RFWD2 Antibody

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Description

Introduction to RFWD2 Antibody

RFWD2 antibody is designed to detect and quantify the RFWD2 protein, a RING finger-containing E3 ubiquitin ligase involved in ubiquitination-mediated degradation of substrates like p53, P27, and β-catenin . Overexpression of RFWD2 is linked to tumor progression in cancers such as multiple myeloma (MM), hepatocellular carcinoma, and colorectal cancer, making this antibody essential for oncological research .

Functional Roles in Cancer

RFWD2 exhibits dual roles depending on cancer type:

  • Oncogenic Activity:

    • Promotes proliferation in MM, hepatocellular carcinoma, and leukemia by degrading tumor suppressors like P27 .

    • Amplification of RFWD2 correlates with poor prognosis in MM (median OS: 3.2 vs. 5.8 years in high vs. low expressers) .

  • Tumor-Suppressive Activity:

    • Downregulated in gastric and renal cell carcinomas, where its loss accelerates metastasis .

4.1. Mechanism of Action

  • RFWD2 knockdown reduces MM cell growth by 60–70% (P < 0.05) and increases apoptosis markers (cleaved Caspase-3, PARP) .

  • Regulates P27 ubiquitination via interaction with RCHY1, bypassing p53 pathways .

4.2. In Vivo Efficacy

  • Silencing RFWD2 in BTZ-resistant MM xenografts reduces tumor mass by 50% and restores drug sensitivity .

Therapeutic Implications

Targeting RFWD2 shows promise for:

  • Overcoming Drug Resistance: Blocks proteasome inhibitor resistance in MM .

  • Precision Oncology: High RFWD2 expression predicts relapse risk (HR = 2.1; P = 0.0096) .

Clinical and Prognostic Significance

RFWD2 overexpression correlates with adverse clinical parameters in MM:

Clinical ParameterHigh RFWD2 (%)Low RFWD2 (%)P Value
β2-Microglobulin ≥4 mg/L42.525.40.001
Hemoglobin <10 g/dL31.118.80.009
Chromosomal Abnormalities40.329.70.044

These metrics validate RFWD2 as a biomarker for aggressive disease .

Product Specs

Buffer
PBS with 0.1% Sodium Azide, 50% Glycerol, pH 7.3. Store at -20°C. Avoid repeated freeze-thaw cycles.
Lead Time
Typically, we can ship your orders within 1-3 business days after receiving them. Delivery times may vary depending on the purchasing method or location. Please consult your local distributors for specific delivery times.
Synonyms
COP1; RFWD2; RNF200; E3 ubiquitin-protein ligase COP1; Constitutive photomorphogenesis protein 1 homolog; hCOP1; RING finger and WD repeat domain protein 2; RING finger protein 200; RING-type E3 ubiquitin transferase RFWD2
Target Names
Uniprot No.

Target Background

Function
RFWD2 (RING finger protein with WD40 domains 2) is an E3 ubiquitin ligase that plays a crucial role in regulating the ubiquitination and subsequent proteasomal degradation of target proteins. E3 ubiquitin ligases receive ubiquitin from an E2 ubiquitin-conjugating enzyme in the form of a thioester and directly transfer the ubiquitin to target substrates. RFWD2 is involved in the ubiquitination and degradation of various proteins, including JUN, p53 (TP53), 14-3-3 protein sigma/SFN, MTA1, and CEBPA.

RFWD2 is directly involved in the ubiquitination and degradation of p53, thus inhibiting p53-dependent transcription and apoptosis. It ubiquitinates p53 independently of MDM2 or RCHY1. RFWD2 likely mediates its E3 ubiquitin ligase activity by acting as the essential RING domain subunit of larger E3 complexes. However, it does not serve as the catalytic RING subunit in the DCX DET1-COP1 complex responsible for negatively regulating JUN, where RBX1 mediates the ubiquitin ligase activity.

Furthermore, RFWD2 participates in the ubiquitination and proteasomal degradation of 14-3-3 protein sigma/SFN, leading to AKT activation and promotion of cell survival. It also ubiquitinates MTA1, resulting in its proteasomal degradation. Upon binding to TRIB1, RFWD2 ubiquitinates CEBPA, which lacks a canonical COP1-binding motif.
Gene References Into Functions
  1. Overexpression of COP1 (a component of the DET1-COP1 complex) inhibits p53 expression induced by fludarabine and promotes ubiquitin-mediated p53 degradation in chronic lymphocytic leukemia cells. PMID: 30423551
  2. miR-103 blocks the PI3K/AKT signaling pathway by regulating COP1. These findings indicate that miR-103 is upregulated in drug-resistant cells and may regulate Adriamycin (ADR)-resistance by regulating COP1 in AML cells. PMID: 29058777
  3. COP1 regulates human breast cancer cell proliferation and apoptosis in a p53-dependent manner. The COP1-mediated degradation of p53 regulates cancer cell growth and apoptosis. PMID: 29516369
  4. COP1 may play a role in promoting glioma cell proliferation by interacting with and downregulating the tumor suppressor p53 rather than the oncogenic protein c-JUN. PMID: 27534417
  5. COP1 forms a complex with the p53 protein and plays a role in p53 downregulation. PMID: 29379285
  6. Mtp53 prevents the COP1/DET1 complex from ubiquitinating ETS2 and thereby marking it for destruction. Mtp53 destabilizes DET1 and disrupts the DET1/ETS2 complex, preventing ETS2 degradation. PMID: 26871468
  7. STK40 binds to the COP1 WD40 domain using a VPD/E motif in its C-terminal tail. PMID: 28089446
  8. miR-214 functions as a tumor suppressor by regulating the RFWD2-p53 cascade, suggesting that delivery of miR-214 analogs could be a potential adjunct therapy in breast cancer harboring wild-type p53. PMID: 27422604
  9. The reduced expression of COP1 and the upregulated expression of ETV1 in RCC tissue samples were associated with a high tumor-node-metastasis (TNM) stage of RCC. Overexpression of COP1 in the RCC ACHN cells inhibited the migration and invasion of ACHN cells and downregulated ETV1 and MMP7 expression levels. PMID: 27278120
  10. COP1 expression was an independent predictor of overall survival. PMID: 26753957
  11. Protein level changes lead to increased sensitivity towards cisplatin treatment, implying that huCOP1 plays a positive role in maintaining genome integrity in human keratinocytes. PMID: 27995412
  12. The present study revealed that COP1 plays a significant role in CLL cell proliferation and tumorigenicity and may be a useful indicator of chronic lymphocytic leukemia processes. PMID: 26717976
  13. COP1 directly interacts with p27 through a VP motif on p27 and functions as an E3 ligase of p27 to accelerate the ubiquitin-mediated degradation of p27. Deregulation of the COP1-p27 axis is involved in tumorigenesis. PMID: 26254224
  14. COP1 overexpression leads to the cytoplasmic distribution of p27, thereby accelerating p27 degradation. PMID: 25945542
  15. COP1 negatively regulates ETV1 in patients with triple-negative breast cancer. PMID: 25884720
  16. Changes in the expression of fast-responding early genes are modulated by huCOP1 in keratinocytes upon UVB irradiation. PMID: 25169772
  17. Phosphorylation of the ETS1 and ETS2 transcriptional oncoproteins at specific serine or threonine residues creates binding sites for the COP1 tumor suppressor protein. PMID: 25117710
  18. While the role of COP1 in malignancies is controversial, our current data support that COP1 acts as a tumor suppressor in gastric cancer. PMID: 23933908
  19. Co-expressing COP1 and active GSK3beta blocked in vitro cell growth/migration and in vivo metastasis of invasive breast cancer cells. PMID: 24027432
  20. COP1 physically interacted with PTP1B and suppressed PTP1B phosphatase activity as well as the association of PTP1B with IRbeta. PMID: 23439647
  21. Modulation of fatty acid synthase degradation by concerted action of p38 MAP kinase, E3 ligase COP1, and SH2-tyrosine phosphatase Shp2. PMID: 23269672
  22. High levels of COP1 expression are associated with poor prognosis in primary gastric cancer. PMID: 23091414
  23. Data define the subcellular localization and regulation of COP1 after DNA damage and provide a mechanistic explanation for the notion that 14-3-3sigma's impact on the inhibition of p53 E3 ligases is an important step for p53 stabilization after DNA damage. PMID: 20843328
  24. Data suggest that the CSN6-COP1 axis is involved in 14-3-3sigma degradation, and that deregulation of this axis will promote cell growth and tumorigenicity. PMID: 21625211
  25. The ubiquitin ligase COP1 (also known as RFWD2) is a tumor suppressor that negatively regulates ETV1, ETV4, and ETV5. ETV1, which is mutated in prostate cancer more often, was degraded after being ubiquitinated by COP1. PMID: 21572435
  26. MDM2, MDMX, Pirh2, and COP1 might inhibit p53 activity synergistically in vivo. PMID: 20333547
  27. RFWD2 is associated with acute lung injury in mice. PMID: 21297076
  28. Increased COP1 is associated with hepatocellular carcinoma. PMID: 20959491
  29. COP1 contributes to UVB-induced signaling in human keratinocytes. PMID: 19741714
  30. DET1 promotes ubiquitination and degradation of c-Jun by assembling a multisubunit ubiquitin ligase containing DNA Damage Binding Protein-1 (DDB1), cullin 4A (CUL4A), Regulator of Cullins-1 (ROC1), and constitutively photomorphogenic-1. PMID: 14739464
  31. The tumor-suppressor protein p53 is a COP1-interacting protein; COP1 is a critical negative regulator of p53. PMID: 15103385
  32. Results suggest that overexpression of COP1 contributes to the accelerated degradation of the p53 protein in cancers and attenuates the tumor suppressor function of p53. PMID: 15492238
  33. In response to DNA damage, ATM phosphorylated COP1 on Ser(387) and stimulated a rapid autodegradation mechanism; ionizing radiation triggered an ATM-dependent movement of COP1 from the nucleus to the cytoplasm. PMID: 16931761
  34. Dynamic changes of the COP1/COP1D ratio provide an additional level of regulation of the half-life of the substrates of this E3 ligase under homeostatic or pathological conditions. PMID: 17968316
  35. COP1 binds FoxO1, enhances its ubiquitination, and promotes its degradation via the ubiquitin-proteasome pathway. PMID: 18815134
  36. Disruption of the COP1-mediated proteolysis by ionizing radiation leads to MTA1 stabilization. PMID: 19805145
  37. The ubiquitin ligase COP1 is a critical negative regulator of p53 and transcriptionally inducible by p53. PMID: 15103385

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Database Links

HGNC: 17440

OMIM: 608067

KEGG: hsa:64326

STRING: 9606.ENSP00000356641

UniGene: Hs.523744

Protein Families
COP1 family
Subcellular Location
Nucleus speckle. Cytoplasm. Note=In the nucleus, it forms nuclear speckles.
Tissue Specificity
Ubiquitously expressed at low level. Expressed at higher level in testis, placenta, skeletal muscle and heart.

Q&A

What is RFWD2 and what are its primary cellular functions?

RFWD2 (also known as COP1) is an E3 ubiquitin ligase that plays crucial roles in protein degradation pathways. It regulates multiple cellular processes including cell cycle progression, cell growth, and apoptosis. RFWD2 has been identified as an important regulator in the ubiquitin-proteasome system, where it targets specific proteins for degradation. In multiple myeloma, RFWD2 has been shown to control cellular proliferation via regulating the degradation of P27 rather than P53, and it mediates P27 ubiquitination by interacting with RCHY1 . Additionally, RFWD2 plays a significant role in developmental processes, particularly in lung branching morphogenesis through protein-level regulation of transcription factors .

What are the key specifications of commercially available RFWD2 antibodies?

Commercial RFWD2 antibodies are typically available as rabbit polyclonal antibodies that recognize human, mouse, and rat RFWD2. For example, the DF4023 RFWD2 antibody is a rabbit polyclonal with applications in Western blot (WB), immunohistochemistry (IHC), and immunofluorescence/immunocytochemistry (IF/ICC). The molecular weight of the target protein is approximately 80 kDa. When selecting an antibody, researchers should consider the specific applications needed (WB, IHC, IF/ICC), species reactivity (human, mouse, rat), and potential cross-reactivity with predicted species such as bovine and chicken .

What are the optimal conditions for using RFWD2 antibody in Western blotting?

For optimal Western blot detection of RFWD2:

  • Sample preparation: Use standard protein extraction procedures with protease inhibitors to prevent protein degradation.

  • Gel electrophoresis: Run samples on 8-10% SDS-PAGE gels to properly resolve the 80 kDa RFWD2 protein.

  • Transfer: Use PVDF membranes for optimal protein binding.

  • Blocking: 5% non-fat dry milk or BSA in TBST for 1 hour at room temperature.

  • Primary antibody incubation: Dilute RFWD2 antibody according to manufacturer recommendations (optimal dilutions should be determined by the end user). Typical starting dilutions range from 1:500 to 1:2000.

  • Detection: HRP-conjugated secondary antibodies with enhanced chemiluminescence (ECL) detection systems are recommended.

  • Expected result: A band at approximately 80 kDa corresponding to RFWD2 .

When analyzing RFWD2 in cancer samples, particularly multiple myeloma, include appropriate positive and negative controls to establish baseline expression levels .

What approaches should be used for RFWD2 antibody validation in research applications?

A comprehensive validation approach for RFWD2 antibody should include:

  • Positive and negative tissue/cell controls: Based on known expression patterns (higher in testis, placenta, skeletal muscle, and heart).

  • Overexpression controls: Using RFWD2-overexpressing cell lines (as described in multiple myeloma studies with ARP1 and H929 cells) .

  • Knockdown controls: Using RFWD2-shRNA transfected cells to confirm antibody specificity.

  • Western blot analysis: Confirming single band of expected size (80 kDa).

  • Peptide competition assay: Pre-incubating antibody with immunizing peptide to confirm specificity.

  • Cross-reactivity assessment: Testing against related proteins to ensure specificity.

  • Reproducibility testing: Consistent results across multiple experiments and lots .

How should RFWD2 antibodies be optimized for immunohistochemistry in tissue samples?

For optimal immunohistochemical detection of RFWD2:

  • Fixation: 10% neutral buffered formalin is generally suitable, but optimization may be required for specific tissues.

  • Antigen retrieval: Heat-induced epitope retrieval using citrate buffer (pH 6.0) or EDTA buffer (pH 9.0). Test both to determine optimal conditions.

  • Blocking: Use appropriate blocking solution to reduce non-specific binding (3% BSA or serum from the same species as the secondary antibody).

  • Primary antibody incubation: Begin with manufacturer's recommended dilution (typically 1:100 to 1:500) and optimize as needed. Incubate overnight at 4°C.

  • Detection system: Use a sensitive detection system appropriate for your tissue (e.g., polymer-based detection systems).

  • Counterstaining: Hematoxylin for nuclear visualization.

  • Controls: Include known positive tissues (testis, placenta) and negative controls (primary antibody omission) .

For lung tissue studies, particularly in developmental contexts, special attention should be paid to fixation time and antigen retrieval to preserve tissue architecture while allowing for adequate antibody access .

How is RFWD2 implicated in multiple myeloma progression and what methodologies are crucial for its study?

RFWD2 plays a significant role in multiple myeloma (MM) progression:

What are the recommended experimental designs for studying RFWD2's role in drug resistance mechanisms?

To effectively study RFWD2's role in drug resistance:

  • Cell line selection: Use established drug-sensitive and resistant myeloma cell lines (e.g., ARP1, H929) for comparative studies.

  • Modulation of RFWD2 expression:

    • Overexpression: Transfect cells with CRISPR lentiviral activation particles

    • Knockdown: Use lentiviral shRNA transfection technology

  • Drug sensitivity testing:

    • Treat cells with proteasome inhibitors (e.g., bortezomib)

    • Measure cell viability, proliferation, and apoptosis

    • Determine IC50 values before and after RFWD2 modulation

  • Mechanistic studies:

    • Analyze P27 protein levels and ubiquitination status

    • Investigate RFWD2-RCHY1 interaction

    • Examine cell cycle progression using flow cytometry

  • In vivo validation:

    • Generate xenograft mouse models using BTZ-resistant MM cells

    • Test the effect of RFWD2 inhibition on tumor growth and drug response

  • Clinical correlation:

    • Compare RFWD2 expression between paired baseline/relapse patient samples

    • Correlate expression with clinical outcomes and treatment responses

How does RFWD2 expression pattern differ between newly diagnosed and relapsed multiple myeloma patients?

Analysis of 88 paired baseline/relapse samples has demonstrated a significant difference in RFWD2 expression:

What techniques are recommended for studying RFWD2's role in lung development and branching morphogenesis?

To investigate RFWD2's function in lung development:

  • Expression analysis:

    • Immunohistochemistry with RFWD2 antibody on developing lung sections

    • RT-qPCR for temporal expression patterns during development

    • In situ hybridization to visualize spatial expression patterns

  • Genetic manipulation strategies:

    • Conditional knockout models to study tissue-specific effects

    • Time-specific inactivation to determine critical developmental windows

  • Branching morphogenesis analysis:

    • Ex vivo lung explant cultures to visualize branching in real-time

    • Whole-mount immunostaining with epithelial markers (Sox2 for proximal, Sox9 for distal epithelium)

    • 3D reconstruction and quantitative analysis of branching patterns

  • Molecular pathway analysis:

    • Co-immunoprecipitation to identify RFWD2 interaction partners

    • Protein degradation assays to determine ubiquitination targets

    • Transcription factor activity assays (particularly for ETV transcription factors)

  • Functional assessment:

    • Respiratory function tests in animal models

    • Histological analysis of lung architecture

    • Lineage tracing to determine cell fate decisions

How can researchers effectively investigate the interaction between RFWD2 and its target proteins?

To study RFWD2's interactions with target proteins:

  • Co-immunoprecipitation (Co-IP):

    • Use anti-RFWD2 antibody to pull down RFWD2 and associated proteins

    • Confirm interactions by Western blot with antibodies against suspected targets

    • For multiple myeloma research, focus on P27 and RCHY1 interactions

  • Proximity ligation assay (PLA):

    • Visualize protein interactions in situ

    • Use RFWD2 antibody in combination with antibodies against potential targets

    • Quantify interaction signals in different cellular compartments

  • Mass spectrometry-based approaches:

    • Immunoprecipitate RFWD2 and identify interacting proteins

    • Quantitative proteomics to assess changes in protein abundance following RFWD2 modulation

    • Analysis of ubiquitinated proteome to identify RFWD2 substrates

  • In vitro ubiquitination assays:

    • Reconstitute ubiquitination reactions with purified components

    • Detect ubiquitinated products by Western blot

    • Identify ubiquitination sites by mass spectrometry

  • FRET/BRET assays:

    • Generate fluorescent fusion proteins to visualize interactions in living cells

    • Measure protein-protein interactions in real-time

    • Determine subcellular localization of interactions

What are the most common technical challenges when working with RFWD2 antibodies and how can they be addressed?

Common challenges and solutions:

  • High background in Western blot:

    • Increase blocking time and concentration (5-10% blocking solution)

    • Optimize antibody dilutions (perform titration experiments)

    • Increase wash duration and number of wash steps

    • Use different blocking agents (milk vs. BSA)

    • Consider using more sensitive detection systems

  • Multiple bands in Western blot:

    • Verify sample preparation (include protease inhibitors)

    • Test antibody specificity using knockdown controls

    • Optimize SDS-PAGE conditions

    • Consider post-translational modifications or isoforms of RFWD2

  • Weak or no signal in IHC:

    • Optimize antigen retrieval methods (test different buffers and conditions)

    • Increase antibody concentration or incubation time

    • Use amplification systems (e.g., tyramide signal amplification)

    • Verify tissue fixation protocols

    • Confirm RFWD2 expression in the tissue of interest

  • Inconsistent results across experiments:

    • Standardize protocols and reagents

    • Use positive controls in each experiment

    • Consider lot-to-lot variability in antibodies

    • Monitor storage conditions and avoid freeze-thaw cycles

How can researchers design effective experiments to differentiate between RFWD2's role as an oncogene versus tumor suppressor?

RFWD2 has shown both oncogenic and tumor suppressive functions in different cancer contexts. To differentiate these roles:

  • Context-specific expression analysis:

    • Compare RFWD2 expression across multiple cancer types

    • Correlate expression with clinical outcomes in each cancer type

    • Studies show tumor suppressor roles in prostate and gastric cancers versus oncogenic roles in hepatocellular carcinoma, breast cancer, ovarian adenocarcinoma, and acute myeloid leukemia

  • Functional assays with bidirectional modulation:

    • Perform both overexpression and knockdown experiments in the same model

    • Measure effects on proliferation, apoptosis, migration, and invasion

    • Assess drug sensitivity changes following RFWD2 modulation

  • Target specificity analysis:

    • Investigate effects on both tumor suppressors (e.g., p53) and oncogenes (e.g., JUN)

    • Use ChIP-seq to identify genomic binding sites

    • Perform RNA-seq after RFWD2 modulation to identify transcriptional changes

  • In vivo models:

    • Generate tissue-specific transgenic and knockout models

    • Compare tumor initiation, progression, and metastasis

    • Assess therapeutic responses in different genetic backgrounds

  • Mechanistic investigation:

    • Identify tissue-specific interaction partners

    • Determine ubiquitination substrates in different contexts

    • Analyze pathway activation using phospho-specific antibodies

What are the best approaches for studying post-translational modifications of RFWD2 and their impact on its function?

To investigate post-translational modifications (PTMs) of RFWD2:

  • Identification of PTMs:

    • Immunoprecipitate RFWD2 using specific antibodies

    • Analyze by mass spectrometry to identify phosphorylation, ubiquitination, SUMOylation, or other modifications

    • Use phospho-specific or modification-specific antibodies if available

  • Functional significance:

    • Generate mutants at modification sites (e.g., phospho-mimetic or phospho-deficient)

    • Test effects on RFWD2 activity, stability, localization, and protein interactions

    • Identify upstream regulators (kinases, phosphatases, or other modifying enzymes)

  • Spatiotemporal regulation:

    • Use immunofluorescence with modification-specific antibodies

    • Analyze PTM patterns during cell cycle or in response to cellular stresses

    • Examine modifications in different subcellular compartments

  • Impact on target specificity:

    • Determine how PTMs affect RFWD2's ability to recognize and ubiquitinate substrates

    • Perform in vitro ubiquitination assays with modified and unmodified RFWD2

    • Analyze substrate binding using co-IP or surface plasmon resonance

  • Therapeutic implications:

    • Identify drugs that modulate RFWD2 PTMs

    • Test whether PTM status affects response to proteasome inhibitors

    • Develop strategies to target specific modified forms of RFWD2

What new methodologies are being developed to target RFWD2 for therapeutic purposes in cancer?

Emerging approaches for targeting RFWD2 therapeutically:

  • Small molecule inhibitors:

    • Design compounds that disrupt RFWD2's E3 ligase activity

    • Target specific protein-protein interactions (e.g., RFWD2-RCHY1 interaction)

    • Develop allosteric modulators that alter RFWD2 conformation

  • Proteolysis-targeting chimeras (PROTACs):

    • Design bifunctional molecules that bind RFWD2 and recruit other E3 ligases

    • Induce RFWD2 degradation through the ubiquitin-proteasome system

    • Achieve tissue-specific targeting through appropriate warheads

  • Gene therapy approaches:

    • Develop CRISPR/Cas9 strategies to edit RFWD2 expression

    • Use RNA interference to temporarily downregulate RFWD2

    • Employ antisense oligonucleotides to modulate RFWD2 splicing

  • Combination therapies:

    • In multiple myeloma, combine RFWD2 inhibition with proteasome inhibitors

    • Target RFWD2 together with its downstream effectors

    • Research indicates that blocking RFWD2 in BTZ-resistant MM cells can overcome drug resistance in xenograft mouse models

  • Biomarker-guided approaches:

    • Stratify patients based on RFWD2 expression levels

    • Tailor treatment strategies based on RFWD2 status

    • Monitor RFWD2 expression during treatment to detect resistance development

How can multi-omics approaches enhance our understanding of RFWD2 function in different biological contexts?

Integrated multi-omics strategies for RFWD2 research:

  • Genomics and transcriptomics integration:

    • Correlate RFWD2 genetic alterations with expression changes

    • Identify transcriptional networks regulated by RFWD2

    • Analyze alternative splicing patterns of RFWD2 across tissues

  • Proteomics and ubiquitinomics:

    • Global proteome analysis after RFWD2 modulation

    • Ubiquitin remnant profiling to identify direct ubiquitination targets

    • Quantitative analysis of protein turnover rates

  • Metabolomics integration:

    • Assess metabolic changes associated with RFWD2 function

    • Identify metabolic pathways affected by RFWD2-mediated protein degradation

    • Connect metabolic alterations to cellular phenotypes

  • Spatial transcriptomics and proteomics:

    • Map RFWD2 expression and function in tissue microenvironments

    • Analyze cell-type specific roles in complex tissues

    • Particularly valuable for developmental biology studies (e.g., lung branching)

  • Single-cell multi-omics:

    • Characterize heterogeneity in RFWD2 function at single-cell resolution

    • Identify cell populations particularly dependent on RFWD2

    • Track dynamic changes during development or disease progression

  • Network biology approaches:

    • Construct integrated networks incorporating multiple data types

    • Identify central nodes and pathways regulated by RFWD2

    • Predict functional consequences of RFWD2 perturbation

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