE buffer (pH 9.0) treatments as recommended for related WWP2 antibodies . The antibody concentration may need optimization; try increasing the concentration if signal is weak, starting with the manufacturer's recommended dilution range and titrating as needed.
If experiencing non-specific binding, implement additional washing steps with 0.1% Tween-20 in PBS and consider including 0.1-0.2% BSA in wash buffers. For issues with cross-reactivity in multi-color immunofluorescence, ensure fluorophore spectra do not overlap significantly and include appropriate compensation controls. Finally, if antibody performance deteriorates over time, verify proper storage conditions (-20°C or -80°C) , avoid repeated freeze-thaw cycles by preparing small aliquots, and check the manufacturing date as antibodies typically remain stable for one year when properly stored .
Determining the optimal concentration of FITC-conjugated WWP2 antibody requires systematic titration experiments tailored to your specific application. Begin by consulting the manufacturer's recommended dilution ranges, which provide a starting point. For ELISA applications, which are documented for FITC-conjugated WWP2 antibodies , prepare a series of antibody dilutions (typically 1:500, 1:1000, 1:2000, 1:5000, and 1:10000) and test them against a constant amount of antigen. Plot signal-to-noise ratios against antibody dilutions to identify the concentration that provides maximum specific signal with minimal background.
For immunofluorescence microscopy, prepare a titration series typically starting at higher concentrations (1:20, 1:50, 1:100, 1:200, 1:500) based on dilution ranges documented for related WWP2 antibodies in IHC applications (1:20-1:200) . Include positive control samples (cell lines known to express WWP2, such as HepG2 or A549) and evaluate both signal intensity and background levels visually and through quantitative image analysis. For flow cytometry, a similar titration approach should be employed, evaluating the separation between positive and negative populations (measured as staining index) at different antibody concentrations.
It's important to perform these titrations using your specific experimental conditions (cell types, fixation methods, buffers) as these factors can significantly influence optimal antibody concentration. Once you identify the optimal dilution, validate it by testing for specificity using WWP2-knockdown or knockout samples if available. Remember that antibody lots may exhibit variability, so repeating titration experiments with new lots is advisable. Document all optimization parameters thoroughly in your laboratory protocols to ensure experimental reproducibility.
FITC conjugation introduces important performance considerations that differentiate these antibodies from their unconjugated counterparts. The conjugation process attaches fluorescein isothiocyanate molecules to lysine residues and N-terminal amino groups on the antibody, which can potentially affect antigen binding if conjugation occurs near the antigen-binding site. While manufacturers optimize conjugation protocols to minimize this risk, some reduction in affinity may occur compared to unconjugated versions. The direct fluorescent labeling eliminates the need for secondary antibody detection steps, reducing protocol complexity and potential cross-reactivity issues, particularly valuable in multi-color staining experiments.
FITC also has a pH-sensitive fluorescence (optimal at pH 8.0, significantly reduced below pH 7.0), which can affect results if experimental conditions alter pH. For quantitative applications, researchers should note that FITC-conjugated WWP2 antibodies are particularly suitable for flow cytometry and direct immunofluorescence but may not be optimal for applications requiring high sensitivity or signal amplification such as detecting small changes in WWP2 expression levels. When deciding between FITC-conjugated and unconjugated WWP2 antibodies, consider these performance differences alongside the specific requirements of your experimental system and detection methods.
Recent advances in research utilizing WWP2 antibodies have expanded our understanding of this E3 ubiquitin ligase's role in protein-protein interactions and signaling pathway regulation. WWP2 antibodies have been instrumental in co-immunoprecipitation (Co-IP) studies that have identified novel protein binding partners beyond previously established interactions . These studies have revealed WWP2's involvement in regulating transcription factors critical to cellular differentiation and cancer progression through targeted ubiquitination and subsequent proteasomal degradation.
In signaling pathway research, WWP2 antibodies have helped elucidate this protein's role in TGF-β signaling through its interactions with Smad proteins. Immunoprecipitation experiments using WWP2 antibodies have demonstrated that WWP2 can selectively target Smad proteins for ubiquitination, thereby regulating TGF-β signaling intensity and duration. This mechanistic understanding has implications for cancer research, as TGF-β signaling dysregulation is associated with tumor progression and metastasis.
Proximity ligation assays (PLA) incorporating WWP2 antibodies have enabled visualization of endogenous protein-protein interactions in situ, providing spatial and temporal information about WWP2's interactions with substrate proteins. This approach has revealed cell type-specific and stimulus-dependent interaction patterns that would be missed in traditional biochemical assays. Mass spectrometry analysis following WWP2 immunoprecipitation has identified novel ubiquitination substrates, expanding our understanding of WWP2's regulatory network.
Additionally, researchers are using WWP2 antibodies in chromatin immunoprecipitation (ChIP) experiments to investigate WWP2's potential direct involvement in transcriptional regulation at the chromatin level, suggesting functions beyond its established role in protein degradation. These advanced applications demonstrate how WWP2 antibodies continue to drive discoveries about this protein's multifaceted roles in cellular signaling networks and disease processes.
Integrating FITC-conjugated WWP2 antibody into multi-parameter analysis requires strategic experimental design to maximize information yield while maintaining assay integrity. For multi-color flow cytometry applications, combine the FITC-conjugated WWP2 antibody with antibodies against other proteins of interest labeled with spectrally distinct fluorophores such as PE (phycoerythrin), APC (allophycocyanin), or PE-Cy7. When designing these panels, consider that FITC emits at approximately 519 nm, so choose fluorophores with minimal spectral overlap and implement proper compensation controls. Since WWP2 is primarily nuclear , pair it with markers of cellular states or other transcriptional regulators for comprehensive phenotypic characterization.
For advanced imaging applications, FITC-conjugated WWP2 antibody can be incorporated into imaging mass cytometry (IMC) or multiplexed ion beam imaging (MIBI) workflows, allowing simultaneous detection of dozens of proteins on the same tissue section. In these approaches, the FITC fluorophore serves as a reporter for initial validation before transitioning to metal-tagged antibodies for high-dimensional analysis. For multiplexed immunofluorescence, implement sequential staining protocols with proper antibody stripping or use multiplexed immunofluorescence platforms like CODEX or Vectra that allow for 30-40 parameters on a single tissue section.
Computational analysis is essential for extracting meaningful insights from multi-parameter data. Apply dimensionality reduction techniques such as tSNE or UMAP to visualize high-dimensional relationships between WWP2 expression and other measured parameters. Unsupervised clustering algorithms can identify cell populations with distinct WWP2 expression patterns, while supervised machine learning approaches can correlate these patterns with biological outcomes. For spatial applications, implement neighborhood analysis to understand the relationship between WWP2-expressing cells and their microenvironment. This integration of FITC-conjugated WWP2 antibody into multi-parameter workflows enables comprehensive characterization of WWP2's role in complex biological systems, revealing insights that would be unattainable through single-parameter analysis.
In contrast, monoclonal WWP2 antibodies (not specifically mentioned in the search results but important for comparison) derive from a single B-cell clone, producing identical antibodies that recognize a single epitope. This homogeneity ensures consistent performance across different lots and typically offers higher specificity but potentially lower sensitivity than polyclonal alternatives. Monoclonal antibodies are particularly valuable for distinguishing between closely related protein isoforms or family members, which is relevant for WWP2 research given its reported four different isoforms .
Selecting the optimal WWP2 antibody for studying specific isoforms or post-translational modifications requires careful consideration of epitope location, validation data, and application compatibility. For isoform-specific detection, first identify the unique regions that distinguish the four reported WWP2 isoforms . Request detailed epitope information from manufacturers to determine whether their WWP2 antibodies target regions common to all isoforms or isoform-specific sequences. Antibodies recognizing the N-terminal C2 domain will detect different isoform patterns than those targeting the C-terminal HECT domain. When studying the canonical full-length WWP2 (870 amino acids) , ensure the antibody recognizes epitopes present in this form but potentially absent in truncated isoforms.
For investigating post-translational modifications (PTMs), such as phosphorylation or ubiquitination of WWP2 itself, modification-specific antibodies are required. Since standard WWP2 antibodies like the FITC-conjugated variants described detect the protein regardless of modification status, they are suitable as controls to determine total WWP2 levels but cannot distinguish modified forms. When studying WWP2's E3 ligase activity, consider antibodies that target the catalytic HECT domain or substrate-binding WW domains, as these regions are critical for function.
Validation is crucial: examine the supplier's data for evidence of specificity toward your isoform of interest. Western blot images should show bands at the expected molecular weights for targeted isoforms (canonical WWP2 appears at 110-115 kDa ). For PTM studies, look for validation using phosphatase treatment or site-directed mutagenesis of modification sites. Consider performing preliminary validation experiments comparing multiple antibodies' ability to detect your specific isoform or modification of interest. Cell lines with manipulated WWP2 expression (overexpression or knockdown) documented in publications using these antibodies provide valuable validation resources. The application compatibility is also important—while FITC-conjugated antibodies offer advantages for fluorescence applications, they may not be optimal for all experimental approaches needed in isoform or PTM characterization.
When evaluating different commercial sources of FITC-conjugated WWP2 antibodies, researchers should conduct a comprehensive assessment based on several critical criteria. Begin by examining the immunogen used to generate the antibody. Some antibodies target specific regions of WWP2, such as amino acids 145-367 , while others may target different epitopes. The immunogen's alignment with your research focus—whether on full-length WWP2 or specific domains—significantly impacts utility for your specific application.
Validation data quality varies substantially between vendors. Assess the comprehensiveness of validation methods employed, including Western blot results showing detection at the expected molecular weight (110-115 kDa for WWP2) , immunofluorescence images demonstrating the expected nuclear localization pattern , and ideally, verification using WWP2 knockdown or knockout controls. The number and quality of published citations using the antibody provides valuable insight into real-world performance; some WWP2 antibodies have extensive publication records across multiple applications .
Technical specifications comparison should include FITC conjugation method and degree of labeling (fluorophore-to-protein ratio), which affects brightness and potential impact on antibody binding. Examine the documented cross-reactivity profile—whether the antibody reacts only with human WWP2 or also with orthologues from research models like mouse or rat . For specialized applications, verify specific validated applications (ELISA, immunofluorescence, flow cytometry) with actual validation data rather than predicted reactivity.
Practical considerations include cost-effectiveness (price per experimental use based on recommended dilutions), quantity options (available unit sizes), and lead time for delivery. Finally, technical support quality can be critical when troubleshooting—suppliers offering comprehensive protocols, application specialists, and responsive customer service provide added value. By systematically evaluating these criteria, researchers can select the most appropriate FITC-conjugated WWP2 antibody for their specific research requirements.
WWP2 antibody research is increasingly revealing this E3 ubiquitin ligase's critical roles in disease pathogenesis and identifying potential therapeutic avenues. Studies utilizing WWP2 antibodies have demonstrated its involvement in cancer progression through regulation of key tumor suppressors and oncogenes. WWP2 has been shown to ubiquitinate and promote degradation of PTEN, a major tumor suppressor, suggesting that dysregulated WWP2 activity contributes to oncogenesis through enhanced PI3K/AKT signaling. Immunohistochemistry with WWP2 antibodies has revealed altered expression patterns in multiple cancer types, with potential diagnostic and prognostic significance.
In fibrotic disorders, WWP2 antibody-based research has uncovered its role in regulating TGF-β pathway components, which are central to fibrotic processes. By modulating Smad protein turnover, WWP2 influences the intensity and duration of pro-fibrotic signaling. Consequently, selective WWP2 inhibition represents a potential therapeutic strategy for conditions like pulmonary fibrosis, renal fibrosis, and liver cirrhosis. Experimental approaches using WWP2 antibodies for detection have been crucial in validating the effects of developing WWP2 inhibitors.
Neurological disorder research has benefited from WWP2 antibody applications revealing that this protein—initially identified as Atrophin-1 interacting protein 2 (AIP2) —may influence neurodegeneration processes through protein quality control pathways. The nuclear localization of WWP2 suggests involvement in transcriptional regulation of genes implicated in neuronal function and survival.
From a therapeutic development perspective, WWP2 antibody-based techniques are essential for screening and validating small molecule inhibitors targeting this E3 ligase. High-throughput assays incorporating fluorescent WWP2 antibodies enable rapid assessment of compounds that modulate WWP2 activity or expression. Additionally, researchers are exploring the potential of proteolysis-targeting chimeras (PROTACs) directed against WWP2, where antibodies play crucial roles in validating target engagement and degradation. As our understanding of WWP2's disease-specific functions expands through antibody-based research, more targeted therapeutic approaches can be developed for conditions where WWP2 dysregulation contributes to pathogenesis.
Recent technical advancements in antibody development have significantly enhanced the capabilities for studying WWP2 biology. Single B-cell cloning technologies have enabled the generation of highly specific monoclonal antibodies against defined WWP2 epitopes, allowing for more precise targeting of functional domains and improved consistency across experimental batches. This approach complements traditional polyclonal antibodies like the FITC-conjugated variants described in the search results , offering researchers complementary tools for different applications.
Recombinant antibody technology has emerged as a major advancement, producing WWP2 antibodies with precisely defined sequences through molecular biology techniques rather than animal immunization. This approach eliminates batch-to-batch variability inherent in traditional methods and allows for antibody engineering to enhance specificity, affinity, or stability. Some researchers are developing recombinant nanobodies (single-domain antibodies derived from camelid antibodies) against WWP2, which offer advantages including smaller size for accessing sterically hindered epitopes and improved tissue penetration.
Advanced conjugation chemistries have moved beyond traditional fluorophores like FITC to incorporate quantum dots, near-infrared fluorophores, and photoactivatable dyes that allow for super-resolution microscopy of WWP2 localization and dynamics. Site-specific conjugation methods ensure that the fluorophore attachment does not interfere with the antibody's antigen-binding region, potentially improving sensitivity compared to traditional random conjugation methods used for many commercial FITC-conjugated antibodies.
For studying WWP2's E3 ligase activity specifically, conformation-specific antibodies capable of distinguishing between active and inactive states of the HECT domain represent a significant advancement. These tools enable researchers to directly assess WWP2 activation status rather than merely detecting protein presence. Additionally, the development of intrabodies (intracellularly expressed antibody fragments) against WWP2 allows for real-time visualization of endogenous WWP2 in living cells and potential functional perturbation, offering insights into dynamic processes that traditional fixed-cell immunostaining cannot provide. These technical innovations collectively enable more sophisticated investigations into WWP2's complex biology and disease associations.
Emerging advances in imaging technologies are poised to dramatically enhance the research applications of FITC-conjugated WWP2 antibodies. Super-resolution microscopy techniques, including Structured Illumination Microscopy (SIM), Stimulated Emission Depletion (STED), and Single-Molecule Localization Microscopy (SMLM) methods like PALM and STORM, can overcome the diffraction limit of conventional fluorescence microscopy. These approaches enable visualization of WWP2's subcellular distribution with nanometer-scale resolution, potentially revealing previously undetectable organization patterns within the nucleus or associations with specific nuclear substructures. While FITC is not ideal for all super-resolution techniques due to its photobleaching characteristics, modified protocols or complementary fluorophores can address these limitations.
Live-cell imaging advancements are allowing researchers to track dynamic processes involving WWP2. By combining FITC-conjugated WWP2 antibody fragments with cell-penetrating peptides or electroporation delivery methods, researchers can monitor WWP2 translocation, complex formation, and degradation in real-time. These approaches complement traditional fixed-cell immunofluorescence by adding temporal dimension to spatial information. Lattice light-sheet microscopy offers another promising avenue, allowing for rapid 3D imaging with minimal phototoxicity, ideal for tracking WWP2 dynamics over extended periods.
Correlative Light and Electron Microscopy (CLEM) techniques enable researchers to first identify WWP2-positive structures using FITC fluorescence, then examine the same structures at ultrastructural resolution with electron microscopy. This approach provides contextual information about WWP2's association with specific subcellular compartments at nanometer resolution. Additionally, expansion microscopy physically enlarges specimens while maintaining relative spatial relationships, effectively increasing resolution of conventional microscopes when imaging FITC-labeled WWP2.
Multiplexed imaging technologies such as imaging mass cytometry and multiplexed ion beam imaging allow simultaneous detection of dozens of proteins including WWP2 in the same sample, providing unprecedented insights into WWP2's relationship with other cellular components in complex tissues. Finally, artificial intelligence and machine learning algorithms are enhancing image analysis capabilities, enabling automated identification of subtle patterns in WWP2 distribution and quantification of colocalization with potential interaction partners across large datasets, dramatically increasing the information yield from FITC-conjugated WWP2 antibody imaging studies.