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Updated: Jul 20, 2026

Genetically-encoded Molecular Probes to Study G Protein-coupled Receptors
Published on: September 13, 2013
Epitope-guided selection of CXCR4-targeting antibodies using AlphaFold3 for GPCR modulation and cancer therapy
Srimathi Venkataraman1, Yi-Chuan Li2, Zi-Wei Hung3
1Graduate Institute of Biological Science and Technology, China Medical University Taichung 406040, Taiwan.
Abstract:
G protein-coupled receptors (GPCRs) play important roles by transmitting signals when they bind to specific ligands in human. Dysregulation of the GPCRs has been associated to metabolic diseases, inflammatory and cancers, and making them key targets for therapeutic intervention. The structural characterization of GPCR-ligand interactions remains challenging due to the difficulty in obtaining complex structures. In this study, we chose CXC chemokine receptor 4 (CXCR4), a member of the GPCR family, as the receptor and employed AlphaFold3 to predict the interaction sites between ligands and GPCRs. The results show that the extracellular loop 2 (ECL2) region is crucial for CXCL12-CXCR4 interactions. Using this epitope-guided approach, we selected antibodies from a combinatorial library that bind to CXCR4 and block CXCL12 signaling. Two antibodies, C5 and F4, were found to inhibit CXCL12 signaling in reporter cell lines. Furthermore, these antibodies also exhibited antibody-dependent cellular cytotoxicity against the acute T cell leukemia cell line and the B cell lymphoma cell line. This approach provides a promising way to develop effective antibodies for treating CXCR4-expressed cancer cells, as well as for other diseases linked to GPCR dysfunction.
Insights
Researchers identified key interaction sites on G protein-coupled receptors (GPCRs) using AlphaFold3. This led to the development of antibodies that block signaling and target cancer cells expressing CXC chemokine receptor 4 (CXCR4).
Area of Science:
- Structural biology and pharmacology
- GPCR signaling and antibody therapeutics
Background:
- G protein-coupled receptors (GPCRs) are crucial cell surface receptors involved in signal transduction.
- GPCR dysregulation is linked to various diseases, including cancer, inflammation, and metabolic disorders, making them therapeutic targets.
- Structural elucidation of GPCR-ligand interactions is challenging but vital for drug development.
Purpose of the Study:
- To predict GPCR-ligand interaction sites using AlphaFold3.
- To develop novel antibodies targeting CXC chemokine receptor 4 (CXCR4) for therapeutic intervention.
- To evaluate the efficacy of developed antibodies in blocking CXCR4 signaling and mediating anti-cancer effects.
Main Methods:
- Utilized AlphaFold3 for predicting interaction sites between ligands and GPCRs, focusing on CXCR4.
- Employed an epitope-guided approach to select antibodies from a combinatorial library targeting CXCR4.
- Assessed antibody efficacy in blocking CXCL12 signaling in reporter cell lines and mediating antibody-dependent cellular cytotoxicity (ADCC) in cancer cell lines.
Main Results:
- AlphaFold3 successfully predicted crucial interaction sites, identifying the extracellular loop 2 (ECL2) as critical for CXCL12-CXCR4 binding.
- Two antibodies, C5 and F4, were identified that effectively inhibit CXCL12-CXCR4 signaling.
- These antibodies demonstrated significant antibody-dependent cellular cytotoxicity against acute T cell leukemia and B cell lymphoma cell lines.
Conclusions:
- The study presents a novel epitope-guided strategy for developing therapeutic antibodies against GPCRs.
- The identified antibodies (C5 and F4) show potential for treating CXCR4-expressing cancers.
- This approach offers a promising avenue for developing treatments for diseases associated with GPCR dysfunction.
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