RPIA Antibody,FITC conjugated

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Description

Definition and Target Specificity

The RPIA Antibody, FITC conjugated combines a polyclonal or monoclonal antibody specific to RPIA with the FITC fluorophore. RPIA (ribose 5-phosphate isomerase A) catalyzes the reversible conversion of ribose-5-phosphate to ribulose-5-phosphate, critical for nucleotide biosynthesis and redox balance . The FITC conjugate enables visualization of RPIA in assays via its excitation/emission peaks at 495 nm/525 nm .

Key Epitope and Reactivity

PropertyDetail
TargetRibose 5-phosphate isomerase A (RPIA)
Molecular Weight~33 kDa (human)
ReactivityHuman, mouse, rat
EpitopeDependent on antibody clonality (e.g., polyclonal antibodies may target multiple regions)

Applications and Protocols

FITC-conjugated RPIA antibodies are used in:

  • Immunofluorescence (IF/ICC): Localizes RPIA in fixed cells (e.g., HepG2 cells) at dilutions of 1:10–1:100 .

  • Western Blot (WB): Detects RPIA in lysates (e.g., HEK-293, MCF-7 cells) at 1:500–1:3000 dilutions .

  • Flow Cytometry: Quantifies RPIA expression in cell populations .

Recommended Workflow

  1. Sample Preparation: Fix and permeabilize cells/tissues.

  2. Antibody Incubation: Dilute FITC-conjugated RPIA antibody in PBS with 10% FBS .

  3. Detection: Use fluorescence microscopy or flow cytometry.

Performance Considerations

  • Labeling Impact: Excessive FITC conjugation reduces antigen-binding affinity and increases nonspecific staining . Optimal labeling indices balance sensitivity and specificity .

  • Controls Required: Include unstained samples and isotype-matched FITC conjugates to validate signal .

Research Findings

  • Disease Association: RPIA mutations are linked to ribose 5-phosphate isomerase deficiency, a rare metabolic disorder .

  • Therapeutic Relevance: RPIA is studied in cancer metabolism; its inhibition affects nucleotide synthesis in colorectal cancer cells .

Key Citations

StudyFinding
Lindner et al. (1997) Demonstrated epitope specificity for His-tag antibodies, a model for tagged RPIA detection.
Southern et al. (1991) Validated V5 epitope recognition, analogous to RPIA epitope mapping.
Biocompare (2008) Cataloged RPIA antibodies for WB and ELISA, emphasizing cross-species reactivity.

Limitations and Alternatives

  • Photoinstability: FITC fluorescence degrades under prolonged light exposure; use light-protected buffers .

  • Alternative Conjugates: PE or Alexa Fluor® dyes offer brighter signals for low-abundance RPIA .

Product Specs

Buffer
Preservative: 0.03% Proclin 300
Constituents: 50% Glycerol, 0.01M PBS, pH 7.4
Form
Liquid
Lead Time
We typically dispatch orders within 1-3 business days of receipt. Delivery times may vary based on the shipping method and destination. Please contact your local distributor for specific delivery timeframes.
Synonyms
EC 5.3.1.6 antibody; MGC103524 antibody; Phosphoriboisomerase A antibody; Phosphoriboisomerase antibody; Ribose 5 phosphate isomerase antibody; ribose 5-phosphate epimerase antibody; ribose 5-phosphate isomerase A antibody; Ribose-5-phosphate isomerase antibody; RPI antibody; rpiA antibody; RPIA_HUMAN antibody; zgc:103524 antibody
Target Names
RPIA
Uniprot No.

Target Background

Gene References Into Functions
  1. The results align with a model where RPIA suppresses autophagy and LC3 processing through modulation of redox signaling. PMID: 27328773
  2. CRC cells overexpressing miR124 or with knockdown of RPIA or PRPS1 exhibited reduced DNA synthesis and proliferation. Conversely, cells treated with an inhibitor of miR124 demonstrated significantly increased DNA synthesis, proliferation, and colony formation. PMID: 26248089
  3. An in silico comparative analysis of the genomes of Leishmania major and Homo sapiens identified ribose 5-phosphate isomerase (R5PI) as a promising molecular target. PMID: 25528729
  4. This study provides insights into the molecular mechanisms underlying oncogenesis in hepatocellular carcinoma induced by RPIA overexpression. PMID: 25429733
  5. RPI represents the second known inborn error in the reversible phase of the pentose-phosphate pathway, confirming that defects in pentose and polyol metabolism constitute a novel area of inborn metabolic disorders. PMID: 14988808

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Database Links

HGNC: 10297

OMIM: 180430

KEGG: hsa:22934

STRING: 9606.ENSP00000283646

UniGene: Hs.469264

Involvement In Disease
Ribose 5-phosphate isomerase deficiency (RPID)
Protein Families
Ribose 5-phosphate isomerase family

Q&A

What is RPIA and why is it significant in research?

Ribose-5-Phosphate Isomerase A (RPIA) is an enzyme involved in the pentose phosphate pathway, playing a crucial role in cellular metabolism. Research indicates that changes in RPIA expression can significantly impact NADPH levels and oxidative stress tolerance. Studies have shown that knockdown of rpia-1 results in higher NADPH levels and elevated tolerance to oxidative stress, suggesting its importance in cellular redox balance and potential implications for aging and disease research . As a metabolic enzyme, RPIA represents a valuable target for immunological detection in various experimental contexts, particularly in studies examining metabolic pathway regulation, stress responses, and disease mechanisms.

What is FITC conjugation and why is it used with antibodies?

FITC (fluorescein isothiocyanate) conjugation refers to the chemical attachment of the fluorescent dye FITC to antibodies, creating fluorescently labeled immunological reagents. This conjugation process typically involves reacting FITC with primary amine groups on antibodies under controlled pH conditions. Researchers use FITC-conjugated antibodies primarily for fluorescence detection techniques such as flow cytometry and immunofluorescence microscopy.

The FITC fluorophore has excitation/emission maxima wavelengths of approximately 495 nm / 524 nm, producing a bright green fluorescence when excited with the appropriate wavelength light . FITC conjugation enables visual or quantitative detection of target proteins in cellular and tissue samples while preserving the antibody's binding specificity, making it a versatile tool for protein localization and quantification studies.

How do FITC-conjugated RPIA antibodies compare to other detection methods?

FITC-conjugated RPIA antibodies offer several advantages over alternative detection methods:

Detection MethodSensitivityMultiplexingLive Cell ApplicationQuantificationSpatial Resolution
FITC AntibodiesHighGood (compatible with other fluorophores)Limited (fixed cells preferred)Semi-quantitativeHigh (subcellular)
Western BlottingModeratePoorNot possibleSemi-quantitativeNone (lysate-based)
ELISAVery HighPoorNot possibleHighly quantitativeNone (lysate-based)
Mass SpectrometryVery HighExcellentNot possibleHighly quantitativeNone (lysate-based)

What is the optimal procedure for storing FITC-conjugated antibodies?

For maximum stability and performance of FITC-conjugated antibodies, proper storage is critical:

  • Temperature: Store at 2-8°C and do not freeze, as freezing can damage the conjugate and affect fluorescence properties .

  • Light exposure: Protect from light using amber vials or by wrapping containers in aluminum foil to prevent photobleaching of the FITC fluorophore.

  • Buffer conditions: Most commercial FITC-conjugated antibodies are provided in buffers containing stabilizers such as BSA (typically 20 mg/ml) and preservatives like 0.02% sodium azide .

  • Lyophilization: Some FITC-conjugated antibodies are supplied in lyophilized form from PBS with trehalose (4%) as a cryoprotectant .

  • Working solutions: After reconstitution or dilution, use within a short timeframe (manufacturer's recommendations typically suggest 1-2 weeks) to maintain optimal signal intensity.

When properly stored, most FITC-conjugated antibodies maintain activity for at least 12 months, though signal intensity may gradually decrease over time due to natural degradation of the fluorophore.

What are the optimal conditions for conjugating FITC to RPIA antibodies in-house?

For researchers performing in-house FITC conjugation to RPIA antibodies, the following optimized protocol based on empirical research provides the best results:

Optimal Conjugation Parameters:

  • pH: 9.5 (carbonate-bicarbonate buffer)

  • Temperature: Room temperature (20-25°C)

  • Initial protein concentration: 25 mg/ml

  • Reaction time: 30-60 minutes for maximal labeling

  • FITC quality: Use high-purity FITC to achieve consistent results

The fluorescein/protein (F/P) ratio is critical for optimal performance. According to experimental data, maximal labeling is achieved more rapidly at higher temperatures, higher pH values, and higher protein concentrations . The separation of optimally labeled antibodies from under- and over-labeled proteins is best achieved using gradient DEAE Sephadex chromatography, which allows isolation of antibodies with ideal F/P ratios .

It's important to note that electrophoretically distinct IgG molecules have shown similar affinity for FITC, and research has demonstrated a correlation between antibody activity in fluorescent techniques and precipitation techniques .

How can I troubleshoot weak or non-specific signals when using FITC-conjugated RPIA antibodies?

When experiencing weak or non-specific signals with FITC-conjugated RPIA antibodies, consider the following systematic troubleshooting approach:

For weak signals:

  • Antibody degradation: Check fluorescence intensity of the stock antibody solution using a spectrofluorometer. FITC has excitation/emission maxima at approximately 495/524 nm .

  • Low target expression: Validate RPIA expression levels in your experimental system using alternative methods such as Western blotting .

  • Insufficient permeabilization: For intracellular targets like RPIA, optimize membrane permeabilization protocols to ensure antibody access.

  • Suboptimal F/P ratio: Over-labeled antibodies may exhibit decreased binding capacity due to fluorophore interference with binding sites .

For non-specific signals:

  • Cross-reactivity: Confirm antibody specificity using appropriate controls, including RPIA knockout or knockdown samples .

  • Fc receptor binding: Include blocking steps with serum matching the host species of your cells before antibody incubation.

  • Autofluorescence: Include unstained controls and consider autofluorescence quenching techniques or spectral unmixing.

  • Buffer incompatibilities: Some buffer components can interfere with FITC fluorescence or antibody binding; test alternative buffer systems.

Systematic investigation of these factors, combined with appropriate positive and negative controls, will help identify and resolve most signal issues.

How can I optimize FITC-conjugated RPIA antibodies for multi-parameter flow cytometry?

Optimizing FITC-conjugated RPIA antibodies for multi-parameter flow cytometry requires careful consideration of several technical factors:

Panel Design Considerations:

  • Spectral overlap: FITC (495/524 nm) overlaps significantly with PE and other green fluorophores. Use appropriate compensation controls and consider brightness hierarchy when designing panels.

  • Titration: Determine the optimal antibody concentration by titration to achieve maximum signal-to-noise ratio. For intracellular proteins like RPIA, higher concentrations may be needed compared to surface markers.

  • Fixation effects: Evaluate different fixation protocols, as some can affect FITC brightness. Paraformaldehyde at 2-4% is typically suitable for maintaining FITC fluorescence.

  • Buffer additives: Some flow cytometry buffers contain components that can enhance FITC stability and brightness, such as protein carriers or anti-fade agents.

Protocol Optimization:

  • For intracellular RPIA detection, test different permeabilization reagents (saponin, Triton X-100, methanol) to optimize access while preserving cellular structure.

  • Consider performing a kinetic analysis of antibody binding to determine optimal incubation times.

  • When analyzing cells with high metabolic activity that might affect RPIA expression, standardize culture conditions and cell preparation protocols.

For multi-color panels, placing FITC on targets with intermediate-to-high expression (like RPIA in metabolically active cells) allows for better resolution of the positive population.

What approaches can be used to study RPIA function using FITC-conjugated antibodies in combination with genetic manipulation?

Combining FITC-conjugated RPIA antibodies with genetic manipulation offers powerful approaches for investigating RPIA function:

RNA Interference Studies:
Research has demonstrated that RNAi-mediated knockdown of rpia-1 results in higher NADPH levels and elevated tolerance to oxidative stress . When conducting similar experiments:

  • Verify knockdown efficiency using FITC-conjugated RPIA antibodies via flow cytometry or immunofluorescence microscopy.

  • Design appropriate controls using empty vector or non-targeting RNAi constructs.

  • Implement both whole-life (embryonic stage onward) and adult-only treatment protocols to distinguish developmental from adult-specific effects .

Overexpression Studies:
For RPIA overexpression experiments:

  • Generate overexpression constructs containing full-length RPIA sequences under appropriate promoters .

  • Use FITC-conjugated RPIA antibodies to confirm increased protein expression.

  • Consider co-expression with differentially colored fluorescent markers to identify transfected/transformed cells.

Functional Correlation:

  • Combine FITC-RPIA antibody staining with functional assays such as NADPH level measurements or oxidative stress tolerance tests to establish structure-function relationships .

  • Implement co-staining protocols with markers of cellular stress or metabolism to identify pathway intersections.

This integrated approach provides both visualization and quantification of RPIA expression levels while simultaneously assessing functional outcomes of genetic manipulation.

How does FITC conjugation affect RPIA antibody binding affinity and specificity?

FITC conjugation can impact antibody performance through several mechanisms:

Effects on Binding Properties:

  • F/P ratio impact: The number of FITC molecules conjugated per antibody (F/P ratio) critically affects performance. Optimal F/P ratios typically range from 3-8 FITC molecules per antibody. Over-labeling (F/P >10) can significantly reduce binding affinity due to steric hindrance or modification of binding site residues .

  • Lysine modification: FITC primarily conjugates to lysine residues. If these are located near or within the antigen-binding region, conjugation may directly interfere with antigen recognition.

  • Charge alterations: FITC conjugation introduces negative charges that can alter the antibody's isoelectric point and potentially impact binding kinetics.

Studies have shown that when using purified IgG obtained by DEAE Sephadex chromatography and high-quality FITC, properly optimized conjugation conditions (pH 9.5, room temperature, 25 mg/ml initial protein concentration) can preserve most of the antibody's original binding characteristics . The correlation between antibody activity in fluorescent and precipitation techniques suggests that well-optimized conjugation preserves functional activity .

For RPIA antibodies specifically, it's advisable to compare unconjugated and FITC-conjugated versions in parallel experiments when first establishing protocols to ensure targeting specificity is maintained.

What are the comparative advantages of FITC versus other fluorophores for RPIA detection?

When selecting fluorophores for RPIA antibody conjugation, researchers should consider these comparative characteristics:

FluorophoreEx/Em (nm)BrightnessPhotostabilitypH SensitivitySizeCost
FITC495/524 MediumLowHighSmallLow
Alexa Fluor 488495/519HighHighLowSmallHigh
PE (R-Phycoerythrin)496/578 Very HighMediumMediumLargeHigh
FITC Plus495/524 HighMediumMediumSmallMedium

FITC Advantages:

  • Well-established conjugation protocols with extensive literature support

  • Economical compared to newer fluorophores

  • Small size minimizes interference with antibody function

  • Compatible with standard FITC filter sets on most instruments

FITC Limitations:

  • More prone to photobleaching than newer fluorophores

  • Significant pH sensitivity (fluorescence decreases below pH 7)

  • Less brightness compared to PE or Alexa Fluor dyes

What fixation and permeabilization protocols best preserve FITC fluorescence while enabling intracellular RPIA detection?

Optimizing fixation and permeabilization for intracellular RPIA detection requires balancing structural preservation, antibody accessibility, and FITC fluorescence maintenance:

Recommended Fixation Protocols:

  • Paraformaldehyde fixation: 2-4% PFA for 10-15 minutes at room temperature provides good structural preservation while maintaining FITC fluorescence.

  • Methanol fixation: Not recommended for FITC as it can reduce fluorescence intensity, though it may provide better access to some intracellular epitopes.

  • Hybrid approaches: Sequential PFA (2%, 10 min) followed by methanol (-20°C, 5 min) can sometimes provide optimal results for challenging intracellular targets.

Permeabilization Optimization:

  • Saponin (0.1-0.5%): Gentle permeabilization that allows antibody access while minimizing leakage of soluble proteins. Ideal for most intracellular applications.

  • Triton X-100 (0.1-0.2%): More aggressive permeabilization that ensures good antibody penetration but may disrupt some cellular structures.

  • Digitonin (0.01-0.05%): Selective permeabilization of plasma membrane while leaving nuclear membranes intact, useful for distinguishing cytoplasmic vs. nuclear RPIA localization.

Buffer Considerations:

  • Maintain pH between 7.2-8.0 throughout all steps to preserve FITC fluorescence

  • Include protein (1-3% BSA) in all buffers to reduce non-specific binding

  • Consider antifade reagents for extended imaging studies

The optimal protocol should be empirically determined for each experimental system, as RPIA localization and accessibility may vary between cell types and physiological states.

How can FITC-conjugated RPIA antibodies be used to investigate metabolic pathway alterations?

FITC-conjugated RPIA antibodies provide powerful tools for investigating metabolic pathway alterations, particularly within the pentose phosphate pathway (PPP):

Research Applications:

  • Stress Response Studies: RPIA is implicated in cellular responses to oxidative stress. Research has shown that reduced RPIA expression leads to higher NADPH levels and increased oxidative stress tolerance . FITC-conjugated RPIA antibodies can quantify changes in RPIA expression during oxidative stress response, allowing correlation with functional outcomes.

  • Metabolic Flux Analysis: By combining FITC-RPIA staining with metabolic inhibitors or substrates, researchers can track how RPIA protein levels correlate with PPP activity and NADPH production.

  • Disease Models: RPIA dysregulation has been implicated in various pathological conditions. FITC-conjugated antibodies enable high-resolution imaging or flow cytometric analysis of RPIA expression patterns in disease models.

Experimental Design Considerations:

  • Include appropriate metabolic controls (e.g., glucose deprivation, oxidative stress inducers)

  • Combine with functional readouts such as NADPH/NADP+ ratio measurements

  • Consider co-staining with other PPP enzymes to build a comprehensive pathway analysis

  • Implement comparative analysis between different cell types or tissues to identify tissue-specific metabolic adaptations

This approach provides both visual and quantitative data on RPIA's role in metabolic regulation and adaptation.

What are the most effective controls when using FITC-conjugated RPIA antibodies in research?

Implementing rigorous controls is essential for generating reliable data with FITC-conjugated RPIA antibodies:

Essential Control Types:

  • Specificity Controls:

    • Genetic knockdown/knockout: Samples with RNAi-mediated knockdown or CRISPR-based knockout of RPIA provide the gold standard negative control

    • Blocking peptide controls: Pre-incubation of FITC-RPIA antibody with excess immunizing peptide should abolish specific staining

    • Isotype controls: FITC-conjugated non-specific antibodies of the same isotype and host species (e.g., rabbit polyclonal IgG-FITC for rabbit anti-RPIA-FITC)

  • Technical Controls:

    • Unstained samples: Essential for setting background fluorescence levels

    • Single-color controls: Required for compensation in multi-parameter experiments

    • FMO (Fluorescence Minus One): Particularly important when RPIA is part of a multi-color panel

  • Biological Controls:

    • Expression validation: Parallel detection using an alternative method (e.g., Western blot with unconjugated RPIA antibody)

    • Physiological modulation: Samples with known upregulation or downregulation of RPIA (e.g., oxidative stress conditions)

    • Cross-species reactivity: When working with non-human samples, verify antibody reactivity with the target species

Control Implementation Strategy:
Include controls in each experiment rather than relying on historical data, as antibody performance can vary between lots and experimental conditions. Document the specific amino acid region targeted by your RPIA antibody (e.g., AA 181-207 ), as different epitopes may show different accessibility in various applications.

How can FITC-conjugated RPIA antibodies be integrated into multi-omics experimental workflows?

Integrating FITC-conjugated RPIA antibodies into multi-omics experimental workflows enhances the depth of metabolic pathway analysis:

Integration Strategies:

  • Single-Cell Integration:

    • Workflow: FITC-RPIA flow cytometry → FACS isolation of RPIA-high/low populations → single-cell RNA-seq or proteomics

    • Advantage: Correlates RPIA protein levels with transcriptomic or proteomic profiles at single-cell resolution

    • Application: Identifying regulatory networks associated with RPIA expression levels

  • Spatial Omics Integration:

    • Workflow: FITC-RPIA immunofluorescence → image analysis → laser microdissection of regions with distinct RPIA expression → spatial transcriptomics/proteomics

    • Advantage: Maps RPIA expression patterns to tissue microenvironments and associated molecular profiles

    • Application: Understanding tissue-specific metabolic compartmentalization

  • Functional Metabolomics Integration:

    • Workflow: FITC-RPIA quantification → correlation with metabolite measurements (e.g., NADPH levels , pentose phosphate pathway intermediates)

    • Advantage: Links RPIA protein levels directly to metabolic pathway outputs

    • Application: Validating metabolic consequences of RPIA modulation

Data Integration Considerations:

  • Implement appropriate normalization strategies across different data types

  • Develop computational pipelines that can correlate fluorescence intensity data with omics datasets

  • Consider time-resolved experiments to capture dynamic relationships between RPIA expression and downstream effects

  • Include sufficient biological replicates to power multi-omics statistical analyses

This integrated approach provides comprehensive insights into how RPIA functions within broader cellular networks and metabolic pathways.

What novel research applications are emerging for FITC-conjugated antibodies against metabolic enzymes like RPIA?

Several innovative research applications are emerging for FITC-conjugated antibodies targeting metabolic enzymes like RPIA:

Emerging Applications:

  • Live-Cell Metabolic Imaging:

    • Development of cell-permeable FITC-conjugated nanobodies or VHH domains against RPIA for real-time monitoring of enzyme dynamics in living cells

    • Application of SNAP-tag or HaloTag technologies combined with FITC-labeled substrates for selective labeling of RPIA in living systems

  • Super-Resolution Microscopy:

    • Implementation of FITC-conjugated RPIA antibodies in techniques like STORM, PALM, or STED to visualize subcellular metabolic compartmentalization at nanoscale resolution

    • Investigation of RPIA interaction with other pentose phosphate pathway enzymes using multi-color super-resolution approaches

  • Microfluidic Applications:

    • Integration of FITC-RPIA detection in organ-on-chip platforms to monitor metabolic adaptations under controlled microenvironmental conditions

    • Development of droplet-based single-cell analysis systems that combine FITC-RPIA quantification with downstream functional assays

  • Clinical Research Applications:

    • Exploration of RPIA as a potential biomarker in metabolic disorders, using FITC-conjugated antibodies for high-throughput flow cytometric analysis of patient samples

    • Development of companion diagnostic approaches using FITC-RPIA antibodies to identify patient subgroups for metabolic intervention strategies

These emerging applications represent the cutting edge of research utilizing fluorescently labeled antibodies against metabolic enzymes, pushing beyond traditional immunodetection toward dynamic, high-resolution, and functionally integrated approaches.

What are the key considerations for selecting and validating FITC-conjugated RPIA antibodies for specific research applications?

When selecting and validating FITC-conjugated RPIA antibodies for your research, consider these essential factors:

Selection Criteria:

  • Epitope specificity: Identify which region of RPIA the antibody targets (e.g., AA 181-207, AA 1-237) and assess whether this region is conserved in your species of interest.

  • Validation data: Review available validation data for your specific application (e.g., flow cytometry, immunofluorescence microscopy).

  • F/P ratio: For optimal performance, select antibodies with appropriate fluorescein/protein ratios, typically between 3-8 .

  • Host species compatibility: Consider compatibility with other antibodies in multi-color panels and potential host species reactivity in your experimental system.

  • Clonality: Monoclonal antibodies typically offer higher specificity but may be sensitive to epitope masking, while polyclonal antibodies provide broader epitope recognition but potentially higher background.

Validation Strategy:

  • Positive and negative controls: Include samples with known RPIA expression levels, ideally including genetic knockdown or knockout controls .

  • Orthogonal methods: Validate RPIA detection with independent methods such as Western blotting or mass spectrometry.

  • Antibody titration: Determine optimal concentration for your specific application to maximize signal-to-noise ratio.

  • Cross-reactivity testing: Assess potential cross-reactivity with related proteins, particularly in multiplex applications.

By systematically addressing these considerations, researchers can ensure reliable and reproducible results when using FITC-conjugated RPIA antibodies in their experimental workflows.

How is the field of FITC-conjugated antibody technology evolving for metabolic research?

The field of FITC-conjugated antibody technology for metabolic research is evolving rapidly, with several notable trends:

Technological Advancements:

  • Enhanced FITC derivatives: Development of FITC Plus and other improved derivatives with higher brightness and photostability while maintaining the advantages of traditional FITC .

  • Site-specific conjugation: Evolution from random lysine-based conjugation to site-specific methods that preserve binding affinity and ensure consistent F/P ratios .

  • Miniaturized binding domains: Increasing use of nanobodies, single-domain antibodies, and recombinant binding fragments conjugated to FITC for improved tissue penetration and reduced immunogenicity .

  • Multiplex capabilities: Development of FITC-compatible multiplexing technologies that allow simultaneous detection of multiple metabolic enzymes in single samples.

Application Trends:

  • Systems biology approaches: Integration of FITC-conjugated antibodies against multiple metabolic enzymes to map pathway dynamics and cross-regulation.

  • Translational applications: Movement toward clinical research applications, particularly in metabolic disorders and cancer metabolism.

  • Quantitative imaging: Implementation of calibration standards and image analysis algorithms for more precise quantification of FITC signals in relation to absolute protein expression levels.

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